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Groundwater Remediation Design Using Multiscale Genetic Algorithms
Publisher: American Society of Civil Engineers
Abstract: Water resources optimization models often use spatial numerical models to approximate the physics of natural systems. The discretization of the numerical grids can affect their search for optimal solutions, in terms of ...
Efficient Multiscale Methods for Optimal In Situ Bioremediation Design
Publisher: American Society of Civil Engineers
Abstract: This paper presents a multiscale derivative method for solving a successive approximation linear quadratic regulator model for optimal in situ bioremediation design. An efficient one-sided forward divided difference numerical ...
Full Multiscale Approach for Optimal Control of In Situ Bioremediation
Publisher: American Society of Civil Engineers
Abstract: Solving field-scale optimal groundwater remediation design problems is a challenge, especially when computationally intensive reactive transport models are needed. In this paper, a full multiscale approach to partial ...
Effects of Local Search Algorithms on Groundwater Remediation Optimization Using a Self-Adaptive Hybrid Genetic Algorithm
Publisher: American Society of Civil Engineers
Abstract: Genetic algorithms allow solution of more complex, nonlinear civil, and environmental engineering problems than traditional gradient-based approaches, but they are more computationally intensive. One way to improve algorithm ...
Image-Based Machine Learning for Reduction of User Fatigue in an Interactive Model Calibration System
Publisher: American Society of Civil Engineers
Abstract: The interactive multiobjective genetic algorithm (IMOGA) is a promising new approach to calibrate models. The IMOGA combines traditional optimization with an interactive framework, thus allowing both quantitative calibration ...
One-Way Spatial Multiscale Method for Optimal Bioremediation Design
Publisher: American Society of Civil Engineers
Abstract: Ground-water management models can be computationally intensive and field-scale application of these techniques to complex processes such as in situ bioremediation is not currently possible. A one-way spatial multiscale ...
Striking the Balance: Long-Term Groundwater Monitoring Design for Conflicting Objectives
Publisher: American Society of Civil Engineers
Abstract: This study demonstrates the use of high-order Pareto optimization (i.e., optimizing a system for more than two objectives) on a long-term monitoring (LTM) application. The LTM application combines quantile kriging and the ...
Feasibility Study of Thermal In Situ Bioremediation
Publisher: American Society of Civil Engineers
Abstract: A feasibility study of a new technology for remediating sites contaminated with dense non-aqueous-phase liquids (DNAPLs) is presented. The technology combines two conventional remediation approaches, thermal treatment and ...
Adaptive Hybrid Genetic Algorithm for Groundwater Remediation Design
Publisher: American Society of Civil Engineers
Abstract: Optimal groundwater remediation design problems are often complex, nonlinear, and computationally intensive. Genetic algorithms allow solution of more complex nonlinear problems than traditional gradient-based approaches, ...
The Role of the Systems Community in the National Science Foundation’s Environmental Observatories
Publisher: American Society of Civil Engineers