2005
DOI: 10.1111/j.1745-6584.2005.00057.x
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Optimizing Remediation of an Unconfined Aquifer Using a Hybrid Algorithm

Abstract: We present a novel hybrid algorithm, integrating a genetic algorithm (GA) and constrained differential dynamic programming (CDDP), to achieve remediation planning for an unconfined aquifer. The objective function includes both fixed and dynamic operation costs. GA determines the primary structure of the proposed algorithm, and a chromosome therein implemented by a series of binary digits represents a potential network design. The time-varying optimal operation cost associated with the network design is compute… Show more

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Cited by 16 publications
(12 citation statements)
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“…Performance is a general term used for a part or overall actions or activities of an organization during a certain period, carried out with reference towards a set of standards. These standards include; past or projected costs, certain basis for efficiency, management responsibility or accountability and others alike (Hsiao and Chang 2005). Performance is the ability, effort and opportunity of a personnel, team, or organizational unit in carrying out its duties to achieve predetermined strategic goals.…”
Section: Service Successmentioning
confidence: 99%
“…Performance is a general term used for a part or overall actions or activities of an organization during a certain period, carried out with reference towards a set of standards. These standards include; past or projected costs, certain basis for efficiency, management responsibility or accountability and others alike (Hsiao and Chang 2005). Performance is the ability, effort and opportunity of a personnel, team, or organizational unit in carrying out its duties to achieve predetermined strategic goals.…”
Section: Service Successmentioning
confidence: 99%
“…The total available data has been divided into two sets, training and validation set: approximately 2500 patterns (samples) were used to train the ANN, and 500 different patterns were used for validation. Here, the unconfined aquifer simulator is modified from the ISOQUAD (Pinder, 1978), a two-dimensional confined aquifer simulator, using the Picard method (Hsiao and Chang, 2005). The ISOQUAD is the numerical solution obtained by applying the Galerkin finite-element method for the space derivative and an implicit finite difference scheme for the time derivative.…”
Section: Integration Of Cddp and Annmentioning
confidence: 99%
“…These methods cannot address the discontinuity caused by the integer decision variables, and the optimal solution easily can be trapped in a local optimum because of the nonlinearity and there is no guarantee that a global optimum will be found. Hence, global‐search techniques (non‐gradient‐based optimization algorithms), such as the genetic algorithm, simulated annealing, and tabu search have been extensively applied to the problems of groundwater management (Dougherty and Marryott 1991; McKinney and Lin 1994; Huang and Mayer 1997; Aly and Peralta 1999; Zheng and Wang 1999; Mantoglou et al 2004; Park and Aral 2004; Hsiao and Chang 2005). Although global optimization schemes can identify the global optimum, the convergence is very slow when the number of decision variables is large.…”
Section: Introductionmentioning
confidence: 99%