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- W28944978 abstract "We introduce a new hybrid Genetic Programming (GP) based method for timeseries prediction in predictive control applications. Our method combines existing state-of-the-art analytical models from predictive control with a modern typed graph GP system. The main idea is to pre-structure the GP search space with existing analytical models to improve prediction accuracy. We apply our method to a difficult predictive control problem from the water resource management industry, yielding an improved prediction accuracy, compared with both the best analytical model and with a modern GP method for time series prediction. Even if we focus this first study on predictive control, the automatic optimization of existing models through GP shows a great potential for broader application." @default.
- W28944978 created "2016-06-24" @default.
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- W28944978 date "2009-01-01" @default.
- W28944978 modified "2023-09-27" @default.
- W28944978 title "Genetic Programming Applied to Predictive Control in Environmental Engineering" @default.
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