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Theses/Dissertations

2014

Electrical and Computer Engineering

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EA

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Full-Text Articles in Engineering

Biogeography-Based Optimization Of A Variable Camshaft Timing System, George L. Thomas Jan 2014

Biogeography-Based Optimization Of A Variable Camshaft Timing System, George L. Thomas

ETD Archive

Automotive system optimization problems are difficult to solve with traditional optimization techniques because the optimization problems are complex, and the simulations are computationally expensive. These two characteristics motivate the use of evolutionary algorithms and meta-modeling techniques respectively. In this work, we apply biogeography-based optimization (BBO) to radial basis function (RBF)-based lookup table controls of a variable camshaft timing system for fuel economy optimization. Also, we reduce computational search effort by finding an effective parameterization of the problem, optimizing the parameters of the BBO algorithm for the problem, and estimating the cost of a portion of the candidate solutions in BBO …