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基于支持向量机的发/输电系统快速蒙特卡洛可靠性评估方法 被引量:5
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作者 雷宇骁 李更丰 +1 位作者 黄玉雄 别朝红 《电信科学》 2019年第6期15-24,共10页
提出了一种基于支持向量机的发/输电系统快速蒙特卡洛可靠性评估方法。首先,遍历系统所有元件的故障并计算相应的最小切负荷量,得到用于训练机器学习模型的样本数据。然后,采用支持向量机作为挖掘系统元件故障与最小切负荷之间非线性映... 提出了一种基于支持向量机的发/输电系统快速蒙特卡洛可靠性评估方法。首先,遍历系统所有元件的故障并计算相应的最小切负荷量,得到用于训练机器学习模型的样本数据。然后,采用支持向量机作为挖掘系统元件故障与最小切负荷之间非线性映射关系的机器学习算法,训练得到不同故障下最小切负荷的估计模型。最后,将该模型与蒙特卡洛模拟法结合,随机采样元件状态,针对每个状态,由训练得到的估计模型直接给出最小切负荷量,从而实现发/输电系统可靠性的快速评估。将所提方法应用于发输电系统可靠性标准测试算例IEEE RTS 79,验证了其有效性和准确性。 展开更多
关键词 支持向量机 快速蒙特卡洛模拟法 可靠性评估 发/输电系统
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Vertical axis wind turbine with omni-directional-guide-vane for urban high-rise buildings 被引量:4
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作者 W. T. Chong S. C. Poh +1 位作者 A. Fazlizan K. C. Pan 《Journal of Central South University》 SCIE EI CAS 2012年第3期727-732,共6页
A novel shrouded wind-solar hybrid renewable energy and rain water harvester with an omni-directional-guide-vane(ODGV) for urban high-rise application is introduced.The ODGV surrounds the vertical axis wind turbine(VA... A novel shrouded wind-solar hybrid renewable energy and rain water harvester with an omni-directional-guide-vane(ODGV) for urban high-rise application is introduced.The ODGV surrounds the vertical axis wind turbine(VAWT) and enhances the VAWT performance by increasing the on-coming wind speed and guiding it to an optimum flow angle before it interacts with the rotor blades.An ODGV scaled model was built and tested in the laboratory.The experimental results show that the rotational speed of the VAWT increases by about 2 times.Simulations show that the installation of the ODGV increases the torque output of a single-bladed VAWT by 206% for tip speed ratio of 0.4.The result also reveals that higher positive torque can be achieved when the blade tangential force at all radial positions is optimized.In conclusion,the ODGV improves the power output of a VAWT and this integrated design promotes the installation of wind energy systems in urban areas. 展开更多
关键词 vertical axis wind turbine green architecture omni-directional-guide-vane wind-solar-rain water harvester urban wind energy generation
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A thermodynamics comparison of subcritical and transcritical organic Rankine cycle system for power generation
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作者 朱家玲 薄华宇 +2 位作者 李太禄 胡开永 刘克涛 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第9期3641-3649,共9页
A comparison on subcritical and transcritical organic Rankine cycle(ORC) system with a heat source of 110 ℃ geothermal water was presented. The net power output, thermal and exergy efficiencies and the products of ... A comparison on subcritical and transcritical organic Rankine cycle(ORC) system with a heat source of 110 ℃ geothermal water was presented. The net power output, thermal and exergy efficiencies and the products of the heat transfer coefficient(U) and the total heat exchange area(A)(UA values) were calculated for parametric optimization. Nine candidate working fluids were investigated and compared. Under the given conditions, transcritical systems have higher net power outputs than subcritical ones. The highest net power output of transcritical systems is 18.63 k W obtained by R218, and that of subcritical systems is 13.57 k W obtained by R600 a. Moreover, with the increase of evaporating pressure, the thermal and exergy efficiencies of transcritical systems increase at first and then decrease, but the efficiencies of subcritical ones increase. As a result, the efficiencies of transcritical systems cannot always outperform those of the subcritical ones. However, the subcritical systems have lower minimum UA values and lower expansion ratios than the transcritical ones at the maximum net power output. In addition, the transcritical cycles have higher expansion ratios than the subcritical ones at their maximum net power output. 展开更多
关键词 organic Rankine cycle low temperature heat source parametric optimization
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