Wind Farm Layout Optimization Considering Energy Generation and Noise Propagation
نویسندگان
چکیده
Wind farm design deals with the optimal placement of turbines in a wind farm. Past studies have focused on energymaximization, cost-minimization or revenue-maximization objectives. As land is more extensively exploited for onshore wind farms, wind farms are more likely to be in close proximity with human dwellings. Therefore governments, developers, and landowners have to be aware of wind farms’ environmental impacts. After considering land constraints due to environmental features, noise generation remains the main environmental/health concern for wind farm design. Therefore, noise generation is sometimes included in optimization models as a constraint. Here we present continuous-location models for layout optimization that take noise and energy as objective functions, in order to fully characterize the design and performance spaces of the optimal wind farm layout problem. Based on Jensen’s wake model and ISO-9613-2 noise calculations, we used singleand multiobjective genetic algorithms (NSGA-II) to solve the optimization problem. Preliminary results from the biobjective optimization model illustrate the trade-off between energy generation and noise production by identifying several key parts of Pareto frontiers. In addition, comparison of single-objective noise and energy optimization models show that the turbine layouts and the inter-turbine distance distributions are different when considering these objectives individually. The relevance of these results for wind farm layout designers is explored. INTRODUCTION Wind energy installation has experienced a tremendous increase in the past decade. The Canadian Wind Energy Association envisioned Canada to have 55 GW of wind energy installation by 2025, equivalent to 20% of the country’s energy needs [1]. The United States has seen annual growth between 5 and 10 GW since 2007, with a total installed capacity of 43GW through the 3 rd quarter of 2011 [2]. Wind energy is still facing resistance in North America due to health and environmental concerns. The government of Canada has published a series of reports regarding noise generation of wind farms [3–5]. Regardless of whether wind farm noise has negative health impact, it concerns both the developers and the residents near wind farms. Therefore noise is an important factor in wind farm design. Due to the aerodynamic nature of both energy capture and noise generation, these are usually competing factors, meaning that the more energy we capture with a given set of wind turbines, the more noise it might generate. Many aspects affect Proceedings of the ASME 2012 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference IDETC/CIE 2012 August 12-15, 2012, Chicago, IL, USA
منابع مشابه
Optimal Scheduling of Coordinated Wind-Pumped Storage-Thermal System Considering Environmental Emission Based on GA Based Heuristic Optimization Algorithm
The integration of renewable wind and pumped storage with thermal power generation allows for dispatch of wind energy by generation companies (GENCOs) interested in participation in energy and ancillary services markets. However, to realize the maximum economic profit, optimal coordination and accounting for reduction in cost for environmental emission is necessary. The goal of this study is to...
متن کاملUnrestricted Wind Farm Layout Design With Optimal Control Considerations
Wind energy is a rapidly expanding source of renewable energy, but is highly intermittent. The performance of a wind farm, composed of a collection of wind turbines, depends not only on the placement of wind turbines in a farm, but also control actions taken by individual turbines. The wind turbine placement (layout) design problem involves adjusting turbine locations within a given area to imp...
متن کاملWind farm layout optimization under uncertainty with landowners' financial and noise concerns
Chen, Le, "Wind farm layout optimization under uncertainty with landowners' financial and noise concerns" (2013). Graduate Theses and Dissertations. Paper 13502. Figure 1.1 Property value and support for wind farm projects have congruent trends [4, 5]. 3
متن کاملWind farm layout using Biogeography Based Optimization
6 Wind energy is one of the most promising option for the renewable energy. Finding optimum set of locations for wind turbines in a wind farm so that the total energy output of the farm is maximum, is usually referred as the wind farm layout optimization problem (WFLOP). This article presents the solution of WFLOP using a recent unconventional optimization algorithm, Biogeography Based Optimiza...
متن کاملInfluence of Fault Current Limiter in Voltage Drop and TRV Considering Wind Farm
Influence of distributed generation systems in the distribution systems can increase the level of short-circuit current. The effectiveness of distributed generation systems is affected by the size, location, type of distributed generation systems technology, and the methods of connecting to distribution systems. Wind turbine system is the examples of distributed generation source. Not only does...
متن کامل