Research Output per year
Personal profile
Research interests
I have been an active member of the international evolutionary computation and optimisation community for the past twenty years. In that time, I have produced over 80 peer reviewed works, including books, journal articles, book chapters and conference papers. Apart from that, I have organised and chaired a number of conferences and workshops as well as supervised students at a masters and doctoral level.
My current interests focus on real-world applications of evolutionary computation (such as problems in radio-frequency antenna and aerofoil design) as well as the algorithmic mechanics of heuristic search techniques. I also have a growing interest in data analytics.
I frequently collaborate with researchers at Griffith University, Cambridge University and the University of Tasmania.
Statement for HDR students
Topics within the area of real-world optimisation and the examination of evolutionary computation methods are available for HDR students to pursue with me.
Education/Academic qualification
Environmental and Applied Science, PhD, Griffith University Queensland
Fingerprint Dive into the research topics where Marcus Randall is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
Ant colony optimization
Engineering & Materials Science
Extremal Optimization
Mathematics
Metaheuristics
Mathematics
Combinatorial optimization
Engineering & Materials Science
Radio frequency identification (RFID)
Engineering & Materials Science
Multiobjective optimization
Engineering & Materials Science
Antennas
Engineering & Materials Science
Traveling salesman problem
Engineering & Materials Science
Network
Recent external collaboration on country level. Dive into details by clicking on the dots.
Research Output 1994 2019
A model for a reliable single allocation hub network design under massive disruption
Yahyaei, M., Bashiri, M. & Randall, M., Sep 2019, In : Applied Soft Computing. 82, 14 p., 105561.Research output: Contribution to journal › Article › Research › peer-review
Network performance
Linearization
Disasters
Hardness
Costs
Long Term Implications of Climate Change on Crop Planning
Lewis, A., Randall, M., Elliott, S. & Montgomery, J., 8 Jun 2019, Computational Science – ICCS 2019. Rodrigues, J. M. F., Cardoso, P. J. S., Monteiro, J., Lam, R., Dongarra, J. J., Krzhizhanovskaya, V. V., Lees, M. H. & Sloot, P. M. A. (eds.). Cham: Springer, Vol. V. p. 369-382 14 p. (Lecture Notes in Computer Science; vol. 11540).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review
crop
climate change
land degradation
arable land
food security
1
Citation
(Scopus)
29
Downloads
(Pure)
A Computational Comparison of Evolutionary Algorithms for Water Resource Planning for Agricultural and Environmental Purposes
Montgomery, J., Fitzgerald, A., Randall, M. & Lewis, A., 28 Sep 2018, 2018 IEEE Congress on Evolutionary Computation, CEC 2018 - Proceedings. IEEE Computer Society, 8477712Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review
Open Access
File
water resource
crop
semiarid region
fallow
river basin
Explorations of a Bayesian Belief Network for the Simultaneous Farming of Rice and Shrimp Crops
Lewis, A., Randall, M., Stewart-Koster, B., Dieu Anh, N., Burford, M., Condon, J., Van Qui, N., Huu Hiep, L. & Sammut, J., 2018, Proceedings of the 16th International Conference on Computer Applications 2018. Yangon: University of Computer Studies, Yangon, p. 85-93 9 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review
shrimp
farming systems
rice
crops
farmers
Constrained optimisation of agricultural water management with parameter-sensitive objectives
Lewis, A., Randall, M., Capon, S. & Jackwitz, E., 2017, Proceedings of the 15th International Conference on Computer Applications (ICCA 2017). Yangon, Myanmar, p. 79-85 7 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review
water management
food security
crop yield
profitability
genetic algorithm
Student theses
Experiments with property driven monitoring of C programs
Author: Vorobyov, K., 10 Oct 2015Supervisor: Krishnan, P. (Supervisor), Randall, M. (Supervisor) & Stocks, P. (Supervisor)
Student thesis: Doctoral Thesis
File
Extremal Optimisation Applied to Constrained Combinatorial Multi-Objective Optimisation Problems
Author: Gomez-Meneses, P., 6 Oct 2012Supervisor: Randall, M. (Supervisor)
Student thesis: Doctoral Thesis
File
Generating Effective Test Suites for Reactive Systems using Specification Mining
Author: Bokil, P. R., 14 Jun 2014Supervisor: Krishnan, P. (Supervisor) & Randall, M. (Supervisor)
Student thesis: Doctoral Thesis
File
Solution Biases and Pheromone Representation Selection in Ant Colony Optimisation.
Author: Montgomery, E., 1 Oct 2005Supervisor: Randall, M. (Supervisor) & Hendtlass, T. (External person) (Supervisor)
Student thesis: Doctoral Thesis
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