Projects per year
Personal profile
Biography
Prof Andreas Ernst has over 20 years experience in the development of optimisation and simulation models to assist businesses with strategic and operational decision making. He was the director of MAXIMA, the Monash Academy for Cross and Interdisciplinary Mathematical Applications. In addition to his teaching & research role as a professor in the School of Mathematics, he is currently a Senior Research Fellow with the Australia Indonesia Centre, and a Chief Investigator in OPTiMA, the ARC Training centre in Optimisation Technologies, Integrated Methods & Applications. His research interests focus on scheduling and optimisation for large-scale industrial applications, including high-performance combinatorial optimisation algorithms, parallel matheuristics, and network optimisation. Past projects have included optimisation of coal supply chains, scheduling of recreational vehicles (motorhomes), train scheduling, rostering, and research into hub location algorithms.
Research interests
Andreas Ernst's research is primarily in the area of optimisation and operations research. His interest is in methods for solving large scale integer programs including decomposition methods and matheuristics. These methods are important for dealing with real world applications. Andreas Ernst has a long track record of applying these methods in practice in a variety of areas including the mining industry, transport & logistics and energy.
If you are looking for benchmark data from some of my papers, please see the following website: https://andreas-ernst.github.io/Mathprog-ORlib/
Supervision interests
Research projects for a PhD or research Masters are developed to suit the interests and background of the candidate, in areas such as:
- Matheuristics that combine decomposition techniques such as Benders, Lagrangian or Dantzig-Wolfe decomposition with meta-heuristic search.
- Use of machine learning for discrete optimization and vice versa - using discrete optimisation to train machine learning models.
- Single track rail scheduling, based on work with the Australia-Indonesia Centre on the Makassar-Parepare railway in South Sulawesi, Indonesia
- Development of integer programming methods for large-scale discrete optimisation problems arising in network design, hub location, transport & logistics, energy networks and mine planning.
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Research area keywords
- Operations Research
- Optimization
- Integer Programming
- Scheduling
Collaborations and top research areas from the last five years
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Learning to Value Constraints
Ernst, A. (Primary Chief Investigator (PCI)), Li, X. (Chief Investigator (CI)), Sun, Y. (Chief Investigator (CI)) & Bowly, S. (Partner Investigator (PI))
19/06/25 → 18/06/28
Project: Research
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ARC Training Centre in Optimisation Technologies, Integrated Methodologies, and Applications (OPTIMA)
Smith-Miles, K. (Primary Chief Investigator (PCI)), Stuckey, P. (Chief Investigator (CI)), Taylor, P. G. (Chief Investigator (CI)), Ernst, A. (Chief Investigator (CI)), Aickelin, U. (Chief Investigator (CI)), Garcia De La Banda Garcia, M. (Chief Investigator (CI)), Pearce, A. (Chief Investigator (CI)), Wallace, M. (Chief Investigator (CI)), Bondell, H. (Chief Investigator (CI)), Hyndman, R. (Chief Investigator (CI)), Alpcan, T. (Chief Investigator (CI)), Thomas, D. A. (Chief Investigator (CI)), Anjomshoa, H. (Chief Investigator (CI)), Kirley, M. G. (Chief Investigator (CI)), Tack, G. (Chief Investigator (CI)), Costa, A. (Chief Investigator (CI)), Fackrell, M. (Chief Investigator (CI)), Zhang, L. (Chief Investigator (CI)), Glazebrook, K. (Partner Investigator (PI)), Branke, J. (Partner Investigator (PI)), O'Sullivan, B. (Partner Investigator (PI)), O'Shea, N. (Partner Investigator (PI)), Cheah, A. (Partner Investigator (PI)), Meehan, A. (Partner Investigator (PI)), Wetenhall, P. (Partner Investigator (PI)), Bowly, D. (Partner Investigator (PI)), Bridge, J. (Chief Investigator (CI)), Faka, S. (Partner Investigator (PI)), Mareels, I. (Partner Investigator (PI)), Coleman, R. A. (Partner Investigator (PI)), Crook, J. (Partner Investigator (PI)), Liebman, A. (Chief Investigator (CI)) & Aleti, A. (Chief Investigator (CI))
Equans Services Australia Pty Limited, Anonymous Donation Gift
23/09/21 → 23/09/26
Project: Research
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Towards Robust Decision Making in Force Design
Ernst, A. (Primary Chief Investigator (PCI)) & Rieger, J. (Chief Investigator (CI))
Defence Science and Technology Group (DST) (Australia)
3/05/21 → 31/12/21
Project: Research
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AICPAIRSIP2: Maximising the Effectiveness of the South Sulawesi Rail Line
Ernst, A. (Primary Chief Investigator (PCI)), Pujawan, N. (Partner Investigator (PI)), Malkhamah, S. (Partner Investigator (PI)) & Sebastian, E. (Chief Investigator (CI))
30/04/21 → 9/08/22
Project: Research
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Russell Tait & Jenny Tait Postgraduate Research Scholarship
Mitchell, D. (Primary Chief Investigator (PCI)) & Ernst, A. (Supervisor)
4/01/21 → 1/09/24
Project: Research
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A robust optimization approach for a two-player force-design game
Christiansen, J., Ernst, A. T. & Rieger, J., 16 Oct 2024, In: European Journal of Operational Research. 318, 2, p. 656-669 14 p.Research output: Contribution to journal › Article › Research › peer-review
Open Access1 Citation (Scopus) -
Enhancing constraint programming via supervised learning for job shop scheduling
Sun, Y., Nguyen, S., Thiruvady, D., Li, X., Ernst, A. T. & Aickelin, U., 7 Jun 2024, In: Knowledge-Based Systems. 293, 13 p., 111698.Research output: Contribution to journal › Article › Research › peer-review
Open Access6 Citations (Scopus) -
Exome-informed formulations of food proteins enhance body growth and feed conversion efficiency in ad libitum-fed mice
Wu, T., Baatar, D., O' Connor, A. E., O'Bryan, M. K., Stringer, J. M., Hutt, K. J., Malimige Aponso, M., Monro, K., Luo, J., Zhu, Y., Ernst, A., Swindells, E. O. K., Alesi, L. R., Tho Tony Nguyen, N., Piper, M. D. W. & Bennett, L. E., Jan 2024, In: Food Research International. 176, 13 p., 113819.Research output: Contribution to journal › Article › Research › peer-review
Open Access2 Citations (Scopus) -
Instance space analysis for the car sequencing problem
Sun, Y., Esler, S., Thiruvady, D., Ernst, A. T., Li, X. & Morgan, K., 2024, In: Annals of Operations Research. 341, p. 41–69 29 p.Research output: Contribution to journal › Article › Research › peer-review
Open Access2 Citations (Scopus) -
Adaptive solution prediction for combinatorial optimization
Shen, Y., Sun, Y., Li, X., Eberhard, A. & Ernst, A., 16 Sept 2023, In: European Journal of Operational Research. 309, 3, p. 1392-1408 17 p.Research output: Contribution to journal › Article › Research › peer-review
6 Citations (Scopus)
Activities
- 2 Contribution to conference
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AMSI Optimise
Ernst, A. (Organiser)
26 Jun 2017 → 30 Jun 2017Activity: Participating in or organising an event types › Contribution to conference
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International Symposium on Scheduling 2017
Ernst, A. (Keynote/plenary speaker)
23 Jun 2017Activity: Participating in or organising an event types › Contribution to conference