Improving accuracy of wind resource assessment through feedback loops of operational performance data: A South African case study

IF 0.6 4区 工程技术 Q4 ENERGY & FUELS
D. Pullinger, A. Ali, M. Zhang, N. Hill, T. Crutchley
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引用次数: 2

Abstract

This study addresses two key objectives using operational performance data from most of the Round 1 wind farms connected to the grid in South Africa: benchmarking of wind farm performance and validation of the pre-construction energy yield assessments. These wind farms were found to perform in line with internationally reported levels of wind farm availability, with a mean energy-based availability of 97.8% during the first two years of operation. The pre-construction yield assessments used for financing in 2012 were found to over-predict project yield (P50) by 4.9%. This was consistent with other validation studies for Europe and North America. It was also noted that all projects exceed the pre-construction P90 estimate. The reasons for this discrepancy were identified, with the largest cause of error being wind flow and wake-modelling errors. Following a reassessment using up to date methodologies from 2018, the mean bias in pre-construction predictions was 1.4%.
通过运行绩效数据的反馈循环提高风能资源评估的准确性:一个南非案例研究
本研究利用南非大多数第一轮并网风电场的运行性能数据,解决了两个关键目标:风电场性能的基准测试和建设前发电量评估的验证。这些风电场的表现与国际上报道的风电场可用性水平一致,在运营的前两年,平均能源可用性为97.8%。2012年用于融资的建设前收益率评估被发现高估了项目收益率(P50) 4.9%。这与欧洲和北美的其他验证性研究一致。还指出,所有项目都超过了建造前的估计数P90。确定了这种差异的原因,其中最大的错误原因是风流和尾迹建模错误。在2018年使用最新方法进行重新评估后,施工前预测的平均偏差为1.4%。
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来源期刊
CiteScore
3.00
自引率
0.00%
发文量
16
审稿时长
6 months
期刊介绍: The journal has a regional focus on southern Africa. Manuscripts that are accepted for consideration to publish in the journal must address energy issues in southern Africa or have a clear component relevant to southern Africa, including research that was set-up or designed in the region. The southern African region is considered to be constituted by the following fifteen (15) countries: Angola, Botswana, Democratic Republic of Congo, Lesotho, Malawi, Madagascar, Mauritius, Mozambique, Namibia, Seychelles, South Africa, Swaziland, Tanzania, Zambia and Zimbabwe. Within this broad field of energy research, topics of particular interest include energy efficiency, modelling, renewable energy, poverty, sustainable development, climate change mitigation, energy security, energy policy, energy governance, markets, technology and innovation.
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