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Associate Professor Hemant Singh

Associate Professor Hemant Singh

Associate Professor
  • PhD, University of New South Wales, Australia, 2011
  • B.Tech (Mechanical Engineering), Indian Institute of Technology, Kanpur, India, 2007
UNSW Canberra
School of Eng & Tech

Hemant Kumar Singh is an Associate Professor at the School of Engineering and Information Technology at the University of New South Wales (UNSW), Australia. He completed his PhD from UNSW in 2011 and B.Tech in Mechanical Engineering from Indian Institute of Technology (IIT) Kanpur in 2007. He worked with General Electric (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 over 135 refereed publications this area. He is the recipient of two ARC Discovery Project Grants (2019-22, 2022-24), Endeavour Australia Fellowship 2018 and Australia Bicentennial Fellowship 2016, among others.
More details are available at his personal webpage: http://www.mdolab.net/Hemant/.
Phone
+61 2 5114 5206
E-mail
h.singh@unsw.edu.au
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
  • Book Chapters | 2024
    Kenny A; Ray T; Limmer S; Singh HK; Rodemann T; Olhofer M, 2024, 'A Hierarchical Dissimilarity Metric for Automated Machine Learning Pipelines, and Visualizing Search Behaviour', in , pp. 115 - 129, http://dx.doi.org/10.1007/978-3-031-56855-8_7
    Book Chapters | 2023
    Kenny A; Ray T; Singh HK; Li X, 2023, 'A Test Suite for Multi-objective Multi-fidelity Optimization', in , pp. 361 - 373, http://dx.doi.org/10.1007/978-3-031-27250-9_26
    Book Chapters | 2021
    Chen Y; Singh HK; Zhou A; Ray T, 2021, 'A Fast Converging Evolutionary Algorithm for Constrained Multiobjective Portfolio Optimization', in Evolutionary Multi-Criterion Optimization, pp. 283 - 295, http://dx.doi.org/10.1007/978-3-030-72062-9_23
    Book Chapters | 2021
    Wang B; Singh HK; Ray T, 2021, 'Investigating Normalization Bounds for Hypervolume-Based Infill Criterion for Expensive Multiobjective Optimization', in Evolutionary Multi-Criterion Optimization, Springer Nature, pp. 519 - 530, http://dx.doi.org/10.1007/978-3-030-72062-9_41
    Book Chapters | 2020
    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
    Book Chapters | 2010
    Singh HK; Ray T, 2010, 'Divide and Conquer in Coevolution: A Difficult Balancing Act', in Agent-Based Evolutionary Search, Springer Nature, pp. 117 - 138, http://dx.doi.org/10.1007/978-3-642-13425-8_6
    Book Chapters | 2010
    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), Springer-Verlag, Berlin / Heidelberg, pp. 121 - 142, http://www.springer.com/engineering/book/978-3-642-13424-1
    Book Chapters | 2009
    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 | 2024
    Jin Y; Wang X; Singh H; Chugh T; Rahat A, 2024, 'Introduction to the Special Issue on Data-Driven Evolutionary Computation', ACM Transactions on Evolutionary Learning and Optimization, 4, pp. 1 - 2, http://dx.doi.org/10.1145/3704266
    Journal articles | 2024
    Kenny A; Ray T; Singh H, 2024, 'A framework for design optimization across multiple concepts', Scientific Reports, 14, http://dx.doi.org/10.1038/s41598-024-57468-2
    Journal articles | 2024
    Niloy RS; Singh HK; Ray T, 2024, 'A benchmark test suite for evolutionary multi-objective multi-concept optimization', Swarm and Evolutionary Computation, 84, pp. 101429, http://dx.doi.org/10.1016/j.swevo.2023.101429
    Journal articles | 2024
    Zhang Z; Li S; Singh HK; Lan X; Zhang K; Wang H; Ng CT; Wang C, 2024, 'Vibration-based detection of non-overlapping delaminations in FRP beams using frequency shifts', Journal of Sound and Vibration, 583, http://dx.doi.org/10.1016/j.jsv.2024.118431
    Journal articles | 2023
    Kenny A; Ray T; Singh HK, 2023, 'An Iterative Two-Stage Multifidelity Optimization Algorithm for Computationally Expensive Problems', IEEE Transactions on Evolutionary Computation, 27, pp. 520 - 534, http://dx.doi.org/10.1109/TEVC.2022.3170970
    Journal articles | 2023
    Rahi KH; Singh HK; Ray T, 2023, 'A Steady-State Algorithm for Solving Expensive Multiobjective Optimization Problems with Nonparallelizable Evaluations', IEEE Transactions on Evolutionary Computation, 27, pp. 1544 - 1558, http://dx.doi.org/10.1109/TEVC.2022.3219062
    Journal articles | 2023
    Wang B; Singh HK; Ray T, 2023, 'Adjusting normalization bounds to improve hypervolume based search for expensive multi-objective optimization', Complex and Intelligent Systems, 9, pp. 1193 - 1209, http://dx.doi.org/10.1007/s40747-021-00590-9
    Journal articles | 2022
    Mamun MM; Singh HK; Ray T, 2022, 'A Multifidelity Approach for Bilevel Optimization with Limited Computing Budget', IEEE Transactions on Evolutionary Computation, 26, pp. 392 - 399, http://dx.doi.org/10.1109/TEVC.2021.3120111
    Journal articles | 2022
    Mamun MM; Singh HK; Ray T, 2022, 'An approach for computationally expensive multi-objective optimization problems with independently evaluable objectives', Swarm and Evolutionary Computation, 75, pp. 101146, http://dx.doi.org/10.1016/j.swevo.2022.101146
    Journal articles | 2022
    Ray T; Singh HK; Rahi KH; Rodemann T; Olhofer M, 2022, 'Towards identification of solutions of interest for multi-objective problems considering both objective and variable space information', Applied Soft Computing, 119, http://dx.doi.org/10.1016/j.asoc.2022.108505
    Journal articles | 2022
    Singh HK; Ray T; Rana MJ; Limmer S; Rodemann T; Olhofer M, 2022, 'Investigating the Use of Linear Programming and Evolutionary Algorithms for Multi-Objective Electric Vehicle Charging Problem', IEEE Access, 10, pp. 115322 - 115337, http://dx.doi.org/10.1109/ACCESS.2022.3218058
    Journal articles | 2021
    Pan J; Shankar K; Singh HK; Wang H; Zhang Z; Tong H, 2021, 'Vibration-based detection of skin-stiffener debonding on composite stiffened panels using surrogate-assisted algorithms', Composite Structures, 270, http://dx.doi.org/10.1016/j.compstruct.2021.114090
    Journal articles | 2021
    Rahi KH; Singh HK; Ray T, 2021, 'Evolutionary Algorithm Embedded with Bump-Hunting for Constrained Design Optimization', Journal of Mechanical Design, 143, http://dx.doi.org/10.1115/1.4047688
    Journal articles | 2021
    Rahi KH; Singh HK; Ray T, 2021, 'Feasibility-ratio based sequencing for computationally efficient constrained optimization', Swarm and Evolutionary Computation, 62, pp. 100850, http://dx.doi.org/10.1016/j.swevo.2021.100850
    Journal articles | 2021
    Rahi KH; Singh HK; Ray T, 2021, 'Partial Evaluation Strategies for Expensive Evolutionary Constrained Optimization', IEEE Transactions on Evolutionary Computation, 25, pp. 1103 - 1117, http://dx.doi.org/10.1109/TEVC.2021.3078486
    Journal articles | 2021
    Tong H; Pan J; Singh HK; Luo W; Zhang Z; Hui D, 2021, 'Delamination detection in composite laminates using improved surrogate-assisted optimization', Composite Structures, 277, http://dx.doi.org/10.1016/j.compstruct.2021.114622
    Journal articles | 2020
    El-Fiqi H; Campbell B; Elsayed S; Perry A; Singh HK; Hunjet R; Abbass HA, 2020, 'The Limits of Reactive Shepherding Approaches for Swarm Guidance', IEEE Access, 8, pp. 214658 - 214671, http://dx.doi.org/10.1109/ACCESS.2020.3037325
    Journal articles | 2020
    Elsayed S; Singh H; Debie E; Perry A; Campbell B; Hunjel R; Abbass H, 2020, 'Path Planning for Shepherding a Swarm in a Cluttered Environment using Differential Evolution', 2020 IEEE Symposium Series on Computational Intelligence, SSCI 2020, pp. 2194 - 2201, http://dx.doi.org/10.1109/SSCI47803.2020.9308572
    Journal articles | 2020
    Singh HK; Deb K, 2020, 'Investigating the equivalence between PBI and AASF scalarization for multi-objective optimization', Swarm and Evolutionary Computation, 53, pp. 100630, http://dx.doi.org/10.1016/j.swevo.2019.100630
    Journal articles | 2020
    Singh HK, 2020, 'Understanding hypervolume behavior theoretically for benchmarking in evolutionary multi/many-objective optimization', IEEE Transactions on Evolutionary Computation, 24, pp. 603 - 610, http://dx.doi.org/10.1109/TEVC.2019.2931191
    Journal articles | 2019
    Chand S; Singh H; Ray T, 2019, 'Evolving heuristics for the resource constrained project scheduling problem with dynamic resource disruptions', Swarm and Evolutionary Computation, 44, pp. 897 - 912, http://dx.doi.org/10.1016/j.swevo.2018.09.007
    Journal articles | 2019
    Chand S; Singh H; Ray T, 2019, 'Evolving rollout-justification based heuristics for resource constrained project scheduling problems', Swarm and Evolutionary Computation, 50, http://dx.doi.org/10.1016/j.swevo.2019.07.002
    Journal articles | 2019
    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, 7, pp. 33304 - 33328, http://dx.doi.org/10.1109/ACCESS.2019.2902812
    Journal articles | 2019
    Habib A; K. Singh H; Ray T, 2019, 'A multiple surrogate assisted multi/many-objective multi-fidelity evolutionary algorithm', Information Sciences, 502, pp. 537 - 557, http://dx.doi.org/10.1016/j.ins.2019.06.016
    Journal articles | 2019
    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, 23, pp. 1000 - 1014, http://dx.doi.org/10.1109/TEVC.2019.2899030
    Journal articles | 2019
    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, 159, pp. 437 - 446, http://dx.doi.org/10.1016/j.compositesb.2018.08.134
    Journal articles | 2019
    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, 48, pp. 329 - 344, http://dx.doi.org/10.1016/j.swevo.2019.05.002
    Journal articles | 2019
    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, 119, pp. 261 - 274, http://dx.doi.org/10.1016/j.compositesa.2019.02.002
    Journal articles | 2018
    Bhattacharjee KS; Singh HK; Ray T, 2018, 'Multiple surrogate-Assisted many-objective optimization for computationally expensive engineering design', Journal of Mechanical Design, 140, http://dx.doi.org/10.1115/1.4039450
    Journal articles | 2018
    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, 432, pp. 146 - 163, http://dx.doi.org/10.1016/j.ins.2017.12.013
    Journal articles | 2018
    Habib A; Singh HK; Ray T, 2018, 'A multiple surrogate assisted evolutionary algorithm for optimization involving iterative solvers', Engineering Optimization, 50, pp. 1625 - 1644, http://dx.doi.org/10.1080/0305215X.2017.1401068
    Journal articles | 2018
    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, 18, pp. 288 - 298, http://dx.doi.org/10.2166/ws.2017.118
    Journal articles | 2018
    Huynh QN; Chand S; Singh HK; Ray T, 2018, 'Genetic Programming With Mixed-Integer Linear Programming-Based Library Search', IEEE Transactions on Evolutionary Computation, 22, pp. 733 - 747, http://dx.doi.org/10.1109/TEVC.2018.2840056
    Journal articles | 2018
    Keshk M; Singh H; Abbass H, 2018, 'Automatic estimation of differential evolution parameters using Hidden Markov Models', Evolutionary Intelligence, 10, pp. 77 - 93, http://dx.doi.org/10.1007/s12065-018-0153-5
    Journal articles | 2018
    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
    Journal articles | 2018
    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, 144, pp. 254 - 266, http://dx.doi.org/10.1016/j.compositesb.2018.03.003
    Journal articles | 2017
    Asafuddoula M; Singh HK; Ray T, 2017, 'An Enhanced Decomposition-Based Evolutionary Algorithm With Adaptive Reference Vectors', IEEE Transactions on Cybernetics, http://dx.doi.org/10.1109/TCYB.2017.2737519
    Journal articles | 2017
    Bhattacharjee KS; Singh HK; Ray T, 2017, 'A novel decomposition-based evolutionary algorithm for engineering design optimization', Journal of Mechanical Design, 139, http://dx.doi.org/10.1115/1.4035862
    Journal articles | 2017
    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, 68, pp. 71 - 93, http://dx.doi.org/10.1007/s10898-016-0454-0
    Journal articles | 2017
    Bhattacharjee KS; Singh HK; Ryan M; Ray T, 2017, 'Bridging the gap: Many-objective optimization and informed decision-making', IEEE Transactions on Evolutionary Computation, 21, pp. 813 - 820, http://dx.doi.org/10.1109/TEVC.2017.2687320
    Journal articles | 2017
    Islam MM; Singh HK; Ray T; Sinha A, 2017, 'An enhanced memetic algorithm for Single-Objective bilevel optimization problems', Evolutionary Computation, 25, pp. 607 - 642, http://dx.doi.org/10.1162/EVCO_a_00198
    Journal articles | 2017
    Islam MM; Singh HK; Ray T, 2017, 'A surrogate assisted approach for single-objective bilevel optimization', IEEE Transactions on Evolutionary Computation, 21, pp. 681 - 696, http://dx.doi.org/10.1109/TEVC.2017.2670659
    Journal articles | 2017
    Singh H; Chauhan G; Jain AK; Sharma SK, 2017, 'Adsorptive potential of agricultural wastes for removal of dyes from aqueous solutions', JOURNAL OF ENVIRONMENTAL CHEMICAL ENGINEERING, 5, pp. 122 - 135, http://dx.doi.org/10.1016/j.jece.2016.11.030
    Journal articles | 2017
    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, 24, pp. 227 - 237, http://dx.doi.org/10.12989/scs.2017.24.2.227
    Journal articles | 2017
    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, 176, pp. 844 - 859, http://dx.doi.org/10.1016/j.compstruct.2017.06.019
    Journal articles | 2016
    Bhattacharjee KS; Singh HK; Ray T, 2016, 'Multi-Objective Optimization with Multiple Spatially Distributed Surrogates', Journal of Mechanical Design, 138, http://dx.doi.org/10.1115/1.4034035
    Journal articles | 2016
    Kumar Singh H; Shankar Bhattacharjee K; Ray T, 2016, 'A Projection-Based Approach for Constructing Piecewise Linear Pareto Front Approximations', Journal of Mechanical Design, 138, http://dx.doi.org/10.1115/1.4033991
    Journal articles | 2016
    Singh HK, 2016, 'Development of optimization methods to deal with current challenges in engineering design optimization', AI Communications, 29, pp. 219 - 221, http://dx.doi.org/10.3233/AIC-140645
    Journal articles | 2015
    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, 19, pp. 490 - 507, http://dx.doi.org/10.1109/TEVC.2014.2343791
    Journal articles | 2015
    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, 137, http://dx.doi.org/10.1115/1.4029704
    Journal articles | 2014
    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, 43, pp. 249 - 266, http://dx.doi.org/10.1016/j.trc.2014.04.001
    Journal articles | 2013
    Singh HK; Ray T; Sarker R, 2013, 'Optimum Oil Production Planning Using Infeasibility Driven Evolutionary Algorithm', Evolutionary Computation, 21, pp. 65 - 82, http://dx.doi.org/10.1162/EVCO_a_00064
    Journal articles | 2011
    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, 15, pp. 539 - 556, http://dx.doi.org/10.1109/TEVC.2010.2093579
    Journal articles | 2010
    Singh HK; Ray T; Smith WF, 2010, 'C-PSA: Constrained Pareto simulated annealing for constrained multi-objective optimization', Information Sciences, 180, pp. 2499 - 2513, http://dx.doi.org/10.1016/j.ins.2010.03.021
    Journal articles | 2008
    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, 80, pp. 129 - 138, http://dx.doi.org/10.1108/00022660810859355
    Journal articles | 2008
    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, 80, pp. 129 - 138, http://dx.doi.org/10.1108/00022660810859355
  • Conference Papers | 2024
    Kenny A; Ray T; Limmer S; Singh HK; Rodemann T; Olhofer M, 2024, 'Using Bayesian Optimization to Improve Hyperparameter Search in TPOT', in GECCO 2024 - Proceedings of the 2024 Genetic and Evolutionary Computation Conference, pp. 340 - 348, http://dx.doi.org/10.1145/3638529.3654061
    Conference Papers | 2024
    Neumann F; Neumann A; Singh HK, 2024, 'Evolutionary computation for stochastic problems', in GECCO 2024 Companion - Proceedings of the 2024 Genetic and Evolutionary Computation Conference Companion, pp. 1352 - 1368, http://dx.doi.org/10.1145/3638530.3648412
    Conference Papers | 2024
    Rahi K; Singh H; Ray T, 2024, 'Towards solving expensive optimization problems with heterogeneous constraint costs', in GECCO 2024 Companion - Proceedings of the 2024 Genetic and Evolutionary Computation Conference Companion, pp. 2032 - 2040, http://dx.doi.org/10.1145/3638530.3664105
    Conference Papers | 2024
    Sinha A; Pujara D; Singh HK, 2024, 'Decomposition of Difficulties in Complex Optimization Problems using a Bilevel Approach', in 2024 IEEE Congress on Evolutionary Computation, CEC 2024 - Proceedings, http://dx.doi.org/10.1109/CEC60901.2024.10611939
    Preprints | 2024
    Sinha A; Pujara D; Singh HK, 2024, Decomposition of Difficulties in Complex Optimization Problems Using a Bilevel Approach, http://dx.doi.org/10.48550/arxiv.2407.03454
    Conference Papers | 2024
    Wang B; Singh HK; Ray T, 2024, 'Improving the Performance of Bilevel Evolutionary Algorithms using Variable Associations', in 2024 IEEE Congress on Evolutionary Computation, CEC 2024 - Proceedings, http://dx.doi.org/10.1109/CEC60901.2024.10611784
    Preprints | 2024
    Wang B; Singh HK; Ray T, 2024, Pareto Set Prediction Assisted Bilevel Multi-objective Optimization, http://dx.doi.org/10.48550/arxiv.2409.03328
    Conference Papers | 2023
    Kenny A; Ray T; Limmer S; Singh HK; Rodemann T; Olhofer M, 2023, 'Hybridizing TPOT with Bayesian Optimization', in GECCO 2023 - Proceedings of the 2023 Genetic and Evolutionary Computation Conference, pp. 502 - 510, http://dx.doi.org/10.1145/3583131.3590364
    Conference Papers | 2023
    Lette M; Rahi KH; Singh HK; Ray T, 2023, 'Vertical-Axis Wind Turbine Design Using Surrogate-Assisted Optimization with Physical Experiments In-loop', in GECCO 2023 - Proceedings of the 2023 Genetic and Evolutionary Computation Conference, Association for Computing Machinery, Lisbon (hybrid), pp. 1391 - 1399, presented at GECCO '23: Genetic and Evolutionary Computation Conference, Lisbon (hybrid), 15 July 2023, https://dl.acm.org/doi/abs/10.1145/3583131.3590462
    Preprints | 2023
    Liu J; Singh H; Elsayed S; Hunjet R; Abbass H, 2023, Planning-Assisted Context-Sensitive Autonomous Shepherding of Dispersed Robotic Swarms in Obstacle-Cluttered Environments, , http://dx.doi.org/10.48550/arxiv.2301.10363
    Conference Papers | 2023
    Liu J; Singh H; Elsayed S; Hunjet R; Abbass HA, 2023, 'Distance Constrained Robotic Swarm Shepherding Based on Two-Phase Ant Colony Optimisation', in Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics, pp. 5224 - 5230, http://dx.doi.org/10.1109/SMC53992.2023.10394448
    Conference Papers | 2023
    Liu J; Singh H; Elsayed S; Hunjet R; Abbass HA, 2023, 'Effective Robotic Swarm Shepherding in the Presence of Obstacles', in 2023 IEEE Congress on Evolutionary Computation, CEC 2023, http://dx.doi.org/10.1109/CEC53210.2023.10254040
    Preprints | 2023
    Liu J; Singh H; Elsayed SM; Hunjet R; Abbass H, 2023, Planning-Assisted Context-Sensitive Autonomous Shepherding of Dispersed Robotic Swarms in Obstacle-Cluttered Environments, , http://dx.doi.org/10.2139/ssrn.4373173
    Conference Presentations | 2023
    Neumann F; Neumann A; Singh H, 2023, 'Evolutionary computation for stochastic problems', http://dx.doi.org/10.1145/3583133.3595052
    Conference Papers | 2023
    Nguyen DT; Singh H; Elsayed S; Hunjet R; Abbass HA, 2023, 'Multi-agent Knowledge Transfer in a Society of Interpretable Neural Network Minds for Dynamic Context Formation in Swarm Shepherding', in Proceedings of the International Joint Conference on Neural Networks, http://dx.doi.org/10.1109/IJCNN54540.2023.10191371
    Conference Papers | 2023
    Niloy RS; Singh HK; Ray T, 2023, 'A Brief Review of Multi-Concept Multi-Objective Optimization Problems', in 2023 IEEE Symposium Series on Computational Intelligence, SSCI 2023, Institute of Electrical and Electronics Engineers (IEEE), pp. 1511 - 1517, presented at 2023 IEEE Symposium Series on Computational Intelligence (SSCI), 05 December 2023 - 08 December 2023, http://dx.doi.org/10.1109/SSCI52147.2023.10371911
    Conference Papers | 2023
    Rahi KH; Singh HK; Ray T, 2023, 'A Generalized Surrogate-Assisted Evolutionary Algorithm for Expensive Multi-Objective Optimization', in 2023 IEEE Congress on Evolutionary Computation, CEC 2023, Institute of Electrical and Electronics Engineers (IEEE), pp. 1 - 8, presented at 2023 IEEE Congress on Evolutionary Computation (CEC), 01 July 2023 - 05 July 2023, http://dx.doi.org/10.1109/CEC53210.2023.10254148
    Conference Papers | 2023
    Wang B; Singh HK; Ray T, 2023, 'An Evaluation of Simple Solution Transfer Strategies for Bilevel Multiobjective Optimization', in 2023 IEEE Congress on Evolutionary Computation, CEC 2023, Institute of Electrical and Electronics Engineers (IEEE), pp. 1 - 8, presented at 2023 IEEE Congress on Evolutionary Computation (CEC), 01 July 2023 - 05 July 2023, http://dx.doi.org/10.1109/CEC53210.2023.10254108
    Conference Papers | 2022
    Huynh Q; Singh H; Ray T; Oyama A, 2022, 'Improved Genetic Programming for Symbolic Regression: Case Studies on Practical Applications', in Proceedings of the 2022 IEEE Symposium Series on Computational Intelligence, SSCI 2022, pp. 1135 - 1142, http://dx.doi.org/10.1109/SSCI51031.2022.10022279
    Conference Papers | 2022
    Huynh QN; Singh HK; Ray T, 2022, 'Discovery of implicit relationships from data using linear programming and mixed integer linear programming', in GECCO 2022 Companion - Proceedings of the 2022 Genetic and Evolutionary Computation Conference, pp. 558 - 561, http://dx.doi.org/10.1145/3520304.3528953
    Conference Papers | 2022
    Ray T; Mamun MM; Singh HK, 2022, 'A Simple Evolutionary Algorithm for Multi-modal Multi-objective Optimization', in 2022 IEEE Congress on Evolutionary Computation, CEC 2022 - Conference Proceedings, http://dx.doi.org/10.1109/CEC55065.2022.9870274
    Preprints | 2022
    Ray T; Mamun MM; Singh HK, 2022, A Simple Evolutionary Algorithm for Multi-modal Multi-objective Optimization, , http://dx.doi.org/10.48550/arxiv.2201.06718
    Conference Papers | 2022
    Singh HK; Branke J, 2022, 'Identifying Stochastically Non-dominated Solutions Using Evolutionary Computation', in Rudolph G; Kononova AV; Aguirre H; Kerschke P; Ochoa G; Tusar T (eds.), Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Springer Nature, Dortmund, Germany, pp. 193 - 206, presented at 17th International Conference, PPSN 2022, Dortmund, Germany, 10 September 2022 - 14 September 2022, http://dx.doi.org/10.1007/978-3-031-14721-0_14
    Conference Papers | 2022
    Wang B; Singh HK; Ray T, 2022, 'Investigating Neighborhood Solution Transfer Schemes for Bilevel Optimization', in 2022 IEEE Congress on Evolutionary Computation, CEC 2022 - Conference Proceedings, Institute of Electrical and Electronics Engineers (IEEE), ITALY, Padua, pp. 1 - 8, presented at 2022 IEEE Congress on Evolutionary Computation (CEC), ITALY, Padua, 18 July 2022 - 23 July 2022, http://dx.doi.org/10.1109/CEC55065.2022.9870350
    Conference Papers | 2021
    Debie E; Singh H; Elsayed S; Perry A; Hunjet R; Abbass H, 2021, 'A Neuro-Evolution Approach to Shepherding Swarm Guidance in the Face of Uncertainty', in Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics, pp. 2634 - 2641, http://dx.doi.org/10.1109/SMC52423.2021.9659082
    Conference Papers | 2021
    Parker B; Singh HK; Ray T, 2021, 'Multi-objective optimization across multiple concepts: A case study on lattice structure design', in GECCO 2021 - Proceedings of the 2021 Genetic and Evolutionary Computation Conference, Association for Computing Machinery (ACM), ELECTR NETWORK, pp. 1035 - 1042, presented at Proceedings of the Genetic and Evolutionary Computation Conference, ELECTR NETWORK, 10 July 2021 - 14 July 2021, http://dx.doi.org/10.1145/3449639.3459267
    Conference Papers | 2021
    Wang B; Singh HK; Ray T, 2021, 'Bridging kriging believer and expected improvement using bump hunting for expensive black-box optimization', in GECCO 2021 Companion - Proceedings of the 2021 Genetic and Evolutionary Computation Conference Companion, Association for Computing Machinery (ACM), pp. 211 - 212, presented at Proceedings of the Genetic and Evolutionary Computation Conference Companion, http://dx.doi.org/10.1145/3449726.3459466
    Conference Papers | 2021
    Wang B; Singh HK; Ray T, 2021, 'Comparing Expected Improvement and Kriging Believer for Expensive Bilevel Optimization', in 2021 IEEE Congress on Evolutionary Computation, CEC 2021 - Proceedings, Institute of Electrical and Electronics Engineers (IEEE), ELECTR NETWORK, pp. 1635 - 1642, presented at 2021 IEEE Congress on Evolutionary Computation (CEC), ELECTR NETWORK, 28 June 2021 - 01 July 2021, http://dx.doi.org/10.1109/CEC45853.2021.9504815
    Conference Papers | 2020
    Abbass H; Coello CA; Singh HK, 2020, 'Welcome Message', in 2020 IEEE Symposium Series on Computational Intelligence, SSCI 2020, http://dx.doi.org/10.1109/SSCI47803.2020.9308444
    Conference Papers | 2020
    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
    Conference Papers | 2020
    Elsayed S; Singh H; Debie E; Perry A; Campbell B; Hunjel R; Abbass H, 2020, 'Path Planning for Shepherding a Swarm in a Cluttered Environment using Differential Evolution', in 2020 IEEE Symposium Series on Computational Intelligence (SSCI 2020), IEEE, Due to COVID-19 restrictions, the event was held virtually with the broadcast from Canberra, Australia., pp. 2194 - 2201, presented at 2020 IEEE Symposium Series on Computational Intelligence (SSCI), Due to COVID-19 restrictions, the event was held virtually with the broadcast from Canberra, Australia., 01 December 2020 - 04 December 2020, http://dx.doi.org/10.1109/SSCI47803.2020.9308572
    Conference Papers | 2020
    Elsayed S; Singh H; Debie E; Perry A; Campbell B; Hunjet R; Abbass H, 2020, 'Path Planning for Shepherding a Swarm in a Cluttered Environment using Differential Evolution', http://dx.doi.org/10.48550/arxiv.2008.12639
    Conference Papers | 2020
    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
    Conference Papers | 2020
    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
    Conference Papers | 2020
    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
    Conference Papers | 2019
    Bhattacharjee KS; Singh HK; Ray T, 2019, 'Optimum wind farm layouts: a many-objective perspective and case study', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), East Lansing, MI, USA, pp. 707 - 718, presented at 10th International Conference, EMO 2019, East Lansing, MI, USA, March 10-13, 2019, East Lansing, MI, USA, 10 March 2019 - 13 March 2019, http://dx.doi.org/10.1007/978-3-030-12598-1_56
    Conference Papers | 2019
    Chand S; Singh HK; Ray T; Ryan M, 2019, 'Rollout based Heuristics for the Quantum Circuit Compilation Problem', in 2019 IEEE Congress on Evolutionary Computation, CEC 2019 - Proceedings, pp. 974 - 981, http://dx.doi.org/10.1109/CEC.2019.8790000
    Conference Papers | 2019
    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
    Conference Papers | 2019
    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
    Conference Papers | 2019
    Rahi KH; Singh HK; Ray T, 2019, 'Investigating the use of sequencing and infeasibility driven strategies for constrained optimization', in 2019 IEEE Congress on Evolutionary Computation, CEC 2019 - Proceedings, Institute of Electrical and Electronics Engineers (IEEE), NEW ZEALAND, Wellington, pp. 1642 - 1649, presented at 2019 IEEE Congress on Evolutionary Computation (CEC), NEW ZEALAND, Wellington, 10 June 2019 - 13 June 2019, http://dx.doi.org/10.1109/CEC.2019.8790239
    Conference Papers | 2019
    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
    Conference Papers | 2019
    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
    Conference Papers | 2019
    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
    Conference Papers | 2018
    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, http://dx.doi.org/10.1109/CEC.2018.8477945
    Conference Papers | 2018
    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, http://dx.doi.org/10.1109/CEC.2018.8477714
    Conference Papers | 2018
    Lu Z; Deb K; Singh H, 2018, 'Balancing Survival of Feasible and Infeasible Solutions in Constraint Evolutionary Optimization Algorithms', in 2018 IEEE Congress on Evolutionary Computation, CEC 2018 - Proceedings, http://dx.doi.org/10.1109/CEC.2018.8477976
    Conference Papers | 2018
    Ray T; Habib A; Singh HK; Ryan M, 2018, 'Uncovering performance envelopes through optimum design of tests', in Mitrovic T; Xue B; Li X (eds.), Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Springer, Cham, Wellington, New Zealand, pp. 445 - 457, presented at Australasian Joint Conference on Artificial Intelligence : AI 2018, Wellington, New Zealand, 11 December 2018 - 14 December 2018, http://dx.doi.org/10.1007/978-3-030-03991-2_41
    Conference Papers | 2018
    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 Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Springer, Cham, Wellington, New Zealand, pp. 384 - 396, presented at AI 2018: Advances in Artificial Intelligence: 31st Australasian Joint Conference, Wellington, New Zealand, 11 December 2018 - 14 December 2018, http://dx.doi.org/10.1007/978-3-030-03991-2_36
    Conference Papers | 2017
    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, San Sebastian, Spain, pp. 105 - 112, presented at 2017 IEEE Congress on Evolutionary Computation (CEC), San Sebastian, Spain, 05 June 2017 - 08 June 2017, http://dx.doi.org/10.1109/CEC.2017.7969302
    Conference Papers | 2017
    Bhattacharjee KS; Singh HK; Ray T, 2017, 'Enhanced pareto interpolation method to aid decision making for discontinuous pareto optimal fronts', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Melbourne, VIC, Australia, pp. 93 - 105, presented at 30th Australasian Joint Conference, Melbourne, VIC, Australia, 19 August 2017 - 20 August 2017, http://dx.doi.org/10.1007/978-3-319-63004-5_8
    Conference Papers | 2017
    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, Donostia / San Sebastian, Spain., pp. 225 - 232, presented at 2017 IEEE Congress on Evolutionary Computation (CEC), Donostia / San Sebastian, Spain., 05 June 2017 - 08 June 2017, http://dx.doi.org/10.1109/CEC.2017.7969317
    Conference Papers | 2017
    Habib A; Singh HK; Ray T, 2017, 'A batch infill strategy for computationally expensive optimization problems', in Artificial Life and Computational Intelligence, Springer, Geelong VIC, Australia, pp. 74 - 85, presented at Third Australasian Conference ACALCI 2017, Geelong VIC, Australia, 31 January 2017 - 02 February 2017, http://dx.doi.org/10.1007/978-3-319-51691-2_7
    Conference Papers | 2017
    Islam MM; Singh HK; Ray T, 2017, 'Use of a non-nested formulation to improve search for bilevel optimization', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Melbourne, VIC, Australia, pp. 106 - 118, presented at 30th Australasian Joint Conference on Artificial Intelligence, Melbourne, VIC, Australia, 19 August 2017 - 20 August 2017, http://dx.doi.org/10.1007/978-3-319-63004-5_9
    Conference Papers | 2017
    Singh HK; Yao X, 2017, 'Improvement of reference points for decomposition based multi-objective evolutionary algorithms', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Shenzhen, China, pp. 284 - 296, presented at 11th International Conference, SEAL 2017, Shenzhen, China, 10 November 2017 - 13 November 2017, http://dx.doi.org/10.1007/978-3-319-68759-9_24
    Conference Papers | 2017
    Zhang H; Zhou A; Zhang G; Singh HK, 2017, 'Accelerating MOEA/D by Nelder-Mead method', in 2017 IEEE Congress on Evolutionary Computation, CEC 2017 - Proceedings, San Sebastian, Spain, pp. 976 - 983, presented at 2017 IEEE Congress on Evolutionary Computation (CEC), San Sebastian, Spain, 05 June 2017 - 08 June 2017, http://dx.doi.org/10.1109/CEC.2017.7969414
    Conference Papers | 2016
    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, Denver, Colorado, USA, pp. 71 - 72, presented at 2016 Genetic and Evolutionary Computation Conference, Denver, Colorado, USA, 20 July 2016 - 24 July 2016, http://dx.doi.org/10.1145/2908961.2908971
    Conference Papers | 2016
    Bhattacharjee KS; Singh HK; Ray T; Branke J, 2016, 'Multiple surrogate assisted multiobjective optimization using improved pre-selection', in IEEE Congress on Evolutionary Computation, IEEE, Vancouver, Canada, pp. 4328 - 4335, presented at IEEE World Congress on Computational Intelligence (IEEE WCCI), Vancouver, Canada, 24 July 2016 - 29 July 2016, http://dx.doi.org/10.1109/CEC.2016.7744340
    Conference Papers | 2016
    Bhattacharjee KS; Singh HK; Ray T, 2016, 'A Study on Performance Metrics to Identify Solutions of Interest from a Trade-Off Set', Springer, Canberra, ACT, Australia, pp. 66 - 77, presented at Second Australasian Conference, ACALCI 2016, Canberra, ACT, Australia, 02 February 2016 - 05 February 2016
    Conference Papers | 2016
    Chand S; Singh H; Ray , 2016, 'Finding Robust Solutions for Resource Constrained Project Scheduling Problems Involving Uncertainties', in 2016 IEEE Congress on Evolutionary Computation (CEC), Vancouver, Canada, presented at 2016 IEEE Congress on Evolutionary Computation (CEC), Vancouver, Canada, 24 July 2016 - 29 July 2016, http://dx.doi.org/10.1109/CEC.2016.7743799
    Conference Papers | 2016
    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, IEEE, Vancouver, BC, Canada, pp. 4336 - 4343, presented at 2016 IEEE Congress, Vancouver, BC, Canada, 24 July 2016 - 29 July 2016, http://dx.doi.org/10.1109/CEC.2016.7744341
    Conference Papers | 2016
    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, Denver, Colorado, USA, pp. 103 - 104, presented at 2016 on Genetic and Evolutionary Computation Conference Companion, Denver, Colorado, USA, 20 July 2016 - 24 July 2016, http://dx.doi.org/10.1145/2908961.2908989
    Conference Papers | 2016
    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, http://dx.doi.org/10.1109/CEC.2016.7743839
    Conference Papers | 2016
    Islam M; Singh HK; Ray T, 2016, 'A nested differential evolution based algorithm for solving multi-objective bilevel optimization problems', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Canberra, ACT, Australia, pp. 101 - 112, presented at Second Australasian Conference, ACALCI 2016, Canberra, ACT, Australia, 02 February 2016 - 05 February 2016, http://dx.doi.org/10.1007/978-3-319-28270-1_9
    Conference Papers | 2016
    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, Vancouver, Canada, pp. 1901 - 1908, presented at 2016 IEEE Congress on Evolutionary Computation (CEC), Vancouver, Canada, 24 July 2016 - 29 July 2016, http://dx.doi.org/10.1109/CEC.2016.7744020
    Conference Papers | 2016
    Milowski J; Bhattacharjee KS; Singh HK; Ray T, 2016, 'Alternative Passenger Cars for the Australian Market: A Cost-Benefit Analysis', in Sarker R; Abbass HA; Dunstall S; Kilby P; Davis R; Young L (eds.), DATA AND DECISION SCIENCES IN ACTION, SPRINGER INTERNATIONAL PUBLISHING AG, AUSTRALIA, Univ New S Wales, Canberra Campus, Kensington, pp. 163 - 173, presented at 24th Australian-Society-for-Operations-Research (ASOR) Conference, AUSTRALIA, Univ New S Wales, Canberra Campus, Kensington, 16 November 2016 - 17 November 2016, http://dx.doi.org/10.1007/978-3-319-55914-8_12
    Conference Papers | 2016
    Singh HK; Alam K; Ray T, 2016, 'Use of infeasible solutions during constrained evolutionary search: A short survey', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), pp. 193 - 205, http://dx.doi.org/10.1007/978-3-319-28270-1_17
    Conference Papers | 2016
    Singh HK; Ray T; Habib A, 2016, 'A study on the effectiveness of constraint handling schemes within Efficient Global Optimization framework', in 2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016, IEEE, Athens, Greece, pp. 1 - 8, presented at IEEE Symposium Series on Computational Intelligence (SSCI), Athens, Greece, 06 December 2016 - 09 December 2016, http://dx.doi.org/10.1109/SSCI.2016.7850205
    Conference Papers | 2016
    Singh HK; Ray T; Huynh Q, 2016, 'Improving Symbolic Regression through a semantics-driven framework', in Computational Intelligence (SSCI), 2016 IEEE Symposium Series on, IEEE, Athens, Greece, pp. 1 - 8, presented at IEEE Symposium Series on Computational Intelligence, Athens, Greece, 06 December 2016 - 09 December 2016, http://dx.doi.org/10.1109/SSCI.2016.7849941
    Conference Papers | 2015
    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, http://dx.doi.org/10.1145/2739480.2754701
    Conference Papers | 2015
    Islam MD; Singh HK; Ray T, 2015, 'A memetic algorithm for solving single objective bilevel optimization problems', IEEE Press, Sendai, Japan, pp. 1643 - 1650, presented at IEEE Congress on Evolutionary Computation (CEC), Sendai, Japan, 24 May 2015 - 28 May 2015
    Conference Papers | 2015
    Singh H; Asafuddoula M; Alam K; Ray T, 2015, 'Re-design for robustness: An approach based on many objective optimization', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), pp. 343 - 357, http://dx.doi.org/10.1007/978-3-319-15892-1_23
    Conference Papers | 2015
    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), Sydney, Australia, pp. 106 - 111, presented at World Congress on Structural and Multidisciplinary Optimization (WCSMO), Sydney, Australia, 07 June 2015 - 12 June 2015, http://web.aeromech.usyd.edu.au/WCSMO2015/978-0-646-94394-7.html
    Conference Papers | 2015
    Wang B; Singh HK; Ray T, 2015, 'A multi-objective genetic programming approach to uncover explicit and implicit equations from data', IEEE Press, Sendai, Japan, pp. 1129 - 1136, presented at IEEE Congress on Evolutionary Computation (CEC), Sendai, Japan, 24 May 2015 - 28 May 2015
    Conference Papers | 2015
    asafuddoula M; Singh HK; Isaacs A; Ray T, 2015, 'Performance of a steady state quantum genetic algorithm for multi/many-objective engineering optimization problems', IEEE Press, Sendai, Japan, pp. 893 - 899, presented at IEEE Congress on Evolutionary Computation (CEC), Sendai, Japan, 24 May 2015 - 28 May 2015
    Conference Papers | 2014
    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, http://dx.doi.org/10.1109/CEC.2014.6900232
    Conference Papers | 2014
    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, Institute of Electrical and Electronics Engineers Inc., Beijing, China, pp. 595 - 602, presented at IEEE Congress on Evolutionary Computation, CEC 2014, Beijing, China, 06 July 2014 - 11 July 2014, http://dx.doi.org/10.1109/CEC.2014.6900358
    Conference Papers | 2014
    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 July 2014 - 11 July 2014, http://dx.doi.org/10.1109/CEC.2014.6900239
    Conference Papers | 2014
    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, http://dx.doi.org/10.1109/CEC.2014.6900395
    Conference Papers | 2011
    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, 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 September 2011 - 16 September 2011
    Conference Papers | 2011
    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, IEEE, New Orleans, LA, pp. 1322 - 1326, presented at 2011 IEEE Congress of Evolutionary Computation, CEC 2011, New Orleans, LA, 05 June 2011 - 08 June 2011, http://dx.doi.org/10.1109/CEC.2011.5949769
    Theses / Dissertations | 2011
    Singh HK, 2011, Development of optimization methods to deal with current challenges in engineering design optimization
    Conference Papers | 2010
    Singh HK; Ray T; Smith WF, 2010, 'Performance of Infeasibility Empowered Memetic Algorithm (IEMA) on Engineering Design Problems', in AICI - Lecture Notes in Computer Science, Springer, Germany, pp. 425 - 434, presented at 23rd Australasian Joint Conference on Artificial Intelligence, Adelaide, SA, 07 December 2010 - 10 December 2010, http://dx.doi.org/10.1007/978-3-642-17432-2_43
    Conference Papers | 2010
    Singh HK; Ray T; Smith WF, 2010, 'Performance of Infeasibility Empowered Memetic Algorithm for CEC 2010 Constrained Optimization Problems', in IEEE Congress on Evolutionary Computation, IEEE, Barcelona, Spain, pp. 1 - 8, presented at IEEE Congress on Evolutionary Computation, Barcelona, Spain, 18 July 2010 - 23 July 2010, http://dx.doi.org/10.1109/CEC.2010.5585946
    Conference Papers | 2010
    Singh HK; Ray T; Smith WF, 2010, 'Surrogate Assisted Simulated Annealing (SASA) for Constrained Multi-objective Optimization', in IEEE Congress on Evolutionary Computation, IEEE, Barcelona, Spain, pp. 1 - 8, presented at IEEE Congress on Evolutionary Computation, Barcelona, Spain, 18 July 2010 - 23 July 2010, http://dx.doi.org/10.1109/CEC.2010.5586124
    Conference Papers | 2009
    Singh HK; Isaacs A; Nguyen T; Ray T; Yao X, 2009, 'Performance of Infeasibility Driven Evolutionary Algorithm on Constrained Single Objective Dynamic Optimization Problems', in Proceedings of CEC2009, IEEE, Trondheim, Norway, presented at IEEE Congress on Evolutionary Computation, 2009(CEC2009), Trondheim, Norway, 18 May 2009 - 21 May 2009, http://dx.doi.org/10.1109/CEC.2009.4983339
    Conference Papers | 2009
    Singh HK; Isaacs A; Ray T; Smith WF, 2009, 'An Improved Secondary Ranking for Many Objective Optimization problems', in Proceedings of Genetic and Evolutionary Computation Conference, ACM, NY, presented at Genetic and Evolutionary Computation Conference (GECCO-2009), Montreal, Canada, 08 July 2009 - 12 July 2009, http://dx.doi.org/10.1145/1569901.1570190
    Conference Papers | 2008
    Singh HK; Isaacs A; Ray T; Smith WF, 2008, 'A simulated annealing algorithm for single objective trans-dimensional optimization problems', in Eighth International Conference on Hybrid Intelligent Systems (HIS 2008), Barcelona, Spain, presented at 8th International Conference on Hybrid Intelligent Systems, Barcelona, Spain, 10 September 2008 - 12 September 2008, http://dx.doi.org/10.1109/HIS.2008.45
    Conference Papers | 2008
    Singh HK; Isaacs A; Ray T; Smith WF, 2008, 'A study on the performance of substitute distance based approaches for evolutionary many objective optimization', in LNCS 5361: Simulated Evolution and Learning ? SEAL 2008, Melbourne, Australia, presented at 7th International Conference on Simulated Evolutionary and Learning, Melbourne, Australia, 07 December 2008 - 09 December 2008, http://dx.doi.org/10.1007/978-3-540-89694-4_41
    Conference Papers | 2008
    Singh HK; Isaacs A; Ray T; Smith WF, 2008, 'Infeasibility Driven Evolutionary Algorithm (IDEA) for engineering design optimization', in AI 2008: Advances in artificial intelligence, Auckland, NZ, presented at 21st Australasian Joint Conference on Artificial Intelligence, Auckland, NZ, 01 December 2008 - 05 December 2008, http://dx.doi.org/10.1007/978-3-540-89378-3_11
    Conference Papers | 2007
    Singh HK; Isaacs A; Ray T; Smith WF, 2007, 'A Simulated Annealing Algorithm for Constrained Multi-objective Optimization Problems', in Proceedings 2008 IEEE Congress on Evolutionary Computation, CEC 2008, Singapore, presented at IEEE Congress on Evolutionary Computation (CEC 2007), Singapore, 25 September 2007 - 28 September 2007

Selected competitive research grants 
  • ARC Discovery Project | Singh, Ray and Sinha, Evolutionary computation for expensive bilevel multiobjective problems, 2022-25.
  • ARC Discovery Project | Singh and Deb, Evolutionary computation for robust multi-objective engineering design, 2019-23.
  • Endeavour Fellowship by Australian Government Department of Education and Training | Singh, 2018-19.
  • University-industry collaborative grant with Staybil Pvt. Ltd. by APR Intern (formerly AMSI intern) program | Singh and Huynh, 2017-18.
  • US Office of Naval Research Grant | Abbass, ElSayed and Singh, 2018-20.
  • Australia-China Young Scientists Exchange Program by Australian Department of Industry, Innovation and Science and the Chinese Ministry of Science and Technology | Singh, 2017.
  • Australia-Germany Joint Research Cooperation Scheme by Universities Australia and DAAD | Singh, Bhattacharjee, Ray, Mostaghim and Moritz, 2017-2018.
  • Australian Bicentennial Fellowship by Menzies Centre for Australian Studies, Kings College London, UK | Singh, 2016.
  • Travel Grant by Ian Potter Foundation | Singh, 2016.

Selected awards

  • Best Paper Award, IEEE Congress on Evolutionary Computation (CEC) 2023 | Wang, Singh, Ray, 2023
  • Best Paper Nomination, Parallel Problem Solving from Nature (PPSN), 2022 (one of 6 out of 87 papers) | Singh, Branke, 2022.
  • Best Presentation Award, International Conference on Multi-criterion Optimization (EMO)| Wang, Singh, Ray, 2021.
  • Winner, Competition on Online Data-driven Multi-objective Optimization, IEEE Congress on Evolutinoary Computation (CEC) | Habib, Singh, Chugh, Ray, Miettinen, 2019.
  • Best Paper Nomination, IEEE Congress on Evolutionary Computation (CEC), 2018 (one of 6 out of 347 papers) | Islam, Singh, Ray, 2018.
  • World Congress on Structural and Multidisciplinary Optimization (WCSMO-11) ECR Fellowship, 2015.
  • Travel award by CASS (Contributing to Australian Scholarship and Science Foundation, 2015.
  • Above and beyond Award, GE Aviation, India: For enhancment of advanced data matching tool, 2012.
  • P3DT Quality cup, GE Aviation, India (team award):, For following ISO rigor in execution of projects, 2012.
  • The Australian Society for Defence Engineering Prize, UNSW Australia: Awarded to the most outstanding thesis by a postgraduate research student completing a Masters by research or a PhD in the School of Engineering and Information Technology, 2011.
  • Research presentation award, UNSW Australia: Annual faculty research day, 2010.
  • Research poster award (packer's prize), UNSW Australia: Annual faculty research day, 2010.

My research interest lies broadly in developing efficient evolutionary computation methods for design optimization.  It encapsulates problems such as:

- Multi-/many-objective optimization and decision-making

- Constraint handling in evolutionary algorithms

- Bilevel optimization

- Computationally expensive/surrogate-assisted optimization

- Multi-concept optimization

 

 

My Research Supervision

Kamrul Rahi | PhD, primary supervisor

Rounak Saha Niloy | Masters (research), primary supervisor

----

Past students:

Quang Nhat Huynh | PhD, primary supervisor, graduated 2022. Currently with Adiona, Australia.

Mohammad Mohiuddin Mamun | PhD, co-supervisor, graduated 2021. Currently with Ford Australia.

Dael Liddicoat | Masters (research), co-supervisor, graduated 2021. Currently with Australian Defence Force.

Kamrul Hasan Rahi | Masters (research), primary supervisor, graduated 2020. Currently doctoral student with UNSW Canberra, Australia.

Ahsanul Habib | Phd, co-supervisor, graduated 2019. Currently Data Analyst with Murray-Darling Basin Authority.

Shelvin Chand | PhD, primary supervisor, graduated 2018. Currently Operations Research Analyst with Dominos Pizza Enterprises Ltd., Australia.

Kalyan Shankar Bhattacharjee | Phd, co-supervisor, graduated 2018. Currently Senior Manager (Data Science, Asia Pacific) with Johnson and Johnson.

Monjurul Islam | Phd, primary supervisor, graduated 2018. Currently Lecturer with CIT, Australia.

Marwa Hassan | Masters (research), co-supervisor, graduated 2017. Currently Lecturer with UNSW Canberra, Australia.

Liu Min | Phd, co-supervisor, graduated 2014. Currently Transportation Engineer with Transurban, Australia.

My Teaching

ZEIT 3500 Engineering Structures

ZEIT 3700 Mechanical Design 1

ZEIT 4700 Mechanical Design 2