Tapabrata Ray is a Professor with the School of Engineering and Information Technology. He is the founder and leader of the Multidisciplinary Design Optimization Research Group at UNSW, Canberra. Further details of his research is listed in the link below www.mdolab.net

# Professor Tapabrata Ray

LOCATION

Building 17 Room 202

School of Engineering and Information Technology, The University of New South Wales, Australian Defence Force Academy, PO Box 7916, Canberra BC ACT 2610, AUSTRALIA

- ABOUT
- PUBLICATIONS

## Books

Prusty BG; Sul JH; Ray T, 2011, *Fatigue behaviour of short fibre composites*

## Book Chapters

Hassanein O; Anavatti S; Ray T, 2018, 'Autonomous Underwater Vehicles', in Meng Joo E (ed.), *Intelligent Marine and Aerial Vehicles: Theory and Applications*, Nova Publishers, https://novapublishers.com/shop/intelligent-marine-and-aerial-vehicles-theory-and-applications/

Anavatti SG; li C; ray T, 2016, 'A game-theoretic approach to the analysis of Traffic Assignment', in *Intelligent and Evolutionary Systems The 20th Asia Pacific Symposium, IES 2016, Canberra, Australia, November 2016, Proceedings*, Springer, pp. 17 - 30, 10.1007/978-3-319-49049-6_2

Anavatti SG; ray T, 2016, 'A Game-Theoretic Approach to the Analysis of Traffic Assignment', in singh H (ed.), *Intelligent and Evolutionary Systems The 20th Asia Pacific Symposium, IES 2016, Canberra, Australia, November 2016, Proceedings*, Springer, pp. 17 - 30, 10.1007/978-3-319-49049-6_2

Bhattacharjee KS; Isaacs A; Ray T, 2016, 'Multi-objective optimization using an evolutionary algorithm embedded with multiple spatially distributed surrogates', in *Multi-Objective Optimization: Techniques and Applications in Chemical Engineering (Second Edition)*, pp. 135 - 156, 10.1142/9789812836526_0005

Bhattacharjee KS; Ray T, 2015, 'An evolutionary algorithm with classifier guided constraint evaluation strategy for computationally expensive optimization problems', in *Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)*, pp. 49 - 62

Bhattacharjee KS; Ray T, 2015, 'Cost to evaluate versus cost to learn? Performance of selective evaluation strategies in multiobjective optimization', in *Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)*, pp. 63 - 75, 10.1007/978-3-319-26350-2_6

Hassanein O; Anavatti SG; Ray T, 2013, 'On-line adaptive fuzzy modeling and control for autonomous underwater vehicle', in *Studies in Computational Intelligence*, pp. 57 - 70, 10.1007/978-3-642-37387-9_4

Ray T; Sarker R, 2012, 'Memetic algorithms in constrained optimization', in *Studies in Computational Intelligence*, pp. 135 - 151, 10.1007/978-3-642-23247-3_9

Sarker R; Ray T, 2010, 'Agent based Evolutionary Approach: An Introduction', in Sarker R; Ray T (ed.), *Agent-Based Evolutionary Search (Book series: Adaption, learning and optimization, vol. 5)*, edn. 1, Springer-Verlag, Berlin / Heidelberg, pp. 1 - 11, 10.1007/978-3-642-13425-8

Sarker RA; Ray T, 2010, 'Agent Based Evolutionary Approach: An Introduction', in Sarker RA; Ray T (ed.), *AGENT-BASED EVOLUTIONARY SEARCH*, edn. Adaptation Learning and Optimization, SPRINGER-VERLAG BERLIN, pp. 1 - 11, 10.1007/978-3-642-13425-8_1

Singh HK; Ray T, 2010, 'Divide and Conquer in Coevolution: A Difficult Balancing Act', in Sarker RA; Ray T (ed.), *AGENT-BASED EVOLUTIONARY SEARCH*, edn. Adaptation Learning and Optimization, SPRINGER-VERLAG BERLIN, pp. 117 - 138, 10.1007/978-3-642-13425-8_6

Ray T; Isaacs A; Smith WF, 2009, 'Surrogate Assisted Evolutionary Algorithm for Multi-objective Optimization', in Rangaih GP (ed.), *Multi-objective Optimization: Techniques and Applications in Chemical Engineering*, edn. Har/Cdr edition (December 22, 2008), World Scientific Publishing, Singapore, pp. 131 - 151, http://www.worldscibooks.com/etextbook/7088/7088_toc.pdf

Ray T; Singh HK; Isaacs A; Smith W, 2009, 'Infeasibility driven evolutionary algorithm for constrained optimization', in *Studies in Computational Intelligence*, pp. 145 - 165, 10.1007/978-3-642-00619-7_7

Ray T; Isaacs A; Smith W, 2009, 'A memetic algorithm for dynamic multiobjective optimization', in *Studies in Computational Intelligence*, pp. 353 - 367, 10.1007/978-3-540-88051-6_16

Isaacs A; Ray T; Smith W, 2008, 'Set representation and multi-parent learning within an evolutionary algorithm for optimal design of trusses', in *Studies in Computational Intelligence*, pp. 419 - 439, 10.1007/978-3-540-85068-7_17

Tapabrata R; Sarker R, 2007, 'Optimum oil production planning using an evolutionary approach', in *Studies in Computational Intelligence*, pp. 273 - 292, 10.1007/978-3-540-48584-1_10

Ray T, 2006, 'A neural-network-assisted optimization framework and its use for optimum-parameter identification', in *Artificial Neural Networks in Finance and Manufacturing*, pp. 221 - 235, 10.4018/978-1-59140-670-9.ch013

Ray T; Venkata N, 2005, 'Application of Multiobjective optimization in Electromagnetic Design', in Nedjah N; Mourelle LDM (ed.), *Application of Multiobjective optimization in Electromagnetic Design*, edn. first, Nova Science Publications, New York, USA, pp. 77 - 100, http://books.google.com.au/books?id=UeoV9NNJ_8oC&pg=PA77&lpg=PA77&dq=Application+of+Multiobjective+optimization+in+Electromagnetic+Design&source=bl&ots=3QRvNgt6u4&sig=DAY9jeGp9rk5iAZT0Xp9yhO4lXs&hl=en

## Journal articles

Liu Z; Bhattacharjee KS; Tian FB; Young J; Ray T; Lai JCS, 2019, 'Kinematic optimization of a flapping foil power generator using a multi-fidelity evolutionary algorithm', *Renewable Energy*, vol. 132, pp. 543 - 557, 10.1016/j.renene.2018.08.015

Chand S; Singh H; Ray T, 2019, 'Evolving heuristics for the resource constrained project scheduling problem with dynamic resource disruptions', *Swarm and Evolutionary Computation*, vol. 44, pp. 897 - 912, 10.1016/j.swevo.2018.09.007

Habib A; Singh HK; Chugh T; Ray T; Miettinen K, 2019, 'A Multiple Surrogate Assisted Decomposition Based Evolutionary Algorithm for Expensive Multi/Many-Objective Optimization', *IEEE Transactions on Evolutionary Computation*, 10.1109/TEVC.2019.2899030

Elsayed S; Sarker R; Coello CC; Ray T, 2018, 'Adaptation of operators and continuous control parameters in differential evolution for constrained optimization', *Soft Computing*, vol. 22, pp. 6595 - 6616, 10.1007/s00500-017-2712-6

Asafuddoula M; Singh HK; Ray T, 2018, 'An enhanced decomposition-based evolutionary algorithm with adaptive reference vectors', *IEEE Transactions on Cybernetics*, vol. 48, pp. 2321 - 2334, 10.1109/TCYB.2017.2737519

Zaman F; Elsayed SM; Ray T; Sarkerr RA, 2018, 'Evolutionary Algorithms for Finding Nash Equilibria in Electricity Markets', *IEEE Transactions on Evolutionary Computation*, vol. 22, pp. 536 - 549, 10.1109/TEVC.2017.2742502

Habib A; Singh HK; Ray T, 2018, 'A multiple surrogate assisted evolutionary algorithm for optimization involving iterative solvers', *Engineering Optimization*, vol. 50, pp. 1625 - 1644, 10.1080/0305215X.2017.1401068

Chand S; Huynh Q; Singh H; Ray T; Wagner M, 2018, 'On the use of genetic programming to evolve priority rules for resource constrained project scheduling problems', *Information Sciences*, vol. 432, pp. 146 - 163, 10.1016/j.ins.2017.12.013

Bhattacharjee KS; Singh HK; Ray T, 2018, 'Multiple surrogate-Assisted many-objective optimization for computationally expensive engineering design', *Journal of Mechanical Design, Transactions of the ASME*, vol. 140, 10.1115/1.4039450

Huynh QN; Chand S; Singh HK; Ray T, 2018, 'Genetic Programming With Mixed-Integer Linear Programming-Based Library Search', *IEEE Transactions on Evolutionary Computation*, vol. 22, pp. 733 - 747, 10.1109/TEVC.2018.2840056

Liu C; Zhao Q; Yan B; Elsayed S; Ray T; Sarker R, 2018, 'Adaptive Sorting-based Evolutionary Algorithm for Many-Objective Optimization', *IEEE Transactions on Evolutionary Computation*, 10.1109/TEVC.2018.2848254

Singh HK; Bhattacharjee KS; Ray T, 2018, 'Distance based subset selection for benchmarking in evolutionary multi/many-objective optimization', *IEEE Transactions on Evolutionary Computation*, 10.1109/TEVC.2018.2883094

Bhattacharjee KS; Singh HK; Ray T, 2017, 'An approach to generate comprehensive piecewise linear interpolation of pareto outcomes to aid decision making', *Journal of Global Optimization*, vol. 68, pp. 71 - 93, 10.1007/s10898-016-0454-0

Zaman F; Elsayed SM; Ray T; Sarker RA, 2017, '^{Co-evolutionary approach for strategic bidding in competitive electricity markets}', *Applied Soft Computing Journal*, vol. 51, pp. 1 - 22, 10.1016/j.asoc.2016.11.049

Branke J; Asafuddoula M; Bhattacharjee KS; Ray T, 2017, 'Efficient Use of Partially Converged Simulations in Evolutionary Optimization', *IEEE Transactions on Evolutionary Computation*, vol. 21, pp. 52 - 64, 10.1109/TEVC.2016.2569018

Bhattacharjee KS; Singh HK; Ray T, 2017, 'A novel decomposition-based evolutionary algorithm for engineering design optimization', *Journal of Mechanical Design, Transactions of the ASME*, vol. 139, 10.1115/1.4035862

Zhang Z; Zhan C; Shankar K; Morozov EV; Singh HK; Ray T, 2017, 'Sensitivity analysis of inverse algorithms for damage detection in composites', *Composite Structures*, vol. 176, pp. 844 - 859, 10.1016/j.compstruct.2017.06.019

Li C; Anavatti SG; Ray T, 2017, 'A Path-Based Solution Algorithm for Dynamic Traffic Assignment', *Networks and Spatial Economics*, vol. 17, pp. 841 - 860, 10.1007/s11067-017-9346-1

Elsayed S; Sarker R; Ray T; Coello CC, 2017, 'Consolidated optimization algorithm for resource-constrained project scheduling problems', *Information Sciences*, vol. 418-419, pp. 346 - 362, 10.1016/j.ins.2017.08.023

Bhattacharjee KS; Singh HK; Ryan M; Ray T, 2017, 'Bridging the gap: Many-objective optimization and informed decision-making', *IEEE Transactions on Evolutionary Computation*, vol. 21, pp. 813 - 820, 10.1109/TEVC.2017.2687320

Islam MM; Singh HK; Ray T, 2017, 'A surrogate assisted approach for single-objective bilevel optimization', *IEEE Transactions on Evolutionary Computation*, vol. 21, pp. 681 - 696, 10.1109/TEVC.2017.2670659

Alam K; Ray T; Anavatti SG, 2017, 'Design Optimization of an Unmanned Underwater Vehicle Using Low- A nd High-Fidelity Models', *IEEE Transactions on Systems, Man, and Cybernetics: Systems*, vol. 47, pp. 2794 - 2808, 10.1109/TSMC.2015.2390592

Islam MM; Singh HK; Ray T; Sinha A, 2017, 'An enhanced memetic algorithm for Single-Objective bilevel optimization problems', *Evolutionary Computation*, vol. 25, pp. 607 - 642, 10.1162/EVCO_a_00198

Zaman MF; Elsayed SM; Ray T; Sarker RA, 2016, 'Evolutionary Algorithms for Dynamic Economic Dispatch Problems', *IEEE Transactions on Power Systems*, vol. 31, pp. 1486 - 1495, 10.1109/TPWRS.2015.2428714

Wang C; Shankar K; Ashraf MA; Morozov EV; Ray T, 2016, 'Surrogate-assisted optimisation design of composite riser', *Proceedings of the Institution of Mechanical Engineers, Part L: Journal of Materials: Design and Applications*, vol. 230, pp. 18 - 34, 10.1177/1464420714539304

Zaman F; Elsayed SM; Ray T; Sarker RA, 2016, 'Configuring two-algorithm-based evolutionary approach for solving dynamic economic dispatch problems', *Engineering Applications of Artificial Intelligence*, vol. 53, pp. 105 - 125, 10.1016/j.engappai.2016.04.001

Li C; Gopalarao S; Ray T, 2016, 'A path-based flow formulation for the traffic assignment problem', *Transportation Planning and Technology*, vol. 39, pp. 597 - 611, 10.1080/03081060.2016.1187810

Zaman F; Elsayed SM; Ray T; Sarker RA, 2016, 'Evolutionary algorithms for power generation planning with uncertain renewable energy', *Energy*, vol. 112, pp. 408 - 419, 10.1016/j.energy.2016.06.083

Bhattacharjee KS; Singh HK; Ray T, 2016, 'Multi-Objective Optimization with Multiple Spatially Distributed Surrogates', *Journal of Mechanical Design, Transactions of the ASME*, vol. 138, 10.1115/1.4034035

Kumar Singh H; Shankar Bhattacharjee K; Ray T, 2016, 'A Projection-Based Approach for Constructing Piecewise Linear Pareto Front Approximations', *Journal of Mechanical Design, Transactions of the ASME*, vol. 138, 10.1115/1.4033991

Hassanein O; Anavatti SG; Shim H; Ray T, 2016, 'Model-based adaptive control system for autonomous underwater vehicles', *Ocean Engineering*, vol. 127, pp. 58 - 69, 10.1016/j.oceaneng.2016.09.034

Asafuddoula M; Ray T; Sarker R, 2015, 'An Improved Self-Adaptive Constraint Sequencing approach for constrained optimization problems', *Applied Mathematics and Computation*, vol. 253, pp. 23 - 39, 10.1016/j.amc.2014.12.032

Ray T; Asafuddoula M; Kumar Singh H; Alam K, 2015, 'An Approach to Identify Six Sigma Robust Solutions of Multi/Many-Objective Engineering Design Optimization Problems', *Journal of Mechanical Design, Transactions of the ASME*, vol. 137, 10.1115/1.4029704

Asafuddoula M; Ray T; Sarker R, 2015, 'A decomposition-based evolutionary algorithm for many objective optimization', *IEEE Transactions on Evolutionary Computation*, vol. 19, pp. 445 - 460, 10.1109/TEVC.2014.2339823

Asafuddoula M; Ray T; Sarker R, 2015, 'A differential evolution algorithm with constraint sequencing: An efficient approach for problems with inequality constraints', *Applied Soft Computing Journal*, vol. 36, pp. 101 - 113, 10.1016/j.asoc.2015.07.007

Asafuddoula M; Singh HK; Ray T, 2015, 'Six-Sigma Robust Design Optimization Using a Many-Objective Decomposition-Based Evolutionary Algorithm', *IEEE Transactions on Evolutionary Computation*, vol. 19, pp. 490 - 507, 10.1109/TEVC.2014.2343791

Ihesiulor OK; Shankar K; Zhang Z; Ray T, 2014, 'Delamination detection with error and noise polluted natural frequencies using computational intelligence concepts', *Composites Part B: Engineering*, vol. 56, pp. 906 - 925, 10.1016/j.compositesb.2013.09.032

Asafuddoula M; Ray T; Sarker R, 2014, 'An adaptive hybrid differential evolution algorithm for single objective optimization', *Applied Mathematics and Computation*, vol. 231, pp. 601 - 618, 10.1016/j.amc.2014.01.041

Li C; Anavatti SG; Ray T, 2014, 'Analytical hierarchy process using fuzzy inference technique for real-time route guidance system', *IEEE Transactions on Intelligent Transportation Systems*, vol. 15, pp. 84 - 93, 10.1109/TITS.2013.2272579

Khan MS; Ayob AFM; Ray T, 2014, 'An efficient Memetic algorithm for 3D shape Matching problems', *Engineering Optimization*, vol. 46, pp. 687 - 703, 10.1080/0305215X.2013.795559

Ihesiulor OK; Shankar K; Zhang Z; Ray T, 2014, 'Validation of algorithms for delamination detection in composite structures using experimental data', *Journal of Composite Materials*, vol. 48, pp. 969 - 983, 10.1177/0021998313480414

Liu M; Singh HK; Ray T, 2014, 'Application specific instance generator and a memetic algorithm for capacitated arc routing problems', *Transportation Research Part C: Emerging Technologies*, vol. 43, pp. 249 - 266, 10.1016/j.trc.2014.04.001

Alam K; Ray T; Anavatti SG, 2014, 'Design and construction of an autonomous underwater vehicle', *Neurocomputing*, vol. 142, pp. 16 - 29, 10.1016/j.neucom.2013.12.055

Alam K; Ray T; Anavatti SG, 2014, 'A brief taxonomy of autonomous underwater vehicle design literature', *Ocean Engineering*, vol. 88, pp. 627 - 630, 10.1016/j.oceaneng.2014.04.027

Sarker RA; Elsayed SM; Ray T, 2014, 'Differential evolution with dynamic parameters selection for optimization problems', *IEEE Transactions on Evolutionary Computation*, vol. 18, pp. 689 - 707, 10.1109/TEVC.2013.2281528

Zhang Z; Shankar K; Ray T; Morozov EV; Tahtali M, 2013, 'Vibration-based inverse algorithms for detection of delamination in composites', *Composite Structures*, vol. 102, pp. 226 - 236, 10.1016/j.compstruct.2013.03.012

Singh HK; Ray T; Sarker R, 2013, 'Optimum oil production planning using infeasibility driven evolutionary algorithm', *Evolutionary Computation*, vol. 21, pp. 65 - 82, 10.1162/EVCO_a_00064

Asafuddoula M; Ray T; Sarker R, 2013, 'A decomposition based evolutionary algorithm for many objective optimization with systematic sampling and adaptive epsilon control', *Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)*, vol. 7811 LNCS, pp. 413 - 427, 10.1007/978-3-642-37140-0_32

Hassanein O; Anavatti SG; Ray T, 2013, 'Black-box tool for nonlinear system identification based upon fuzzy system', *International Journal of Computational Intelligence and Applications*, vol. 12, 10.1142/S1469026813500090

Ihesiulor OK; Shankar K; Zhang Z; Ray T, 2013, 'Efficiencies of algorithms for vibration-based delamination detection: A comparative study', *Journal of Mechanics of Materials and Structures*, vol. 8, pp. 247 - 281, 10.2140/jomms.2013.8.247

Kirsanov A; Anavatti SG; Ray T, 2013, 'Path planning for the autonomous underwater vehicle',

Hassanein O; Sreenatha G; Ray T, 2013, 'Hybrid neuro-fuzzy network identification for autonomous underwater vehicles',

Hassan O; Sreenatha AG; Ray T, 2012, 'Improved Fuzzy Neural Modeling for Underwater Vehicles', *World Academy of Science, Engineering and Technology*, vol. Nov. 2012, pp. 1208 - 1214, http://www.waset.org/journals/waset/v71.php

Liu M; Ray T, 2012, 'Efficient solution of capacitated arc routing problems with a limited computational budget',

Li C; Anavatti SG; Ray T, 2012, 'Implementing analytical hierarchy process using fuzzy inference technique in route guidance system', *Proceedings of the 2012 International Conference on Artificial Intelligence, ICAI 2012*, vol. 2, pp. 1003 - 1008

Khan MS; Mohamad Ayob AF; Isaacs A; Ray T, 2012, 'A smart repair embedded memetic algorithm for 2D shape matching problems', *Engineering Optimization*, vol. 44, pp. 1229 - 1243, 10.1080/0305215X.2011.634408

Asafuddoula M; Ray T; Sarker R, 2012, 'A self-adaptive differential evolution algorithm with constraint sequencing',

Alam K; Ray T; Anavatti SG, 2012, 'An evolutionary approach for the design of autonomous underwater vehicles',

Alam K; Ray T; Anavatti SG, 2012, 'A new robust design optimization approach for unmanned underwater vehicle design', *Proceedings of the Institution of Mechanical Engineers Part M: Journal of Engineering for the Maritime Environment*, vol. 226, pp. 235 - 249, 10.1177/1475090211435450

Ayob AFM; Ray T; Smith W, 2012, 'A hydrodynamic preliminary design optimization framework for high speed planing craft', *Journal of Ship Research*, vol. 56, pp. 35 - 47, 10.5957/JOSR.56.1.100056

Sarker R; Ray T, 2011, 'Agent-based evolutionary algorithms: Emerging paradigm or buzzwords?', *ORMS Today*, vol. 38, pp. 44 - 48, https://www.informs.org/ORMS-Today/Public-Articles/October-Volume-38-Number-5/Agent-based-evolutionary-algorithms-Emerging-paradigm-or-buzzwords

Hassan O; Sreenatha AG; Ray T, 2011, 'Robust Position Control for Two-Link Manipulator', *International Journal of Artificial Intelligence*, vol. 7, pp. 347 - 359, http://ceser.in/ceserp/index.php/ijai/index

Sul JH; Gangadhara Prusty B; Ray T, 2011, 'Prediction of low cycle fatigue life of short fibre composites at elevated temperatures using surrogate modelling', *Composites Part B: Engineering*, vol. 42, pp. 1453 - 1460, 10.1016/j.compositesb.2011.04.047

Li C; Anavatti SG; Ray T, 2011, 'Short-term traffic flow prediction using different techniques', *IECON Proceedings (Industrial Electronics Conference)*, pp. 2423 - 2428, 10.1109/IECON.2011.6119689

Saha A; Ray T, 2011, 'Practical robust design optimization using evolutionary algorithms', *Journal of Mechanical Design, Transactions of the ASME*, vol. 133, 10.1115/1.4004807

Singh HK; Isaacs A; Ray T, 2011, 'A Pareto corner search evolutionary algorithm and dimensionality reduction in many-objective optimization problems', *IEEE Transactions on Evolutionary Computation*, vol. 15, pp. 539 - 556, 10.1109/TEVC.2010.2093579

Elsayed SM; Sarker RA; Essam DL, 2011, 'Multi-operator based evolutionary algorithms for solving constrained optimization problems', *Computers and Operations Research*, vol. 38, pp. 1877 - 1896, 10.1016/j.cor.2011.03.003

Hassanein OI; Anavatti SG; Ray T, 2011, 'Robust position control for two-link manipulator', *International Journal of Artificial Intelligence*, vol. 7, pp. 347 - 359

Ogawa H; Alazet Y; Pudsey A; Boyce RR; Isaacs A; Ray T, 2011, 'Full flow-path optimization of axisymmetric scramjet engines', *17th AIAA International Space Planes and Hypersonic Systems and Technologies Conference 2011*, 10.2514/6.2011-2347

Mohamad Ayob AF; Ray T; Smith WF, 2011, 'Beyond hydrodynamic design optimization of planing craft', *Transactions - Society of Naval Architects and Marine Engineers*, vol. 119, pp. 473 - 485

Mohamad Ayob AF; Ray T; Smith WF, 2011, 'Uncovering secrets behind low-resistance planing craft hull forms through optimization', *Engineering Optimization*, vol. 43, pp. 1161 - 1173, 10.1080/0305215X.2010.546841

Ayob AFM; Ray T; Smith WF, 2011, 'Beyond hydrodynamic design optimization of planing craft', *Journal of Ship Production*, vol. 27, pp. 1 - 13

Ogawa H; Boyce RR; Isaacs A; Ray T, 2010, 'Multi-objective Design Optimisation of Inlet and Combustor for Axisymmetric Scramjets', *The Open Thermodynamics Journal*, vol. 4, pp. 86 - 91, 10.2174/1874396X01004010086

Samal MK; Anavatti S; Ray T; Garratt M, 2010, 'A computationally efficient approach for NN based system identification of a rotary wing UAV', *International Journal of Control, Automation and Systems*, vol. 8, pp. 727 - 734, 10.1007/s12555-010-0403-5

Singh HK; Ray T; Smith W, 2010, 'C-PSA: Constrained Pareto simulated annealing for constrained multi-objective optimization', *Information Sciences*, vol. 180, pp. 2499 - 2513, 10.1016/j.ins.2010.03.021

Sarker R; Ray T, 2009, 'An improved evolutionary algorithm for solving multi-objective crop planning models', *Computers and Electronics in Agriculture*, vol. 68, pp. 191 - 199, 10.1016/j.compag.2009.06.002

Isaacs A; Ray T; Smith W, 2009, 'Multi-objective design optimisation using multiple adaptive spatially distributed surrogates', *International Journal of Product Development*, vol. 9, pp. 188 - 217, 10.1504/IJPD.2009.026179

Ray T; Sarker R, 2008, 'EA for solving combined machine layout and job assignment problems', *Journal of Industrial and Management Optimization*, vol. 4, pp. 631 - 646

Ray T; Sarker R, 2008, 'Evolutionary algorithms deliver promising results to gas lift optimization problems', *World Oil*, vol. 229, pp. 141 - 142

Isaacs A; Ray T; Tsai HM, 2008, 'Constrained Aerodynamic Shape Optimization using an Evolutionary Algorithm with Spatially Distributed Surrogates', *Collection of Technical Papers - AIAA Applied Aerodynamics Conference*

Deepak NR; Ray T; Boyce RR, 2008, 'Evolutionary algorithm shape optimization of a hypersonic flight experiment nose cone', *Journal of Spacecraft and Rockets*, vol. 45, pp. 428 - 437, 10.2514/1.33826

Ray T; Sarker R, 2007, 'Genetic algorithm for solving a gas lift optimization problem', *Journal of Petroleum Science and Engineering*, vol. 59, pp. 84 - 96, 10.1016/j.petrol.2007.03.004

Briggs GP; Ray T; Milthorpe JF, 2007, 'Optimal design of an Australian medium launch vehicle', *Innovations in Systems and Software Engineering*, vol. 3, pp. 105 - 116, 10.1007/s11334-007-0022-3

Liew KM; Ray T; Tan PK, 2007, 'Computational swarm strategies for single objective design optimization problems', *International Journal of Computational Methods in Engineering Science and Mechanics*, vol. 8, pp. 9 - 18, 10.1080/15502280601006173

Ray T; Smith W, 2006, 'A surrogate assisted parallel multiobjective evolutionary algorithm for robust engineering design', *Engineering Optimization*, vol. 38, pp. 997 - 1011, 10.1080/03052150600882538

Venkatarayalu NV; Ray T; Gan YB, 2005, 'Multilayer dielectric filter design using a multiobjective evolutionary algorithm', *IEEE Transactions on Antennas and Propagation*, vol. 53, pp. 3625 - 3632, 10.1109/TAP.2005.858565

Won KS; Ray T, 2005, 'A framework for design optimization using surrogates', *Engineering Optimization*, vol. 37, pp. 685 - 703, 10.1080/03052150500211911

Liew KM; He XQ; Ray T, 2004, 'On the use of computational intelligence in the optimal shape control of functionally graded smart plates', *Computer Methods in Applied Mechanics and Engineering*, vol. 193, pp. 4475 - 4492, 10.1016/j.cma.2004.02.016

Liew KM; Tan PK; Ray T, 2004, 'Leader identification and leader selection: Its effect on a swarm's performance for multi-objective design optimization problems', *Structural and Multidisciplinary Optimization*, vol. 28, pp. 156 - 169, 10.1007/s00158-004-0431-y

Venkatarayalu NV; Ray T, 2004, 'Optimum design of Yagi-Uda antennas using computational intelligence', *IEEE Transactions on Antennas and Propagation*, vol. 52, pp. 1811 - 1818, 10.1109/TAP.2004.831338

Liew KM; Tan H; Ray T; Tan MJ, 2004, 'Optimal process design of sheet metal forming for minimum springback via an integrated neural network evolutionary algorithm', *Structural and Multidisciplinary Optimization*, vol. 26, pp. 284 - 294, 10.1007/s00158-003-0347-y

Ray T; Tsai HM, 2004, 'Swarm Algorithm for Single- and Multiobjective Airfoil Design Optimization', *AIAA Journal*, vol. 42, pp. 366 - 373, 10.2514/1.9099

Ray T; Liew KM, 2003, 'Society and civilization: An optimization algorithm based on the simulation of social behavior', *IEEE Transactions on Evolutionary Computation*, vol. 7, pp. 386 - 396, 10.1109/TEVC.2003.814902

Ray T, 2003, 'Golinski's speed reducer problem revisited', *AIAA Journal*, vol. 41, pp. 556 - 558, 10.2514/2.1984

Ray T; Liew KM; Saini P, 2002, 'An Intelligent Information Sharing Strategy within a Swarm for Unconstrained and Constrained Optimization Problems', *Soft Computing*, vol. 6, pp. 38 - 44, 10.1007/s005000100130

Tai K; Guang YC; Ray T, 2002, 'Design Synthesis of Path Generating Compliant Mechanisms by Evolutionary Optimization of Topology and Shape', *Journal of Mechanical Design*, vol. 124, pp. 492 - 500, 10.1115/1.1480818

Ray T; Liew KM, 2002, 'A swarm metaphor for multiobjective design optimization', *Engineering Optimization*, vol. 34, pp. 141 - 153, 10.1080/03052150210915

Ray T; Tsai HM; Tan CM, 2002, 'Effects of solver fidelity on a parallel search algorithm's performance for airfoil shape optimization problems', *9th AIAA/ISSMO Symposium on Multidisciplinary Analysis and Optimization*

Akhtar S; Tai K; Ray T, 2002, 'A socio-behavioral simulation model for engineering design optimization', *Engineering Optimization*, vol. 34, pp. 341 - 354, 10.1080/03052150212723

Liew KM; Ray T; Tan H; Tan MJ, 2002, 'Evolutionary optimization and use of neural network for optimum stamping process design for minimum springback', *Journal of Computing and Information Science in Engineering*, vol. 2, pp. 38 - 44, 10.1115/1.1482399

Akhtar S; Tai K; Ray T, 2002, 'A socio-behavioural simulation model for engineering design optimization', *ENGINEERING OPTIMIZATION*, vol. 34, pp. 341 - 354, 10.1080/0305215021000001677

Ray T; Liew KM, 2002, 'A swarm metaphor for multiobjective design optimization', *ENGINEERING OPTIMIZATION*, vol. 34, pp. 141 - 153, 10.1080/030521502900021127

Ray T; Tai K, 2001, 'An Evolutionary Algorithm with a Multilevel Pairing Strategy for Single and Multi-objective Optimization', *Foundations of Computing and Decision Sciences*, vol. 26, pp. 75 - 98

Ray T; Saini P, 2001, 'Engineering design optimization using a swarm with an intelligent information sharing among individuals', *Engineering Optimization*, vol. 33, pp. 735 - 748

Ray T; Tai K; Seow KC, 2001, 'Multiobjective design optimization by an evolutionary algorithm', *Engineering Optimization*, vol. 33, pp. 399 - 424

Ray T, 1998, 'Intelligent Concept Exploration using Artificial Neural Network Model', *Transactions of Society of Naval Architects and Marine Engineers*

Ray T; Gokarn RP; Sha OP, 1996, 'Neural network applications in naval architecture and marine engineering', *Artificial Intelligence in Engineering*, vol. 10, pp. 213 - 226, 10.1016/0954-1810(95)00030-5

Ray T; Gokarn RP; Sha OP, 1995, 'A global optimization model for ship design', *Computers in Industry*, vol. 26, pp. 175 - 192, 10.1016/0166-3615(95)00003-M

Ray T; Gokarn RP; Sha OP, 1994, 'A Partial Discrete Optimization Model for Preliminary Ship Design', *Journal of Institution of Naval Architects*

Ray T; Sha OP, 1994, 'Multicriteria optimization model for a containership design', *Marine Technology and SNAME News*, vol. 31, pp. 258 - 268

## Conference Papers

Islam MM; Singh HK; Ray T, 2018, 'Efficient Global Optimization for Solving Computationally Expensive Bilevel Optimization Problems', in *2018 IEEE Congress on Evolutionary Computation, CEC 2018 - Proceedings*, presented at , 10.1109/CEC.2018.8477714

Chand S; Singh HK; Ray T, 2018, 'Team Selection Using Multi-/Many-Objective Optimization with Integer Linear Programming', in *2018 IEEE Congress on Evolutionary Computation, CEC 2018 - Proceedings*, presented at , 10.1109/CEC.2018.8477945

Ray T; Habib A; Singh HK; Ryan M, 2018, 'Uncovering performance envelopes through optimum design of tests', in

Singh HK; Bhattacharjee KS; Ray T; Mostaghim S, 2018, 'Investigation of a simple distance based ranking metric for decomposition-based multi/many-objective evolutionary algorithms', in

Habib A; Singh HK; Ray T, 2017, 'A batch infill strategy for computationally expensive optimization problems', in

Habib A; Singh HK; Ray T, 2017, 'A study on the effectiveness of constraint handling schemes within Efficient Global Optimization framework', in *2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016*, presented at , 10.1109/SSCI.2016.7850205

Huynh QN; Singh HK; Ray T, 2017, 'Improving Symbolic Regression through a semantics-driven framework', in *2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016*, presented at , 10.1109/SSCI.2016.7849941

Li C; Anavatti SG; Ray T; Shim H, (eds.), 2017, 'A Game-Theoretic Approach to the Analysis of Traffic Assignment', in *INTELLIGENT AND EVOLUTIONARY SYSTEMS, IES 2016*, SPRINGER INT PUBLISHING AG, Univ New S Wales, Canberra Campus, Australian Def Force Acad, Canberra, AUSTRALIA, pp. 17 - 30, presented at 20th Asia Pacific Symposium on Intelligent and Evolutionary Systems (IES), Univ New S Wales, Canberra Campus, Australian Def Force Acad, Canberra, AUSTRALIA, 01 November 2016, 10.1007/978-3-319-49049-6_2

Bhattacharjee KS; Singh HK; Ray T, 2017, 'Enhanced pareto interpolation method to aid decision making for discontinuous pareto optimal fronts', in

Islam MM; Singh HK; Ray T, 2017, 'Use of a non-nested formulation to improve search for bilevel optimization', in

Bhattacharjee KS; Singh HK; Ray T; Zhang Q, 2017, 'Decomposition Based Evolutionary Algorithm with a Dual Set of reference vectors', in *2017 IEEE Congress on Evolutionary Computation, CEC 2017 - Proceedings*, pp. 105 - 112, presented at , 10.1109/CEC.2017.7969302

Chand S; Singh HK; Ray T, 2017, 'A heuristic algorithm for solving resource constrained project scheduling problems', in *2017 IEEE Congress on Evolutionary Computation, CEC 2017 - Proceedings*, pp. 225 - 232, presented at , 10.1109/CEC.2017.7969317

Zaman F; Elsayed SM; Ray T; Sarker RA, (eds.), 2017, 'An Evolutionary Framework for Bi-objective Dynamic Economic and Environmental Dispatch Problems', in *INTELLIGENT AND EVOLUTIONARY SYSTEMS, IES 2016*, SPRINGER INT PUBLISHING AG, Univ New S Wales, Canberra Campus, Australian Def Force Acad, Canberra, AUSTRALIA, pp. 495 - 508, presented at 20th Asia Pacific Symposium on Intelligent and Evolutionary Systems (IES), Univ New S Wales, Canberra Campus, Australian Def Force Acad, Canberra, AUSTRALIA, 01 November 2016, 10.1007/978-3-319-49049-6_36

Ali IM; Elsayed SM; Ray T; Sarker RA, 2016, 'A differential evolution algorithm for solving resource constrained project scheduling problems', in

Zaman MF; Elsayed SM; Ray T; Sarker RA, 2016, 'A double action genetic algorithm for scheduling the wind-thermal generators', in

Singh HK; Alam K; Ray T, 2016, 'Use of infeasible solutions during constrained evolutionary search: A short survey', in

Islam MM; Singh HK; Ray T, 2016, 'A nested differential evolution based algorithm for solving multi-objective bilevel optimization problems', in

Bhattacharjee KS; Singh HK; Ray T, 2016, 'A study on performance metrics to identify solutions of interest from a trade-off set', in

Huynh QN; Singh HK; Ray T, 2016, 'A semantics based symbolic regression framework for mining explicit and implicit equations from data', in *GECCO 2016 Companion - Proceedings of the 2016 Genetic and Evolutionary Computation Conference*, pp. 103 - 104, presented at , 10.1145/2908961.2908989

Asafuddoula M; Singh HK; Ray T, 2016, 'A CUDA implementation of an improved decomposition based evolutionary algorithm for multi-objective optimization', in *GECCO 2016 Companion - Proceedings of the 2016 Genetic and Evolutionary Computation Conference*, pp. 71 - 72, presented at , 10.1145/2908961.2908971

Lu K; Branke J; Ray T, 2016, 'Improving efficiency of Bi-level worst case optimization', in

Chand S; Singh HK; Ray T, 2016, 'Finding robust solutions for resource constrained project scheduling problems involving uncertainties', in *2016 IEEE Congress on Evolutionary Computation, CEC 2016*, pp. 225 - 232, presented at , 10.1109/CEC.2016.7743799

Islam MM; Singh HK; Ray T, 2016, 'A memetic algorithm for solving bilevel optimization problems with multiple followers', in *2016 IEEE Congress on Evolutionary Computation, CEC 2016*, pp. 1901 - 1908, presented at , 10.1109/CEC.2016.7744020

Huynh QN; Singh HK; Ray T, 2016, 'Optimum redesign of scale-free networks with robustness and cost considerations', in *2016 IEEE Congress on Evolutionary Computation, CEC 2016*, pp. 529 - 536, presented at , 10.1109/CEC.2016.7743839

Bhattacharjee KS; Singh HK; Ray T; Branke J, 2016, 'Multiple surrogate assisted multiobjective optimization using improved pre-selection', in *2016 IEEE Congress on Evolutionary Computation, CEC 2016*, pp. 4328 - 4335, presented at , 10.1109/CEC.2016.7744340

Habib A; Singh HK; Ray T, 2016, 'A multi-objective batch infill strategy for efficient global optimization', in *2016 IEEE Congress on Evolutionary Computation, CEC 2016*, pp. 4336 - 4343, presented at , 10.1109/CEC.2016.7744341

Zaman MF; Elsayed SM; Ray T; Sarker RA, 2016, 'A co-evolutionary approach for optimal bidding strategy of multiple electricity suppliers', in *2016 IEEE Congress on Evolutionary Computation, CEC 2016*, pp. 3507 - 3514, presented at , 10.1109/CEC.2016.7744234

Singh H; Asafuddoula M; Alam K; Ray T, 2015, 'Re-design for robustness: An approach based on many objective optimization', in

Tajbakhsh SE; Ray T; Reed MC; Liu Y, 2015, 'Joint power control and resource scheduling in wireless heterogeneous networks', in *2015 22nd International Conference on Telecommunications, ICT 2015*, pp. 180 - 184, presented at , 10.1109/ICT.2015.7124679

Kirsanov A; Anavatti S; Ray T, (eds.), 2015, 'Hybrid path planning algorithm in two-dimensional and three-dimensional spaces', in *Hybrid path planning algorithm in two-dimensional and three-dimensional spaces*, 2015 6th International Conference on Automation, Robotics and Applications, Queenstown, New Zealand, presented at 2015 6th International Conference on Automation, Robotics and Applications, Queenstown, New Zealand, 17 February - 19 September 2015, http://icara.massey.ac.nz/

Kirsanov A; Anavatti S; Ray T, (eds.), 2015, 'Smart vehicle design for underwater applications with low hydro-acoustics noise', in *Smart vehicle design for underwater applications with low hydro-acoustics noise*, 2015 6th International Conference on Automation, Robotics and Applications, Queenstown, New Zealand, presented at 2015 6th International Conference on Automation, Robotics and Applications, Queenstown, New Zealand, 17 - 19 February 2015, http://icara.massey.ac.nz/

Kirsanov A; Anavatti S; Ray T, (eds.), 2015, 'Procedural Voxel Algorithm for Real-time Simulation', in *Procedural Voxel Algorithm for Real-time Simulation*, SimTecT 2015, Adelaide, SA, Australia, presented at SimTecT 2015, Adelaide, SA, Australia, 17 - 21 August 2015

Derevyanko; anavatti S; ray R, 2015, 'Intelligent underwater vehicle with multirole capabilities', in *Proceedings of the 6th International Conference on Automation, Robotics and Applications,*, sreenatha anavatti, Queenstown, New Zealand, presented at sreenatha anavatti, Queenstown, New Zealand, 17 - 19 February 2015, http://icara.massey.ac.nz/

Tajbakhsh SE; Ray T; Reed MC, 2015, 'An evolutionary approach to resource allocation in wireless small cell networks', in *Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST*, pp. 718 - 724, presented at , 10.1007/978-3-319-24540-9_59

Bhattacharjee KS; Ray T, 2015, 'A Novel Constraint Handling Strategy for Expensive Optimization Problems', in *A Novel Constraint Handling Strategy for Expensive Optimization Problems*, 11th World Congress on Structural and Multidisciplinary Optimization, Sydney, presented at 11th World Congress on Structural and Multidisciplinary Optimization, Sydney, 07 - 12 June 2015, http://web.aeromech.usyd.edu.au//WCSMO2015/papers/1041_paper.pdf

Ali IM; Elsayed SM; Ray T; Sarker RA, 2015, 'Memetic algorithm for solving resource constrained project scheduling problems', in *2015 IEEE Congress on Evolutionary Computation, CEC 2015 - Proceedings*, pp. 2761 - 2767, presented at , 10.1109/CEC.2015.7257231

Wang B; Singh HK; Ray T, 2015, 'A multi-objective genetic programming approach to uncover explicit and implicit equations from data', in *2015 IEEE Congress on Evolutionary Computation, CEC 2015 - Proceedings*, pp. 1129 - 1136, presented at , 10.1109/CEC.2015.7257016

Zaman MF; Elsayed SM; Ray T; Sarker RA, 2015, 'An evolutionary approach for scheduling solar-thermal power generation system', in *Proceedings - CIE 45: 2015 International Conference on Computers and Industrial Engineering*, presented at

Asafuddoula M; Ray T; Singh HK, 2015, 'Characterizing pareto front approximations in many-objective optimization', in *GECCO 2015 - Proceedings of the 2015 Genetic and Evolutionary Computation Conference*, pp. 607 - 614, presented at , 10.1145/2739480.2754701

Islam MM; Singh HK; Ray T, 2015, 'A Memetic Algorithm for solving single objective bilevel optimization problems', in *2015 IEEE Congress on Evolutionary Computation, CEC 2015 - Proceedings*, pp. 1643 - 1650, presented at , 10.1109/CEC.2015.7257084

Asafuddoula M; Ray T; Isaacs A; Singh HK, 2015, 'Performance of a steady state quantum genetic algorithm for multi/many-objective engineering optimization problems', in *2015 IEEE Congress on Evolutionary Computation, CEC 2015 - Proceedings*, pp. 893 - 899, presented at , 10.1109/CEC.2015.7256985

Bhattacharjee KS; Ray T, 2015, 'Selective evaluation in multiobjective optimization: A less explored avenue', in *2015 IEEE Congress on Evolutionary Computation, CEC 2015 - Proceedings*, pp. 1893 - 1900, presented at , 10.1109/CEC.2015.7257117

Singh HK; Ray T, 2015, 'Many-objective optimization in engineering design: case studies using a decomposition based evolutionary algorithm', in *Proceedings of the 11 th World Congress of Structural and Multidisciplinary Optimization (WCSMO - 11)*, World Congress on Structural and Multidisciplinary Optimization (WCSMO), Sydney, Australia, pp. 106 - 111, presented at World Congress on Structural and Multidisciplinary Optimization (WCSMO), Sydney, Australia, 07 - 12 June 2015, http://web.aeromech.usyd.edu.au/WCSMO2015/978-0-646-94394-7.html

Elsayed SM; Ray T; Sarker RA, 2014, 'A surrogate-assisted differential evolution algorithm with dynamic parameters selection for solving expensive optimization problems', in *Proceedings of the 2014 IEEE Congress on Evolutionary Computation, CEC 2014*, pp. 1062 - 1068, presented at , 10.1109/CEC.2014.6900351

Liu M; Singh HK; Ray T, 2014, 'A benchmark generator for dynamic capacitated arc routing problems', in *Proceedings of the 2014 IEEE Congress on Evolutionary Computation, CEC 2014*, pp. 579 - 586, presented at , 10.1109/CEC.2014.6900232

Liu M; Singh HK; Ray T, 2014, 'A memetic algorithm with a new split scheme for solving dynamic capacitated arc routing problems', in *Proceedings of the 2014 IEEE Congress on Evolutionary Computation, CEC 2014*, pp. 595 - 602, presented at , 10.1109/CEC.2014.6900358

Alam K; Ray T; Anavatti SG, 2014, 'Practical application of an evolutionary algorithm for the design and construction of a six-inch submarine', in *Proceedings of the 2014 IEEE Congress on Evolutionary Computation, CEC 2014*, pp. 2825 - 2832, presented at , 10.1109/CEC.2014.6900264

Singh HK; Isaacs A; Ray T, 2014, 'A hybrid surrogate based algorithm (HSBA) to solve computationally expensive optimization problems', in *Proceedings of the 2014 IEEE Congress on Evolutionary Computation, CEC 2014*, pp. 1069 - 1075, presented at , 10.1109/CEC.2014.6900395

Singh HK; Asafuddoula M; Ray T, 2014, 'Solving problems with a mix of hard and soft constraints using modified infeasibility driven evolutionary algorithm (IDEA-M)', in *Proceedings of the 2014 IEEE Congress on Evolutionary Computation, CEC 2014*, Institute of Electrical and Electronics Engineers Inc., Beijing, China, pp. 983 - 990, presented at IEEE Congress on Evolutionary Computation, CEC 2014, Beijing, China, 06 - 11 July 2014, 10.1109/CEC.2014.6900239

Zaman F; Sarker RA; Ray T, 2014, 'Solving an economic and environmental dispatch problem using evolutionary algorithm', in *IEEE International Conference on Industrial Engineering and Engineering Management*, pp. 1367 - 1371, presented at , 10.1109/IEEM.2014.7058862

Leylek Z; Neely A; Ray T, 2014, 'Global surrogate modelling of gas turbine aerodynamic performance', in *Proceedings of the 19th Australasian Fluid Mechanics Conference, AFMC 2014*, presented at

Zhang Z; Shankar K; Ray T; Tahtali M, 2013, 'Delamination Monitoring of Composite Plates using Vibration-based Surrogate Assisted Optimisation', in *Proceedings 8th DSTO International Conference on Health & Usage Monitoring Systems (HUMS2013)*, 8th DSTO International Conference on Health & Usage Monitoring Systems (HUMS2013), Melbourne, presented at 8th DSTO International Conference on Health & Usage Monitoring Systems (HUMS2013), Melbourne, 26 - 28 February 2013

Elsayed SM; Sarker RA; Ray T, 2013, 'Differential evolution with automatic parameter configuration for solving the CEC2013 competition on Real-Parameter Optimization', in *2013 IEEE Congress on Evolutionary Computation, CEC 2013*, pp. 1932 - 1937, presented at , 10.1109/CEC.2013.6557795

Ray T; Asafuddoula M; Isaacs A, 2013, 'A steady state decomposition based quantum genetic algorithm for many objective optimization', in *2013 IEEE Congress on Evolutionary Computation, CEC 2013*, pp. 2817 - 2824, presented at , 10.1109/CEC.2013.6557911

Asafuddoula M; Ray T; Sarker R, 2013, 'An Efficient Constraint Handling Approach for Optimization Problems with Limited Feasibility and Computationally Expensive Constraint Evaluations', in *Proceeding of the fifteenth annual conference companion on Genetic and evolutionary computation conference companion*, ACM, Amsterdam, The Netherlands, pp. 113 - 114, presented at Genetic and evolutionary computation conference, Amsterdam, The Netherlands, 06 - 10 July 2013, 10.1145/2470000/2464633/p113-asafuddoula.pdf?ip=129.94.181.204&id=2464633&acc=ACTIVE%20SERVICE&key=C2716FEBFA981EF141F8CF9C574B96982649914059E4E6A4&CFID=352091078&CFTOKEN=16779145&__acm__=1375766263_238cc55914e06e8d5159b66b24ae91c1

Asafuddoula M; Ray T; Sarker R, 2013, 'Evaluate till you violate: A differential evolution algorithm based on partial evaluation of the constraint set', in *Proceedings of the 2013 IEEE Symposium on Differential Evolution, SDE 2013 - 2013 IEEE Symposium Series on Computational Intelligence, SSCI 2013*, pp. 31 - 37, presented at , 10.1109/SDE.2013.6601439

Kirsanov A; Anavatti SG; Ray T, 2013, '3D tools for the Robust Design Optimization of an Autonomous Underwater Vehicle', in *Proceedings of the 2013 International Conference on Advances in Computing, Communications and Informatics, ICACCI 2013*, pp. 1730 - 1737, presented at , 10.1109/ICACCI.2013.6637442

Li C; Anavatti SG; Ray T, 2013, 'Application of a non-cooperative game theory based traffic assignment', in *Proceedings of the 2013 International Conference on Advances in Computing, Communications and Informatics, ICACCI 2013*, pp. 1124 - 1128, presented at , 10.1109/ICACCI.2013.6637335

Li C; Anavatti SG; Ray T, 2013, 'A game theory based traffic assignment using queueing networks', in *2013 13th International Conference on ITS Telecommunications, ITST 2013*, pp. 210 - 215, presented at , 10.1109/ITST.2013.6685547

Asafuddoula M; Ray T; Sarker R, 2013, 'An efficient constraint handling approach for optimization problems with limited feasibility and computationally expensive constraint evaluations', in *GECCO 2013 - Proceedings of the 2013 Genetic and Evolutionary Computation Conference Companion*, pp. 113 - 114, presented at , 06 - 10 July 2013, 10.1145/2464576.2464633

Li C; Sreenatha AG; Ray T, 2012, 'An AHP-Fuzzy approach for incorporation of driver’s requirement in route guidance system', in *Proceedings of Advances in Control and Optimization of Dynamical Systems, ACODS-2012*, ACODS-2012, Bangalore, India, pp. 1 - 5, presented at 2nd International Conference of Advances in Control and Optimization of Dynamical Systems, ACODS 2012, Bangalore, India, 16 - 18 February 2012

Mohamad ayob A; Ray T; Smith WF, 2012, 'The Quest for Optimum High Speed Planing Craft Design', in *Pacific 2012 International Maritime Conference*, Pacific 2012 International Maritime Conference, Sydney, pp. 507 - 516, presented at Pacific IMC 2012, Sydney, 31 January - 02 February 2012

Alam; Ray T; Sreenatha AG, 2012, 'A Study on the Drag Estimation of an AUV Based on Numerical Methods', in *Proceedings of Advances in Control and Optimization of Dynamical Systems, ACODS-2012*, ACODS-2012, Bangalore, India, pp. 1 - 6, presented at 2nd International Conference of Advances in Control and Optimization of Dynamical Systems, ACODS 2012, Bangalore, India, 16 - 18 February 2012, http://acods.org/index.html

Li C; Sreenatha AG; Ray T, 2012, 'Implementing analytical hierarchy process using fuzzy inference technique in route guidance system', in *The 2012 International Conference on Artificial Intelligence ICAI'12*, ICAI'12, Las Vegas, USA, pp. 1 - 5, presented at The 2012 International Conference on Artificial Intelligence, Las Vegas, USA, 16 - 19 July 2012

Ihesiulor OK; Shankar K; Zhang Z; Ray T, 2012, 'Delamination detection using methods of computational intelligence', in *AIP Conference Proceedings*, pp. 303 - 310, presented at , 10.1063/1.4769006

Ihesiulor OK; Shankar K; Zhang Z; Ray T, 2012, 'Effectiveness of artificial neural networks and surrogate-assisted optimization techniques in delamination detection for structural health monitoring', in *Proceedings of the IASTED International Conference on Modelling and Simulation*, pp. 198 - 203, presented at , 10.2316/P.2012.783-042

Liu M; Ray T, 2012, 'A memetic algorithm with random key crossover and modified neighborhood search for the solution of capacitated arc routing problems', in *Proceedings - 2012 6th International Conference on Genetic and Evolutionary Computing, ICGEC 2012*, pp. 433 - 436, presented at , 10.1109/ICGEC.2012.21

Li C; Anavatti SG; Ray T, 2012, 'Adaptive route guidance system with real-time traffic information', in *IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC*, pp. 367 - 372, presented at , 10.1109/ITSC.2012.6338729

Khan MS; Ray T, 2012, 'A memetic algorithm for efficient solution of 2D and 3D shape matching problems', in

Khan MS; Ray T, 2012, 'Shape representation and a morphing scheme to support flapping wing research', in *ICPRAM 2012 - Proceedings of the 1st International Conference on Pattern Recognition Applications and Methods*, pp. 494 - 499, presented at

Saha A; Ray T; Ogawa H; Boyce R, 2012, 'Robust design optimization of high-performance axisymmetric scramjets based on surrogate-assisted evolutionary algorithms', in *28th Congress of the International Council of the Aeronautical Sciences 2012, ICAS 2012*, pp. 2534 - 2544, presented at

Saha A; Ray T, 2012, 'Equality constrained multi-objective optimization', in *2012 IEEE Congress on Evolutionary Computation, CEC 2012*, presented at , 10.1109/CEC.2012.6256109

Saha A; Ray T, 2012, 'A repair mechanism for active inequality constraint handling', in *2012 IEEE Congress on Evolutionary Computation, CEC 2012*, presented at , 10.1109/CEC.2012.6256498

Asafuddoula M; Ray T; Sarker R, 2012, 'A differential evolution algorithm with constraint sequencing', in *Proceedings - 2012 3rd Global Congress on Intelligent Systems, GCIS 2012*, pp. 68 - 71, presented at , 10.1109/GCIS.2012.95

Asafuddoula M; Ray T; Sarker R; Alam K, 2012, 'An adaptive constraint handling approach embedded MOEA/D', in *2012 IEEE Congress on Evolutionary Computation, CEC 2012*, presented at , 10.1109/CEC.2012.6252868

Elsayed SM; Sarker RA; Ray T, 2012, 'Parameters adaptation in differential evolution', in *2012 IEEE Congress on Evolutionary Computation, CEC 2012*, presented at , 10.1109/CEC.2012.6252931

Hassanein O; Anavatti SG; Ray T, 2012, 'Improved Fuzzy neural modeling based on differential evolution for underwater vehicles', in *Proceedings of the 2012 International Conference on Artificial Intelligence, ICAI 2012*, pp. 984 - 990, presented at

Ayob AF; Wan Nik WB; Ray T; Smith WF, 2012, 'Hull surface information retrieval and optimization of high speed planing craft', in *IOP Conference Series: Materials Science and Engineering*, presented at , 10.1088/1757-899X/36/1/012034

Mohamad Ayob AF; Ray T; Smith WF, 2012, 'The quest for optimum high speed planing craft design', in *RINA, Royal Institution of Naval Architects - International Maritime Conference 2012, Pacific 2012*, pp. 507 - 516, presented at

Hassanein O; Salman SA; Anavatti SG; Ray T, 2012, 'ANFN controller based on differential evolution for Autonomous Underwater Vehicles', in *Proceedings of the 2012 1st International Conference on Innovative Engineering Systems, ICIES 2012*, pp. 184 - 189, presented at , 10.1109/ICIES.2012.6530867

Zhang Z; Ihesiulor OK; Shankar K; Ray T, 2012, 'Comparison of inverse algorithms for delamination detection in composite laminates', in *ASME 2012 Conference on Smart Materials, Adaptive Structures and Intelligent Systems, SMASIS 2012*, pp. 577 - 585, presented at , 10.1115/SMASIS2012-7904

Smith WF; Ayob AFM; Ray T, 2012, 'The design of high speed planing craft using an optimization framework', in *ASME International Mechanical Engineering Congress and Exposition, Proceedings (IMECE)*, pp. 11 - 20, presented at , 10.1115/IMECE2012-85844

Alam; Singh HK; Isaacs A; Ray T; Sreenatha AG, 2011, 'Design optimization of a model submarine: A reverse engineering approach', in *CD-ROM conference proceedings*, International Conference on Evolutionary and Deterministic Methods for Design, Optimization and Control with Applications to Industrial and Social Problems, EUROGEN 2011, Capua, Italy, pp. 200 - 212, presented at International Conference on Evolutionary and Deterministic Methods for Design, Optimization and Control with Applications to Industrial and Social Problems, EUROGEN 2011, Capua, Italy, 14 - 16 September 2011

Gover N; Hill C; Alam; Ray T; Sreenatha AG, 2011, 'Design and Development of a small, low cost unmanned underwater vehicle for shallow water operations', in *Proceedings of the Submarine Institute of Australia-Technology Conference 2011*, SIA, Adelaide, SA, pp. 265 - 272, presented at Submarine Institute of Australia-Technology Conference 2011, Adelaide, SA, 08 - 10 November 2011

Li C; Sreenatha AG; Ray T, 2011, 'Short-Term Traffic flow Prediction Using Different Techniques', in *IEEE*, Proceedings of the 37th Annual Conference of the IEEE Industrial Electronics Society, Melbourne, VIC., Australia, pp. 2348 - 2353, presented at 37th Annual Conference of the IEEE Industrial Electronics Society, IECON 2011, Melbourne, VIC., Australia, 07 - 10 November 2011

Hassan O; Sreenatha AG; Ray T, 2011, 'Genetic Fuzzy Controller for Robot Manipulator Position Control based upon Inverse Dynamics', in *2011 IEEE Congress of Evolutionary Computation, CEC 2011*, IEEE Computer Society, New Orleans, USA, presented at 2011 IEEE Congress on Evolutionary Computation, New Orleans, USA, 05 - 08 June 2011

Liu MM; Ray T, 2011, 'A Memetic Algorithm with a Novel Split Approach for Efficient Solution of Modified Capacitated Arc Routing Problems', in *International conference on Operations Research*, Springer, Zurich, Switzerland, pp. 128 - 134, presented at International conference on Operations Research, Zurich, Switzerland, 30 August - 02 September 2011, http://www.springer.com/business+%26+management/operations+research/book/978-3-642-29209-5

Saha A; Ray T; Ogawa H; Boyce R, 2011, 'Learning from Evolutionary-Algorithm Based Design Optimization of Axisymmetric Scramjet Inlets', in *Proceedings of the Australian Space Science Congress*, ASSC, Canberra, Australia, presented at Australian Space Science Congress, Canberra, Australia, 01 September 2011

Fearnley J; Ray T, 2011, 'Design and Development of a Six Inch Sub', in *Proceedings of the Submarine Institute of Australia-Technology Conference 2011*, SIA, Adelaide, SA, pp. 273 - 280, presented at Submarine Institute of Australia-Technology Conference 2011, Adelaide, SA, 08 - 10 November 2011

Ogawa H; Brown L; Boyce R; Ray T, 2011, 'Multi-objective design optimisation of axisymmetric scramjet nozzle and external components considering static stability by using surrogate-assisted evolutionary algorithms', in *20th ISABE conference 2011 proceedings*, AIAA Electronic library, Gothenburg, Sweden, pp. 1 - 14, presented at 20th International Symposium on Air Breathing Engines (ISABE 2011), Gothenburg, Sweden, 12 - 16 September 2011

Khan MS; Ayob AFM; Isaacs A; Ray T, 2011, 'A novel evolutionary approach for 2D shape matching based on B-spline modeling', in *2011 IEEE Congress of Evolutionary Computation, CEC 2011*, pp. 655 - 661, presented at , 10.1109/CEC.2011.5949681

Saha A; Ray T, 2011, 'How does the good old Genetic Algorithm fare at real world optimization?', in *2011 IEEE Congress of Evolutionary Computation, CEC 2011*, pp. 1049 - 1056, presented at , 10.1109/CEC.2011.5949733

Saha A; Ray T; Smith W, 2011, 'Towards practical evolutionary robust multi-objective optimization', in *2011 IEEE Congress of Evolutionary Computation, CEC 2011*, pp. 2123 - 2130, presented at , 10.1109/CEC.2011.5949877

Singh HK; Ray T, 2011, 'Performance of a hybrid EA-DE-memetic algorithm on CEC 2011 real world optimization problems', in *2011 IEEE Congress of Evolutionary Computation, CEC 2011*, pp. 1322 - 1326, presented at , 10.1109/CEC.2011.5949769

Asafuddoula M; Ray T; Sarker R, 2011, 'An adaptive differential evolution algorithm and its performance on real world optimization problems', in *2011 IEEE Congress of Evolutionary Computation, CEC 2011*, pp. 1057 - 1062, presented at , 10.1109/CEC.2011.5949734

Hassanein O; Anavatti SG; Ray T, 2011, 'Fuzzy modeling and control for autonomous underwater vehicle', in *ICARA 2011 - Proceedings of the 5th International Conference on Automation, Robotics and Applications*, pp. 169 - 174, presented at , 10.1109/ICARA.2011.6144876

Alam K; Ray T; Anavatti SG, 2011, 'Design of a toy submarine using underwater vehicle design optimization framework', in *IEEE SSCI 2011: Symposium Series on Computational Intelligence - CIVTS 2011: 2011 IEEE Symposium on Computational Intelligence in Vehicles and Transportation Systems*, pp. 23 - 29, presented at , 10.1109/CIVTS.2011.5949527

Ayob AFM; Ray T; Smith WF, 2011, 'Scenario-based hydrodynamic design optimization of high speed planing craft for coastal surveillance', in *2011 IEEE Congress of Evolutionary Computation, CEC 2011*, pp. 354 - 361, presented at , 10.1109/CEC.2011.5949640

boyce R; Brown M; ogawa H; Ray T, 2011, 'Design Optimisation of Axisymmetric Scramjets Considering Full Flow Path and Inlet Fuel Injection Parameters Using Hierarchical Surrogate Assisted Evolutionary Algorithms', in *Design Optimisation of Axisymmetric Scramjets Considering Full Flow Path and Inlet Fuel Injection Parameters Using Hierarchical Surrogate Assisted Evolutionary Algorithms*, ISBN: 978-1-61839-180-3 XX International Symposium on Air Breathing Engines 2011 (ISABE 2011), Gothenburg, Sweden, presented at ISBN: 978-1-61839-180-3 XX International Symposium on Air Breathing Engines 2011 (ISABE 2011), Gothenburg, Sweden, 12 - 16 September 2011

Mohamad ayob A; Ray T; Smith WF, (ed.), 2010, 'A Framework for Scenario-Based Hydrodynamic Design Optimization of Hard Chine Planing Craft', in *Proceedings of 9th International Conference on Computer and IT Applications in the Maritime Industries*, Technische Universität Hamburg-Harburg, Gubbio, Italy, pp. 7 - 19, presented at 9th International Conference on Computer and IT Applications in the Maritime Industries, Gubbio, Italy, 12 - 14 April 2010, http://www.ssi.tu-harburg.de/doc/webseiten_dokumente/compit/dokumente/compit2010_gubbio.pdf

Hassanein O; Sreenatha AG; Ray T, 2010, 'Genetic PD Control for Two-Link Manipulator Using Inverse Dynamics', in *Proceedings of International Conference on Intelligent Unmanned Systems (ICIUS) 2010*, International Conference on Intelligent Unmanned Systems, Bali, Indonesia, presented at International Conference on Intelligent Unmanned Systems, Bali, Indonesia, 03 - 05 November 2010

Singh HK; Ray T; Smith W, 2010, 'Performance of Infeasibility Empowered Memetic Algorithm (IEMA) on engineering design problems', in

Singh HK; Ray T; Smith W, 2010, 'Performance of infeasibility empowered memetic algorithm for CEC 2010 constrained optimization problems', in *2010 IEEE World Congress on Computational Intelligence, WCCI 2010 - 2010 IEEE Congress on Evolutionary Computation, CEC 2010*, presented at , 10.1109/CEC.2010.5585946

Singh HK; Ray T; Smith W, 2010, 'Surrogate assisted Simulated Annealing (SASA) for constrained multi-objective optimization', in *2010 IEEE World Congress on Computational Intelligence, WCCI 2010 - 2010 IEEE Congress on Evolutionary Computation, CEC 2010*, presented at , 10.1109/CEC.2010.5586124

Mohamad Ayob AF; Ray T; Smith WF, 2010, 'Hydrodynamic design optimization of a hard chine planing craft for coastal surveillance', in *International Maritime Conference 2010, Pacific 2010*, pp. 73 - 82, presented at

Ogawa H; Boyce RR; Isaacs A; Ray T, 2009, 'Multi-objective design optimisation of inlet and combustor for axisymmetric scramjets', in *Proceedings of Australian Combustion Symposium*, Australian Combustion Symposium, Brisbane, QLD, presented at Australian Combustion Symposium, Brisbane, QLD, 02 - 04 December 2009, http://espace.library.uq.edu.au/view/UQ:200385

Ogawa H; Alazet Y; Boyce RR; Isaacs A; Ray T, 2009, 'Design optimisation of axisymmetric scramjets for access-to-space', in *Proceedings of 9th Australian Space Science Conference*, 9th Australian Space Science Conference, Sydney, presented at 9th Australian Space Science Conference, Sydney, 28 - 30 September 2009, http://www.nssa.com.au/9assc/downloads/9ASSC_Program_27sept09.pdf

Ashraf MA; Isaacs A; Young J; Lai JC; Ray T, 2009, 'Numerical Simulation and Multi-Objective Design of Flow Over Oscillating Airfoil for Power Extraction', in *Proceedings of CMFF 2009*, Conference on Modelling Fluid Flow (CMFF 09), 14th International Conference on Fluid Flow Technologies, Budapest, Hungary, presented at Conference on Modelling Fluid Flow (CMFF 09), 14th International Conference on Fluid Flow Technologies, Budapest, Hungary, 09 - 12 September 2009

Singh HK; Isaacs A; Nguyen TT; Ray T; Yao X, 2009, 'Performance of infeasibility driven evolutionary algorithm (IDEA) on constrained dynamic single objective optimization problems', in *2009 IEEE Congress on Evolutionary Computation, CEC 2009*, pp. 3127 - 3134, presented at , 10.1109/CEC.2009.4983339

Ray T; Yao X, 2009, 'A cooperative coevolutionary algorithm with correlation based adaptive variable partitioning', in *2009 IEEE Congress on Evolutionary Computation, CEC 2009*, pp. 983 - 989, presented at , 10.1109/CEC.2009.4983052

Singh HK; Isaacs A; Ray T; Smith W, 2009, 'An improved secondary ranking for many objective optimization problems', in *Proceedings of the 11th Annual Genetic and Evolutionary Computation Conference, GECCO-2009*, pp. 1837 - 1838, presented at , 10.1145/1569901.1570190

Mohamad Ayob AF; Ray T; Smith WF, 2009, 'An optimization framework for the design of planing craft', in *RINA, Royal Institution of Naval Architects - International Conference on Computer Applications in Shipbuilding 2009, ICCAS*, pp. 1028 - 1057, presented at

Isaacs A; Ray T; Smith W, 2009, 'Memetic algorithm for dynamic bi-objective optimization problems', in *2009 IEEE Congress on Evolutionary Computation, CEC 2009*, pp. 1707 - 1713, presented at , 10.1109/CEC.2009.4983147

Saxena DK; Ray T; Deb K; Tiwari A, 2009, 'Constrained Many-objective Optimization: A way forward', in *2009 IEEE Congress on Evolutionary Computation, CEC 2009*, pp. 545 - 552, presented at , 10.1109/CEC.2009.4982993

Singh HK; Isaacs A; Ray T; Smith W, 2008, 'A study on the performance of substitute distance based approaches for evolutionary many objective optimization', in

Singh HK; Isaacs A; Ray T; Smith W, 2008, 'Infeasibility Driven Evolutionary Algorithm (IDEA) for engineering design optimization', in

Singh H; Isaacs A; Ray T; Smith W, 2008, 'A simulated annealing algorithm for single objective trans-dimensional optimization problems', in *Proceedings - 8th International Conference on Hybrid Intelligent Systems, HIS 2008*, pp. 19 - 24, presented at , 10.1109/HIS.2008.45

Sidek ARM; Prusty BG; Ray T, 2008, 'Determination of ship grounding and accident scenarios of a geographical area using risk analysis', in *Royal Institution of Naval Architects - International Maritime Conference, Pacific 2008*, pp. 249 - 258, presented at

Ray T; Smith W, 2008, 'Robust ship designs - Balancing uncertainty - Impacts of future trends', in *Royal Institution of Naval Architects - International Maritime Conference, Pacific 2008*, pp. 265 - 274, presented at

Smith W; Ray T, 2008, 'Preliminary frigate design using a multi-objective evolutionary algorithm', in *Royal Institution of Naval Architects - International Maritime Conference, Pacific 2008*, pp. 223 - 232, presented at

Isaacs A; Ray T; Smith W, 2008, 'An efficient hybrid algorithm for optimization of discrete structures', in

Isaacs A; Puttige V; Ray T; Smith W; Anavatti S, 2008, 'Development of a memetic algorithm for dynamic multi-objective optimization and its applications for online neural network modeling of UAVs', in *Proceedings of the International Joint Conference on Neural Networks*, pp. 548 - 554, presented at , 10.1109/IJCNN.2008.4633847

Isaacs A; Ray T; Smith W, 2008, 'Blessings of maintaining infeasible solutions for constrained multi-objective optimization problems', in *2008 IEEE Congress on Evolutionary Computation, CEC 2008*, pp. 2780 - 2787, presented at , 10.1109/CEC.2008.4631171

Singh HK; Isaacs A; Ray T; Smith W, 2008, 'A simulated annealing algorithm for constrained Multi-Objective Optimization', in *2008 IEEE Congress on Evolutionary Computation, CEC 2008*, pp. 1655 - 1662, presented at , 10.1109/CEC.2008.4631013

Sarker R; Ray T; Da Fonseca JB, 2007, 'An evolutionary algorithm for machine layout and job assignment problems', in *2007 IEEE Congress on Evolutionary Computation, CEC 2007*, pp. 3991 - 3997, presented at , 10.1109/CEC.2007.4424991

Isaacs A; Ray T; Smith W, 2007, 'A hybrid evolutionary algorithm with simplex local search', in *2007 IEEE Congress on Evolutionary Computation, CEC 2007*, pp. 1701 - 1708, presented at , 10.1109/CEC.2007.4424678

Sanders G; Ray T, 2007, 'Optimal offline path planning of a fixed wing unmanned aerial vehicle (UAV) using an evolutionary algorithm', in *2007 IEEE Congress on Evolutionary Computation, CEC 2007*, pp. 4410 - 4416, presented at , 10.1109/CEC.2007.4425048

Isaacs A; Ray T; Smith W, 2007, 'Novel evolutionary algorithm with set representation scheme for truss design', in *2007 IEEE Congress on Evolutionary Computation, CEC 2007*, pp. 3902 - 3908, presented at , 10.1109/CEC.2007.4424979

Isaacs A; Ray T; Smith W, 2007, 'An evolutionary algorithm with spatially distributed surrogates for multiobjective optimization', in

Puttige V; Anavatti S; Ray T, 2007, 'Comparative analysis of multiple neural networks for online identification of a UAV', in

Briggs GP; Ray T; Milthorpe JF, 2007, 'Evolutionary algorithm use in optimisation of a launch vehicle stack model', in *Collection of Technical Papers - 45th AIAA Aerospace Sciences Meeting*, pp. 4504 - 4513, presented at

Sarker R; Kara S; Freeman G; Kayis AB; Ray T; Abbass HA, 2006, 'A Multi-Agent Approach for Analysing Material Flow in a Manufacturing Supply Chain', in *Proceedings of the 2nd International Intelligent Logistics Systems Conference*, 2nd International Intelligent Logistics Systems Conference 2006, Brisbane, Qld, presented at 2nd International Intelligent Logistics Systems Conference 2006, Brisbane, Qld, 22 - 23 February 2006, http://www.asor.asn.au/iils2006/pdf/iils2006_20.pdf

Briggs GP; Ray T; Milthorpe JF, 2006, 'Optimisation of a Launch Vehicle Stack Model Using an Evolutionary Algorithm', in *SETE 2006 Conference*, SETE 2006 Conference, Melbourne, presented at SETE 2006 Conference, Melbourne, 25 - 27 September 2006

Narayan Ramanath D; Ray T; Boyce RR, 2006, 'Nose Cone Design Optimization for a Hypersonic Flight Experimental Trajectory', in *14th AIAA/AHI International Spaceplanes and Hypersonic Systems and Technologies Conference*, 14th AISS/AHI space planes and hypersonic systems and technologies conference, Canberra, presented at 14th AISS/AHI space planes and hypersonic systems and technologies conference, Canberra, 06 - 09 November 2006, http://pdf.aiaa.org/preview/CDReadyMHYP06_1276/PV2006_7998.pdf

Brown M; Mudford NR; Neely AJ; Ray T, 2006, 'Robust design optimization of two-dimensional scramjet inlets', in *A Collection of Technical Papers - 14th AIAA/AHI International Space Planes and Hypersonic Systems and Technologies Conference*, pp. 2347 - 2363, presented at

Ray T; Sarker R, 2006, 'Multiobjective evolutionary approach to the solution of gas lift optimization problems', in *2006 IEEE Congress on Evolutionary Computation, CEC 2006*, pp. 3182 - 3188, presented at

Deepak NR; Ray T; Boyce R, 2006, 'Nose cone design optimization for a hypersonic flight experimental trajectory', in *A Collection of Technical Papers - 14th AIAA/AHI International Space Planes and Hypersonic Systems and Technologies Conference*, pp. 870 - 886, presented at

Ray T; Smith W, 2006, 'Surrogate assisted evolutionary algorithm for multiobjective optimization', in *Collection of Technical Papers - AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference*, pp. 5558 - 5565, presented at

Sarker R; Ray T, 2005, 'Simultaneous Optimisation of Multi-objective Linear and Nonlinear Problems', in *ASOR 18th National Conference of the Australian Society for Operations Research*, ASOR 18th National Conference of the Australian Society for Operations Research, Curtin University of Technology, Perth, WA, presented at ASOR 18th National Conference of the Australian Society for Operations Research, Curtin University of Technology, Perth, WA, 26 - 28 September 2005, http://www.asor.org.au/publication/files/dec2005/ASOR-report.pdf

Ray T; Won K, 2005, 'A Comprehensive Framework for Multidisciplinary Design Optimization', in *2nd International Conference on Computational Intelligence, Robotics and Autonomous Systems (CIRAS 2003)*, Computational Intelligence, Robotics and Autonomous Systems, Singapore, presented at Computational Intelligence, Robotics and Autonomous Systems, Singapore, 13 - 16 December 2005, http://ciras.nus.edu.sg/ciras05.html

Chan KP; Ray T, 2005, 'An Evolutionary Algorithm to Maintain Diversity in the Parametric and the Objective Space', in *2nd International Conference on Computational Intelligence, Robotics and Autonomous Systems (CIRAS 2003)*, Computational Intelligence, Robotics and Autonomous Systems, Singapore, presented at Computational Intelligence, Robotics and Autonomous Systems, Singapore, 13 - 16 December 2005, http://ciras.nus.edu.sg/ciras05.html

Ray T; Lui Y, 2005, 'Performance of Different Surrogate Models within a Robust Optimal Design Framework', in *Proceedings of International Conference on Engineering Design*, International Conference on Engineering Design, Melbourne, presented at International Conference on Engineering Design, Melbourne, 01 August 2005

Ray T; Won K, 2005, 'An Evolutionary Algorithm for Constrained Biobjective Optimization using Radial Slots', in *9th international coonference on Knowledge-based intelligent information and engineering systems*, Springer, Melbourne, presented at 9th international coonference on Knowledge-based intelligent information and engineering systems, Melbourne, 14 - 16 September 2005, 10.1007/11554028

Sarker R; Kara S; Freeman G; Kayis B; Ray T; Abbass H, 2005, 'A multi-agent simulation study for supply chain operation', in *Proceedings - International Conference on Computational Intelligence for Modelling, Control and Automation, CIMCA 2005 and International Conference on Intelligent Agents, Web Technologies and Internet*, pp. 728 - 733, presented at

Sarker R; Ray T, 2005, 'Multiobjective evolutionary algorithms for solving constrained optimization problems', in *Proceedings - International Conference on Computational Intelligence for Modelling, Control and Automation, CIMCA 2005 and International Conference on Intelligent Agents, Web Technologies and Internet*, pp. 197 - 202, presented at

Ray T; Won KS, 2005, 'An evolutionary algorithm for constrained Bi-objective optimization using radial slots', in

Won KS; Tsai HM; Ray T; Feng L, 2005, 'Flutter simulation and prediction via identification of non-linear impulse response', in *43rd AIAA Aerospace Sciences Meeting and Exhibit - Meeting Papers*, pp. 8827 - 8843, presented at

Liu Y; Ray T, 2005, 'Performance of surrogates within a framework for robust optimal design', in *Proceedings ICED 05, the 15th International Conference on Engineering Design*, presented at

Won KS; Ray T, 2004, 'Performance of Kriging and Cokriging based surrogate models within the unified framework for surrogate assisted optimization', in *Proceedings of the 2004 Congress on Evolutionary Computation, CEC2004*, pp. 1577 - 1585, presented at

Ray T; Venkatarayalu N; Won KS; Chan KP, 2004, 'Study on the behaviour and implementation of parent centric crossover within the Generalized Generation Gap model', in *Proceedings of the 2004 Congress on Evolutionary Computation, CEC2004*, pp. 1996 - 2003, presented at

Rao CS; Ray T; Tsai HM, 2004, 'Aircraft configuration design using a multidisciplinary optimization approach', in *AIAA Paper*, pp. 5218 - 5233, presented at

Ray T; Tsai HM, 2004, 'A parallel hybrid optimization algorithm for robust airfoil design', in *AIAA Paper*, pp. 11474 - 11482, presented at

Won K; Ray T; Tai K, 2003, 'Modelling and Managing Approximate Functions within an Optimization Framework', in *Proceedings of 2nd international conference on Computational Intelligence, Robotics and Autonomous Systems*, 2nd International Conference on Computational Intelligence, Robotics and Autonomous Systems (CIRAS 2003), Singapore, presented at 2nd International Conference on Computational Intelligence, Robotics and Autonomous Systems (CIRAS 2003), Singapore, 15 - 18 December 2003, http://ciras.nus.edu.sg/ciras03.html

Ng KY; Tan CM; Ray T; Tsai HM, 2003, 'Single and multiobjective wing planform and airfoil shape optimization using a swarm algorithm', in *41st Aerospace Sciences Meeting and Exhibit*, presented at

Tan CM; Ray T; Tsai HM, 2003, 'A Comparative Study of Evolutionary Algorithm and Swarm Algorithm for Airfoil Shape Optimization Problems', in *41st Aerospace Sciences Meeting and Exhibit*, presented at

Venkatarayalu NV; Ray T, 2003, 'Single and multi-objective design of Yagi-Uda antennas using computational intelligence', in *2003 Congress on Evolutionary Computation, CEC 2003 - Proceedings*, pp. 1237 - 1242, presented at , 10.1109/CEC.2003.1299810

Won KS; Ray T; Tai K, 2003, 'A framework for optimization using approximate functions', in *2003 Congress on Evolutionary Computation, CEC 2003 - Proceedings*, pp. 1520 - 1527, presented at , 10.1109/CEC.2003.1299853

Ray T; Poan CL; Tai K, (ed.), 2002, 'A New Fitness Assignment and Parent Selection Strategy within an Evolutionary Algorithm for Constrained Optimization Problems', in *4th Asia Pacific Conference on Simulated Evolution and Learning (SEAL 2002)*, IEEE, Singapore, presented at 4th Asia Pacific Conference on Simulated Evolution and Learning (SEAL `02), Singapore, 18 - 22 November 2002

Ray T; Tsai HM; Tan CM, (ed.), 2002, 'Effects of Solver Fidelity on the Performance of a Stochastic Parallel Search for Airfoil Shape Optimization', in *9th AIAA/ISSMO Symposium and Exhibit on Multidisciplinary Analysis and Optimization*, 9th AIAA/ISSMO Symposium and Exhibit on Multidisciplinary Analysis and Optimization, Atlanta, Georgia USA, presented at 9th AIAA/ISSMO Symposium and Exhibit on Multidisciplinary Analysis and Optimization, Atlanta, Georgia USA, 01 September 2002

Ray T; Tsai HM, 2002, 'Some Issues in NURBS Representation of Airfoil Shapes for Optimization', in *Some Issues in NURBS Representation of Airfoil Shapes for Optimization*, 8th International Conference on Numerical Grid Generation in Computational Field Simulations, presented at 8th International Conference on Numerical Grid Generation in Computational Field Simulations, 01 January 2002

Ray T, 2002, 'A Behavioural Model for Single and Multi-objective Design Optimization', in *A Behavioural Model for Single and Multi-objective Design Optimization*, International Conference on Ship and Ocean Technology, India, presented at International Conference on Ship and Ocean Technology, India, 01 December 2002

Tai K; Cui GY; Ray T, 2002, 'Design synthesis of path generating compliant mechanisms by evolutionary optimization of topology and shape', in *Journal of Mechanical Design, Transactions of the ASME*, pp. 492 - 500, presented at , 10.1115/1.1480818

Ray T, 2002, 'Constrained robust optimal design using a multiobjective evolutionary algorithm', in *Proceedings of the 2002 Congress on Evolutionary Computation, CEC 2002*, pp. 419 - 424, presented at , 10.1109/CEC.2002.1006271

Ray T; Saini P, 2001, 'A Simple Illustration of Optimization using a Swarm', in *A Simple Illustration of Optimization using a Swarm*, International Conference on Computational Intelligence, Robotics and Autonomous Systems, Singapore, presented at International Conference on Computational Intelligence, Robotics and Autonomous Systems, Singapore, 01 January 2001

Liew KM; Tan H; Ray T; Tan MJ, 2001, 'Evolutionary Algorithm for Optimal Process Design in Sheet Metal Forming for Minimum Spring-back', in *Evolutionary Algorithm for Optimal Process Design in Sheet Metal Forming for Minimum Spring-back*, 6th US National Congress of Computational Mechanics, Michigan, USA, presented at 6th US National Congress of Computational Mechanics, Michigan, USA, 01 August 2001

Ray T; Liew KM, 2001, 'A swarm with an effective information sharing mechanism for unconstrained and constrained single objective optimization problems', in *Proceedings of the IEEE Conference on Evolutionary Computation, ICEC*, pp. 75 - 80, presented at

Ray T; Tai K; Seow KC, (eds.), 2000, 'An Evolutionary Algorithm for Constrained Optimization', in *Genetic and Evolutionary Computation Conference, GECCO2000*, Genetic and Evolutionary Computation Conference (GECCO 2000), Las Vegas, Nevada, USA, presented at Genetic and Evolutionary Computation Conference (GECCO 2000), Las Vegas, Nevada, USA, 10 - 12 July 2000

Ray T, 1997, 'Mathematical Modelling and Optimization of a Real life Dynamic Facility', in *Mathematical Modelling and Optimization of a Real life Dynamic Facility*, Ship and Ocean Technology Conference, Kharagpur, India, presented at Ship and Ocean Technology Conference, Kharagpur, India, 01 March 1997

Ray T, (ed.), 1997, 'Mathematical Modelling for Large Scale System Optimization', in *Joint Pacific Asian Conference on Expert Systems/ Singapore International Conference in Intelligence Systems*, Joint Pacific Asian Conference on Expert Systems/ Singapore International Conference in Intelligence Systems, Singapore, presented at Joint Pacific Asian Conference on Expert Systems/ Singapore International Conference in Intelligence Systems, Singapore, 01 January 1997

Ray T; Mallick SK, 1997, 'Decision model for optimum FPSO acquisition and management', in *Proceedings of the Annual Offshore Technology Conference*, pp. 8392, presented at

Ray T, 1996, 'A Neural Network Model for Design Applications', in *A Neural Network Model for Design Applications*, National Seminar on Aerospace Structures, Bombay, India, presented at National Seminar on Aerospace Structures, Bombay, India, 01 January 1996

Ray T; Gokarn RP; Sha OP, 1995, 'An Integrated Decision Support System for Concept Design', in *An Integrated Decision Support System for Concept Design*, International Conference on Maritime Technology, Singapore, presented at International Conference on Maritime Technology, Singapore, 01 November 1995

Ray T; Gokarn RP; Sha OP, (eds.), 1995, 'Analysis of Ship Design under Uncertainty in the Multiple Criteria Decision Making Framework', in *Practical design of ships and mobile units*, Practical design of ships and mobile units, Seoul, South Korea, presented at Practical design of ships and mobile units, Seoul, South Korea, 17 - 22 September 1995

Ray T; Gokarn RP; Sha OP, 1994, 'Selection of the Main Propulsion Plant at the Preliminary Design stage using Multiple Criteria Decision Making', in *Selection of the Main Propulsion Plant at the Preliminary Design stage using Multiple Criteria Decision Making*, International Maritime Conference, India, presented at International Maritime Conference, India, 01 November 1994

Sha OP; Ray T; Gokarn RP, 1994, 'An Artificial Neural Network model for Preliminary Ship Design', in *An Artificial Neural Network model for Preliminary Ship Design*, International Conference on Computer Applications in Shipbuilding 1994, Bremen, presented at International Conference on Computer Applications in Shipbuilding 1994, Bremen, 01 August 1994

## Reports

Ray T; Sarker R; Li X, 2016, Preface, 10.1007/978-3-319-28270-1

## Theses / Dissertations

Singh HK, 2011, Development of optimization methods to deal with current challenges in engineering design optimization, thesis