A simulation environment for evaluation of routing algorithms for improvement of electromobility related services
This paper describes the formulation and simulation of an optimization algorithm for a remote valet charging service for electric vehicles in Singapore. The problem is formulated as a modified Sequential Ordering Problem (SOP) for multiple clusters, and a simulation tool is created for the developme...
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sg-smu-ink.sis_research-92062023-10-04T05:06:02Z A simulation environment for evaluation of routing algorithms for improvement of electromobility related services RAO, Akshay CAO, Zhiguang KLANNER, Felix This paper describes the formulation and simulation of an optimization algorithm for a remote valet charging service for electric vehicles in Singapore. The problem is formulated as a modified Sequential Ordering Problem (SOP) for multiple clusters, and a simulation tool is created for the development and analysis of proposed solutions.Two Genetic Algorithm based approaches with differing crossover functions are then described as candidate solutions, and compared with a greedy search-based approach. The number of nodes in the simulation environment is then scaled up, and the performance of the Genetic Algorithm based approaches are then evaluated. 2018-03-01T08:00:00Z text https://ink.library.smu.edu.sg/sis_research/8203 info:doi/10.1109/MITS.2017.2776122 Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Electromobility Multiple clusters Optimization algorithms Sequential ordering problems Simulation environment Singapore Theory and Algorithms |
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Electromobility Multiple clusters Optimization algorithms Sequential ordering problems Simulation environment Singapore Theory and Algorithms RAO, Akshay CAO, Zhiguang KLANNER, Felix A simulation environment for evaluation of routing algorithms for improvement of electromobility related services |
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This paper describes the formulation and simulation of an optimization algorithm for a remote valet charging service for electric vehicles in Singapore. The problem is formulated as a modified Sequential Ordering Problem (SOP) for multiple clusters, and a simulation tool is created for the development and analysis of proposed solutions.Two Genetic Algorithm based approaches with differing crossover functions are then described as candidate solutions, and compared with a greedy search-based approach. The number of nodes in the simulation environment is then scaled up, and the performance of the Genetic Algorithm based approaches are then evaluated. |
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RAO, Akshay CAO, Zhiguang KLANNER, Felix |
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RAO, Akshay CAO, Zhiguang KLANNER, Felix |
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RAO, Akshay |
title |
A simulation environment for evaluation of routing algorithms for improvement of electromobility related services |
title_short |
A simulation environment for evaluation of routing algorithms for improvement of electromobility related services |
title_full |
A simulation environment for evaluation of routing algorithms for improvement of electromobility related services |
title_fullStr |
A simulation environment for evaluation of routing algorithms for improvement of electromobility related services |
title_full_unstemmed |
A simulation environment for evaluation of routing algorithms for improvement of electromobility related services |
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simulation environment for evaluation of routing algorithms for improvement of electromobility related services |
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Institutional Knowledge at Singapore Management University |
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2018 |
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https://ink.library.smu.edu.sg/sis_research/8203 |
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