A Mixed Integer Linear Programing Formulation for Unrestricted Wind Farm Layout Optimization
نویسندگان
چکیده
This paper presents a novel mixed integer linear programing (MILP) formulation for finding the optimal layout of a fixed number of identical turbines that maximizes wind farm power generation. Previous MILP formulations with power maximizing objectives discretize the feasible space by using a grid of possible turbine locations. The proposed MILP formulation takes a different approach by allowing unrestricted placement of turbines, but treats wake cone overlap as a binary outcome. The rationale behind the proposed formulation is that the expansion of the feasible space for turbine placement in the proposed formulation would offset the disadvantage of using a lower fidelity binary wake cone overlap model. For small wind farms, the proposed formulation was able to produce superior layouts compared to a grid-based MILP formulation. [DOI: 10.1115/1.4033239]
منابع مشابه
Solving Wind Farm Layout Optimization with Mixed Integer Programming and Constraint Programming
The wind farm layout optimization problem is concerned with the optimal location of turbines within a fixed geographical area to maximize energy capture under stochastic wind conditions. Previously it has been modelled as a maximum diversity (or p-dispersion-sum) problem, but such a formulation cannot capture the nonlinearity of aerodynamic interactions among multiple wind turbines. We present ...
متن کاملOptimizing the Design of a Wind Farm Collection Network
In this article we study a network design problem that arises in the exploitation of wind energy. We formulate this problem as a mixed integer programming problem, relate this formulation to other problems in combinatorial optimization, strengthen the formulation and propose cutting planes, and finally present experimental results for real-world instances of the collection network design problem.
متن کاملOptimizing the arrangement and the selection of turbines for wind farms subject to varying wind conditions
The development of large scale wind farms that can compete with conventional energy resources presents significant challenges to today’s wind energy industry. A powerful solution to these daunting challenges can be offered by a synergistic consideration of the key design elements (turbine selection and placement) and the variations in the natural resource. This paper significantly advances the ...
متن کاملLarge-scale hierarchical optimization for online advertising and wind farm planning
This thesis develops a framework to investigate and design novel optimization methods for two important problems: computational advertising (particularly, sponsored search) and wind farm turbine-layout planning. Whereas very different in specifics, both problems share some common abstractions. The existing solution in sponsored search is based on a greedy pay-per-click auction and is suitable o...
متن کاملDeveloping a Mixed Integer Quadratic Programing Model with Integer Numbers for Designing a Dynamic closed-loop Logistics Network
Logistics Network Design includes network configuration decisions having long-standing influences on other tactical and operational decisions. Recently, regarding environmental issues and customer awareness and global warming closed-loop supply chain network design is taken into consideration. The proposed network for the integrated forward and reverse logistics is developed by formulating a cy...
متن کامل