Framework for minimising the impact of regional shocks on global food security using multi-objective ant colony optimisation. (September 2017)
- Record Type:
- Journal Article
- Title:
- Framework for minimising the impact of regional shocks on global food security using multi-objective ant colony optimisation. (September 2017)
- Main Title:
- Framework for minimising the impact of regional shocks on global food security using multi-objective ant colony optimisation
- Authors:
- Golding, Peter
Kapadia, Sam
Naylor, Stella
Schulz, Jonathan
Maier, Holger R.
Lall, Upmanu
van der Velde, Marijn - Abstract:
- Abstract: A general framework for the identification of optimal strategies for mitigating the impact of regional shocks to the global food production network is introduced. The framework utilises multi-objective ant colony optimisation (ACO) as the optimisation engine and is applicable to production-, demand-, storage- and distribution-focussed mitigation options. A detailed formulation for using trade as the mitigation option is presented and applied to a shock to wheat production in North America for illustrative purposes. Different strategies for improving the performance of the ACO algorithm are also presented and tested. Results indicate that the proposed framework has the potential to identify a range of practical trade mitigation strategies for consideration by decision makers, including trade-offs between the extent to which regional shocks can be mitigated and the degree to which existing trade arrangements have to be modified, as well as the relative importance of various trade agreements and different exporting countries. Highlights: Framework for mitigating impact of regional shocks to global food production. Use of multi-objective ant colony optimisation (ACO). Detailed formulation for considering trade as the mitigation strategy. Application to regional shock to wheat production in North America. Investigation of impact of different mechanisms for improving ACO performance.
- Is Part Of:
- Environmental modelling & software. Volume 95(2017)
- Journal:
- Environmental modelling & software
- Issue:
- Volume 95(2017)
- Issue Display:
- Volume 95, Issue 2017 (2017)
- Year:
- 2017
- Volume:
- 95
- Issue:
- 2017
- Issue Sort Value:
- 2017-0095-2017-0000
- Page Start:
- 303
- Page End:
- 319
- Publication Date:
- 2017-09
- Subjects:
- Optimization -- Global food security -- Shock mitigation -- Trade -- Ant colony optimization -- Search space size reduction
Environmental monitoring -- Computer programs -- Periodicals
Ecology -- Computer simulation -- Periodicals
Digital computer simulation -- Periodicals
Computer software -- Periodicals
Environmental Monitoring -- Periodicals
Computer Simulation -- Periodicals
Environnement -- Surveillance -- Logiciels -- Périodiques
Écologie -- Simulation, Méthodes de -- Périodiques
Simulation par ordinateur -- Périodiques
Logiciels -- Périodiques
Computer software
Digital computer simulation
Ecology -- Computer simulation
Environmental monitoring -- Computer programs
Periodicals
Electronic journals
363.70015118 - Journal URLs:
- http://www.sciencedirect.com/science/journal/13648152 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.envsoft.2017.06.004 ↗
- Languages:
- English
- ISSNs:
- 1364-8152
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3791.522800
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