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基于元胞自动机技术的农村中长期负荷预测方法
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作者 熊宁 肖异瑶 +2 位作者 姚志刚 钟士元 舒娇 《电测与仪表》 北大核心 2023年第4期106-112,共7页
针对农村用电负荷分布不均、多样性强,难以准确预测的问题,在考虑农村发展规划、经济、人口等影响负荷变化因素的基础上,提出了一种基于元胞自动机技术的农村中长期负荷预测方法。根据农村用电用途和特点,对农村负荷进行分类;按照台区... 针对农村用电负荷分布不均、多样性强,难以准确预测的问题,在考虑农村发展规划、经济、人口等影响负荷变化因素的基础上,提出了一种基于元胞自动机技术的农村中长期负荷预测方法。根据农村用电用途和特点,对农村负荷进行分类;按照台区供电范围内地块利用性质以及地块上负荷分布特点,定义了农村地块功能,利用最小二乘法得到不同功能地块的历史负荷密度曲线;在此基础上,结合农村发展规划、经济及自然条件等引起农村负荷密度和地块功能变化的影响因素,利用历史数据训练门控循环单元负荷密度模型,并利用元胞自动机技术预测地块变化信息;根据地块变化信息和历史负荷密度曲线,利用门控循环单元网络模型预测负荷密度,进而得到农村中长期负荷的预测结果;以某农村为例,验证了所提策略的可行性和有效性。 展开更多
关键词 农村用电负荷 中长期 负荷预测 元胞自动机技术 门控循环单网络模型
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Preliminary Study on Simulation of Global Seismic Activities with Global Strain Rate
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作者 Wang Wuxing Shi Yaolin 《Earthquake Research in China》 2014年第2期164-176,共13页
The relationship between the strain rate field observed by GPS and global distribution of strong earthquakes is analyzed in this work. How do we recognize the characteristics of global seismic activities with space ob... The relationship between the strain rate field observed by GPS and global distribution of strong earthquakes is analyzed in this work. How do we recognize the characteristics of global seismic activities with space observation technology? A preliminary model of Cellular Automata that could simulate the global seismic activities both in time and space has been established based on the results of global strain rate field provided by the GSRM Program. The grid of the model is evenly divided,which is consistent with that of GSRM.The status of each cell is its strain state,and is adjusted according to the evolution rules.Maximum shear strain criterion is adopted in the evolution of the Cellular Automata. The threshold for cells in surface expansion is 80% of that for those in compression. The preliminary model could in general simulate the main characteristics of the distribution of the global seismic activities. It could exhibit in general the global distribution of weak and active tectonic activities. Although the preliminary Cellular Automata model needs to be improved in many aspects,the result suggests the possibility of modeling the general features of rather complicated global seismic activities based on the strain rates obtained by GPS and other observations. 展开更多
关键词 Global strain rate Cellular Automata SIMULATION Seismic activity
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