Dr Hemant Singh

Senior Lecturer
School of Engineering and Information Technology
+61 2 5114 5206

LOCATION

Room 103, Building 20,
School of Engineering and Information Technology,
The University of New South Wales,
Australian Defence Force Academy,
Canberra ACT 2610, AUSTRALIA

  • ABOUT
  • PUBLICATIONS

Dr. Hemant Kumar Singh completed his PhD from University of New South Wales (UNSW) Australia in 2011 and B.Tech in Mechanical Engineering from Indian Institute of Technology (IIT) Kanpur in 2007. Since 2013, he has worked with UNSW Australia as a Lecturer (2013-2017) and Senior Lecturer (2017-) in the School of Engineering and Information Technology. He also worked with GE Aviation at John F. Welch Technology Centre as a Lead Engineer during 2011-13. His research interests include development of evolutionary computation methods with a focus on engineering design optimization problems. He has nearly 100 refereed publications this area. He is the recipient of ARC Discovery Project 2019-22, Endeavour Fellowship 2018, Australia Australia Bicentennial Fellowship 2016, WCSMO Early Career Researcher Fellowship 2015 and The Australian Society for Defence Engineering Prize 2011 among others. More details are available at his personal webpage: http://www.mdolab.net/Hemant/.

Book Chapters

Bhattacharjee KS; Singh HK; Ray T, 2020, 'Many-objective optimization with limited computing budget', in Studies in Computational Intelligence, pp. 17 - 46, http://dx.doi.org/10.1007/978-3-030-18764-4_2

Singh HK; Ray T, 2010, 'Divide and Conquer in Coevolution: A Difficult Balancing Act', in Sarker R; Ray T (ed.), Agent-Based Evolutionary Search (Book series: Adaption, learning and optimization, vol. 5), edn. Adaptation Learning and Optimization, Springer-Verlag, Berlin / Heidelberg, pp. 121 - 142, http://dx.doi.org/10.1007/978-3-642-13425-8_6

Ray T; Singh HK; Isaacs A; Smith WF, 2009, 'Infeasibility Driven Evolutionary Algorithm for Constrained Optimization', in Montes EEM (ed.), Constraint-Handling in Evolutionary Optimization, Springer Publishing Company, Berlin, Germany, pp. 145 - 165, http://dx.doi.org/10.1007/978-3-642-00619-7_7

Journal articles

Singh HK, 2020, 'Understanding hypervolume behavior theoretically for benchmarking in evolutionary multi/many-objective optimization', IEEE Transactions on Evolutionary Computation, vol. 24, pp. 603 - 610, http://dx.doi.org/10.1109/TEVC.2019.2931191

Singh HK; Deb K, 2020, 'Investigating the equivalence between PBI and AASF scalarization for multi-objective optimization', Swarm and Evolutionary Computation, vol. 53, http://dx.doi.org/10.1016/j.swevo.2019.100630

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, vol. 23, pp. 1000 - 1014, http://dx.doi.org/10.1109/TEVC.2019.2899030

Chand S; Singh H; Ray T, 2019, 'Evolving rollout-justification based heuristics for resource constrained project scheduling problems', Swarm and Evolutionary Computation, vol. 50, http://dx.doi.org/10.1016/j.swevo.2019.07.002

Habib A; K. Singh H; Ray T, 2019, 'A multiple surrogate assisted multi/many-objective multi-fidelity evolutionary algorithm', Information Sciences, vol. 502, pp. 537 - 557, http://dx.doi.org/10.1016/j.ins.2019.06.016

Singh HK; Islam MM; Ray T; Ryan M, 2019, 'Nested evolutionary algorithms for computationally expensive bilevel optimization problems: Variants and their systematic analysis', Swarm and Evolutionary Computation, vol. 48, pp. 329 - 344, http://dx.doi.org/10.1016/j.swevo.2019.05.002

Zhang Z; Pan J; Luo W; Ramakrishnan KR; Singh HK, 2019, 'Vibration-based delamination detection in curved composite plates', Composites Part A: Applied Science and Manufacturing, vol. 119, pp. 261 - 274, http://dx.doi.org/10.1016/j.compositesa.2019.02.002

Pan J; Zhang Z; Wu J; Ramakrishnan KR; Singh HK, 2019, 'A novel method of vibration modes selection for improving accuracy of frequency-based damage detection', Composites Part B: Engineering, vol. 159, pp. 437 - 446, http://dx.doi.org/10.1016/j.compositesb.2018.08.134

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, http://dx.doi.org/10.1016/j.swevo.2018.09.007

Fernandez-Rojas R; Perry A; Singh H; Campbell B; Elsayed S; Hunjet R; Abbass HA, 2019, 'Contextual Awareness in Human-Advanced-Vehicle Systems: A Survey', IEEE Access, vol. 7, pp. 33304 - 33328, http://dx.doi.org/10.1109/ACCESS.2019.2902812

Singh HK; Ray T; Bhattacharjee KS, 2018, 'Distance based subset selection for benchmarking in evolutionary multi/many-objective optimization', IEEE Transactions on Evolutionary Computation, pp. 1 - 10, http://dx.doi.org/10.1109/TEVC.2018.2883094

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, http://dx.doi.org/10.1109/TEVC.2018.2840056

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, http://dx.doi.org/10.1080/0305215X.2017.1401068

Zhang Z; He M; Liu A; Singh HK; Ramakrishnan KR; Hui D; Shankar K; Morozov EV, 2018, 'Vibration-based assessment of delaminations in FRP composite plates', Composites Part B: Engineering, vol. 144, pp. 254 - 266, http://dx.doi.org/10.1016/j.compositesb.2018.03.003

Keshk M; Singh H; Abbass H, 2018, 'Automatic estimation of differential evolution parameters using Hidden Markov Models', Evolutionary Intelligence, vol. 10, pp. 77 - 93, http://dx.doi.org/10.1007/s12065-018-0153-5

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, http://dx.doi.org/10.1115/1.4039450

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, http://dx.doi.org/10.1016/j.ins.2017.12.013

He Y; Wan J; Lei X; Singh H, 2018, 'Flood disaster level evaluation using a particle swarm optimization algorithm considering decision maker's preference', Water Science and Technology: Water Supply, vol. 18, pp. 288 - 298, http://dx.doi.org/10.2166/ws.2017.118

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, http://dx.doi.org/10.1162/EVCO_a_00198

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, http://dx.doi.org/10.1109/TEVC.2017.2670659

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, http://dx.doi.org/10.1109/TEVC.2017.2687320

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, http://dx.doi.org/10.1016/j.compstruct.2017.06.019

Asafuddoula M; Singh HK; Ray T, 2017, 'An Enhanced Decomposition-Based Evolutionary Algorithm With Adaptive Reference Vectors', IEEE Transactions on Cybernetics, vol. 48, pp. 2321 - 2334, http://dx.doi.org/10.1109/TCYB.2017.2737519

Zhang Z; Pan J; Fu J; Singh HK; Pi YL; Wu J; Rao R, 2017, 'Optimization of long span portal frames using spatially distributed surrogates', Steel and Composite Structures, vol. 24, pp. 227 - 237, http://dx.doi.org/10.12989/scs.2017.24.2.227

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, http://dx.doi.org/10.1007/s10898-016-0454-0

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, http://dx.doi.org/10.1115/1.4035862

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, http://dx.doi.org/10.1115/1.4033991

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, http://dx.doi.org/10.1115/1.4034035

Singh HK, 2016, 'Development of optimization methods to deal with current challenges in engineering design optimization', AI Communications, vol. 29, pp. 219 - 221, http://dx.doi.org/10.3233/AIC-140645

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, http://dx.doi.org/10.1109/TEVC.2014.2343791

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, http://dx.doi.org/10.1115/1.4029704

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, http://dx.doi.org/10.1016/j.trc.2014.04.001

Singh HK; Ray T; Sarker R, 2013, 'Optimum Oil Production Planning Using Infeasibility Driven Evolutionary Algorithm', Evolutionary Computation, vol. 21, pp. 65 - 82, http://dx.doi.org/10.1162/EVCO_a_00064

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, http://dx.doi.org/10.1109/TEVC.2010.2093579

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

Singh HK; Pawar PM; Ganguli R; Jung SN, 2008, 'On the effect of mass and stiffness unbalance on helicopter tail rotor system behavior', Aircraft Engineering and Aerospace Technology, vol. 80, pp. 129 - 138, http://dx.doi.org/10.1108/00022660810859355

Singh HK; Pawar PM; Ganguli R; Jung SN, 2008, 'On the effect of mass and stiffness unbalance on helicopter tail rotor system behavior', AIRCRAFT ENGINEERING AND AEROSPACE TECHNOLOGY, vol. 80, pp. 129 - 138, http://dx.doi.org/10.1108/00022660810859355

Elsayed S; Singh H; Debie E; Perry A; Campbell B; Hunjet R; Abbass H, 'Path Planning for Shepherding a Swarm in a Cluttered Environment using Differential Evolution', , http://arxiv.org/abs/2008.12639v1

Conference Papers

Rahi KH; Habib A; Singh HK; Ray T, 2020, 'Expediting the convergence of evolutionary algorithms by identifying promising regions of the search space', in GECCO 2020 Companion - Proceedings of the 2020 Genetic and Evolutionary Computation Conference Companion, pp. 201 - 202, http://dx.doi.org/10.1145/3377929.3389898

El-Fiqi H; Campbell B; Elsayed S; Perry A; Singh HK; Hunjet R; Abbass H, 2020, 'A preliminary study towards an improved shepherding model', in GECCO 2020 Companion - Proceedings of the 2020 Genetic and Evolutionary Computation Conference Companion, pp. 75 - 76, http://dx.doi.org/10.1145/3377929.3390067

Habib A; Rahi KH; Singh HK; Ray T, 2020, 'Wind-turbine design optimization using a many-objective evolutionary algorithm', in GECCO 2020 Companion - Proceedings of the 2020 Genetic and Evolutionary Computation Conference Companion, pp. 267 - 268, http://dx.doi.org/10.1145/3377929.3389899

Ray T; Singh HK; Habib A; Rodemann T; Olhofer M, 2020, 'Online intensification of search around solutions of interest for multi/many-objective optimization', in 2020 IEEE Congress on Evolutionary Computation, CEC 2020 - Conference Proceedings, http://dx.doi.org/10.1109/CEC48606.2020.9185812

Huynh QN; Singh HK; Ray T, 2019, 'Investigating the use of linear programming to solve implicit symbolic regression problems', in GECCO 2019 Companion - Proceedings of the 2019 Genetic and Evolutionary Computation Conference Companion, pp. 344 - 345, http://dx.doi.org/10.1145/3319619.3321889

Singh HK; Deb K, 2019, 'A parametric investigation of PBI and AASF scalarizations', in GECCO 2019 Companion - Proceedings of the 2019 Genetic and Evolutionary Computation Conference Companion, pp. 233 - 234, http://dx.doi.org/10.1145/3319619.3321886

Habib A; Singh HK; Ray T, 2019, 'A Component-wise Study of K-RVEA: Observations and potential future developments', in GECCO 2019 Companion - Proceedings of the 2019 Genetic and Evolutionary Computation Conference Companion, pp. 201 - 202, http://dx.doi.org/10.1145/3319619.3321932

Singh HK; Rodemann T; Ray T; Olhofer M, 2019, 'Identifying solutions of interest for practical many-objective problems using recursive expected marginal utility', in GECCO 2019 Companion - Proceedings of the 2019 Genetic and Evolutionary Computation Conference Companion, pp. 1734 - 1741, http://dx.doi.org/10.1145/3319619.3326804

Singh H; Campbell B; Elsayed S; Perry A; Hunjet R; Abbass H, 2019, 'Modulation of Force Vectors for Effective Shepherding of a Swarm: A Bi-Objective Approach', in 2019 IEEE Congress on Evolutionary Computation, CEC 2019 - Proceedings, pp. 2941 - 2948, http://dx.doi.org/10.1109/CEC.2019.8790228

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