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Sakhavand, Nahal; Rosenberger, Jay; Chen, Victoria CP; Gangammanavar, Harsha (, EURO Journal on Computational Optimization)
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Chawal, Ukesh; Rosenberger, Jay; Chen, Victoria CP; Lee, Wei J; Wijemanne, Mewan; Punugu, Raghavendra K; Kulvanitchaiyanunt, Asama (, Expert Systems with Applications)Lin, Binshan (Ed.)This paper formulates a mixed integer linear programming (MILP) model to optimize a system of electric vehicle (EV) charging stations. Our methodology introduces a two-stage framework that integrates the first-stage system design problem with a second-stage control problem of the EV charging stations and develops a design and analysis of computer experiments (DACE) based system design optimization solution method. Our DACE approach generates a metamodel to predict revenue from the control problem using multivariate adaptive regression splines (MARS), fit over a binned Latin hypercube (LH) experimental design. Comparing the DACE based approach to using a commercial solver on the MILP, it yields near optimal solutions, provides interpretable profit functions, and significantly reduces computational time for practical application.more » « less
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Roy, Abhijit; Rosenberger, Jay M.; Shahandashti, Mohsen (, American Society of Civil Engineers)
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Roy, Abhijit; Shahandashti, Mohsen; Rosenberger, Jay M. (, Journal of Pipeline Systems Engineering and Practice)
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