Hemant Singh

Senior Lecturer

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/.

Preprints
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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
2020
Book Chapters
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Chen Y; Singh HK; Zhou A; Ray T, 2021, 'A Fast Converging Evolutionary Algorithm for Constrained Multiobjective Portfolio Optimization', in Lecture Notes in Computer Science, Springer International Publishing, pp. 283 - 295, http://dx.doi.org/10.1007/978-3-030-72062-9_23
2021
Wang B; Singh HK; Ray T, 2021, 'Investigating Normalization Bounds for Hypervolume-Based Infill Criterion for Expensive Multiobjective Optimization', in Lecture Notes in Computer Science, Springer International Publishing, pp. 519 - 530, http://dx.doi.org/10.1007/978-3-030-72062-9_41
2021
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
2020
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
2010
Singh HK; Ray T, 2010, 'Divide and Conquer in Coevolution: A Difficult Balancing Act', in Agent-Based Evolutionary Search, pp. 117 - 138, http://dx.doi.org/10.1007/978-3-642-13425-8_6
2010
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
2009
Conference Papers
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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, ACM, pp. 1035 - 1042, presented at GECCO '21: Genetic and Evolutionary Computation Conference, http://dx.doi.org/10.1145/3449639.3459267
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, ACM, pp. 211 - 212, presented at GECCO '21: Genetic and Evolutionary Computation Conference, http://dx.doi.org/10.1145/3449726.3459466
2021
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
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
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
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
2020
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, pp. 1642 - 1649, http://dx.doi.org/10.1109/CEC.2019.8790239
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
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
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
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
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
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
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
2019
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
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
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
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
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
2018
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
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
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
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
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
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
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
2017
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
2016
Bhattacharjee KS; Singh HK; Ray T, 2016, 'A Study on Performance Metrics to Identify Solutions of Interest from a Trade-Off Set', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Springer, Canberra, ACT, Australia, pp. 66 - 77, 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_6
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
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
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
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
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
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
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
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, 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
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, 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
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, pp. 225 - 232, 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
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, Univ New S Wales, Canberra Campus, Kensington, AUSTRALIA, pp. 163 - 173, presented at 24th Australian-Society-for-Operations-Research (ASOR) Conference, Univ New S Wales, Canberra Campus, Kensington, AUSTRALIA, 16 November 2016 - 17 November 2016, http://dx.doi.org/10.1007/978-3-319-55914-8_12
2016
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
2015
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, IEEE Press, Sendai, Japan, pp. 1129 - 1136, presented at IEEE Congress on Evolutionary Computation (CEC), Sendai, Japan, 24 May 2015 - 28 May 2015, http://dx.doi.org/10.1109/CEC.2015.7257016
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), 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 June 2015 - 12 June 2015, http://web.aeromech.usyd.edu.au/WCSMO2015/978-0-646-94394-7.html
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
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', in 2015 IEEE Congress on Evolutionary Computation, CEC 2015 - Proceedings, IEEE Press, Sendai, Japan, pp. 893 - 899, presented at IEEE Congress on Evolutionary Computation (CEC), Sendai, Japan, 24 May 2015 - 28 May 2015, http://dx.doi.org/10.1109/CEC.2015.7256985
2015
Islam MD; 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, IEEE Press, Sendai, Japan, pp. 1643 - 1650, presented at IEEE Congress on Evolutionary Computation (CEC), Sendai, Japan, 24 May 2015 - 28 May 2015, http://dx.doi.org/10.1109/CEC.2015.7257084
2015
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
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
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
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
2014
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 September 2011 - 16 September 2011
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
2011
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
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
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
2010
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, pp. 1837 - 1838, 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
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, pp. 3127 - 3134, 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
2009
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, pp. 19 - 24, 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
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, pp. 401 - 410, 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
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, pp. 104 - 115, 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
2008
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, pp. 1655 - 1662, presented at IEEE Congress on Evolutionary Computation (CEC 2007), Singapore, 25 September 2007 - 28 September 2007, http://dx.doi.org/10.1109/CEC.2008.4631013
2007
Conference Posters
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El-Fiqi H; Campbell B; Elsayed S; Perry A; Singh HK; Hunjet R; Abbass H, 2020, 'A preliminary study towards an improved shepherding model', pp. 75 - 76, http://dx.doi.org/10.1145/3377929.3390067
2020
Journal articles
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Rahi KH; Singh HK; Ray T, 2021, 'Feasibility-ratio based sequencing for computationally efficient constrained optimization', Swarm and Evolutionary Computation, vol. 62, pp. 100850 - 100850, http://dx.doi.org/10.1016/j.swevo.2021.100850
2021
Rahi KH; Singh HK; Ray T, 2021, 'Evolutionary Algorithm Embedded with Bump-Hunting for Constrained Design Optimization', Journal of Mechanical Design, Transactions of the ASME, vol. 143, http://dx.doi.org/10.1115/1.4047688
2021
Rahi KH; Singh HK; Ray T, 2021, 'Partial Evaluation Strategies for Expensive Evolutionary Constrained Optimization', IEEE Transactions on Evolutionary Computation, http://dx.doi.org/10.1109/TEVC.2021.3078486
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, vol. 270, pp. 114090 - 114090, http://dx.doi.org/10.1016/j.compstruct.2021.114090
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, vol. 277, http://dx.doi.org/10.1016/j.compstruct.2021.114622
2021
Mamun MM; Singh HK; Ray T, 2021, 'A Multifidelity Approach for Bilevel Optimization with Limited Computing Budget', IEEE Transactions on Evolutionary Computation, pp. 1 - 1, http://dx.doi.org/10.1109/TEVC.2021.3120111
2021
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
2020
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
2020
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
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, vol. 8, pp. 214658 - 214671, http://dx.doi.org/10.1109/ACCESS.2020.3037325
2020
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
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, vol. 159, pp. 437 - 446, http://dx.doi.org/10.1016/j.compositesb.2018.08.134
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, vol. 119, pp. 261 - 274, http://dx.doi.org/10.1016/j.compositesa.2019.02.002
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, vol. 7, pp. 33304 - 33328, http://dx.doi.org/10.1109/ACCESS.2019.2902812
2019
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
2019
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
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, vol. 44, pp. 897 - 912, http://dx.doi.org/10.1016/j.swevo.2018.09.007
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, vol. 23, pp. 1000 - 1014, http://dx.doi.org/10.1109/TEVC.2019.2899030
2019
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
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, vol. 18, pp. 288 - 298, http://dx.doi.org/10.2166/ws.2017.118
2018
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
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
2018
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
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, vol. 144, pp. 254 - 266, http://dx.doi.org/10.1016/j.compositesb.2018.03.003
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, vol. 22, pp. 733 - 747, http://dx.doi.org/10.1109/TEVC.2018.2840056
2018
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
2018
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, vol. 5, pp. 122 - 135, http://dx.doi.org/10.1016/j.jece.2016.11.030
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, vol. 24, pp. 227 - 237, http://dx.doi.org/10.12989/scs.2017.24.2.227
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, vol. 21, pp. 813 - 820, http://dx.doi.org/10.1109/TEVC.2017.2687320
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, vol. 176, pp. 844 - 859, http://dx.doi.org/10.1016/j.compstruct.2017.06.019
2017
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
2017
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
2017
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
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, vol. 68, pp. 71 - 93, http://dx.doi.org/10.1007/s10898-016-0454-0
2017
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
2017
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
2016
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
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, Transactions of the ASME, vol. 138, http://dx.doi.org/10.1115/1.4033991
2016
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
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, vol. 19, pp. 490 - 507, http://dx.doi.org/10.1109/TEVC.2014.2343791
2015
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
2014
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
2013
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
2011
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
2010
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
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, vol. 80, pp. 129 - 138, http://dx.doi.org/10.1108/00022660810859355
2008
Theses / Dissertations
add
Singh HK, 2011, Development of optimization methods to deal with current challenges in engineering design optimization
2011

Selected awards

  • 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.
Selected competitive research grants 
  • ARC Discovery Project | Singh and Deb, Evolutionary computation for robust multi-objective engineering design, 2019-22.
  • 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.
Organisational units
lensSchool of Engineering & Information Technology
Sub Theme
lensOptimization & Design