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基于增强支持向量机的电力隧道多状态全过程监控方法 被引量:4
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作者 刘滨 刘春 +3 位作者 邵必飞 杨郭明 苟军 黄贵武 《计算技术与自动化》 2023年第4期41-46,共6页
提出基于增强支持向量机的电力隧道多状态全过程监控方法,精准监控电力隧道多种状态的全过程并直观展现监控结果。通过离散小波提取电力隧道动态数据流的低频近似因数重新组合数据并提取特征,再融合低频因数,得到电力隧道多状态混合特征... 提出基于增强支持向量机的电力隧道多状态全过程监控方法,精准监控电力隧道多种状态的全过程并直观展现监控结果。通过离散小波提取电力隧道动态数据流的低频近似因数重新组合数据并提取特征,再融合低频因数,得到电力隧道多状态混合特征;深入学习支持向量机(SVM),访问未获取类别的样本,通过标有“对”与“错”分类结果的访问点来优化分类器,以此增强支持向量机;运用粒子群优化(PSO)算法优化增强支持向量机参数,得到基于PSO-SVM的电力隧道多状态识别模型,通过模型的训练和测试,识别电力隧道的多状态,实现电力隧道多状态全过程监控。实验证明:该方法能够及时、精确地监控电力隧道内各指标的多种状态,对异常情况及时预警,可实现电力隧道多状态全过程的监控。 展开更多
关键词 电力隧道 支持向量机 全过程监控 多特征混合 分类器 离散小波分解
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Power system stabilizer design using hybrid multi-objective particle swarm optimization with chaos 被引量:9
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作者 Mahdiyeh Eslami Hussain Shareef Azah Mohamed 《Journal of Central South University》 SCIE EI CAS 2011年第5期1579-1588,共10页
A novel technique for the optimal tuning of power system stabilizer (PSS) was proposed,by integrating the modified particle swarm optimization (MPSO) with the chaos (MPSOC).Firstly,a modification in the particle swarm... A novel technique for the optimal tuning of power system stabilizer (PSS) was proposed,by integrating the modified particle swarm optimization (MPSO) with the chaos (MPSOC).Firstly,a modification in the particle swarm optimization (PSO) was made by introducing passive congregation (PC).It helps each swarm member in receiving a multitude of information from other members and thus decreases the possibility of a failed attempt at detection or a meaningless search.Secondly,the MPSO and chaos were hybridized (MPSOC) to improve the global searching capability and prevent the premature convergence due to local minima.The robustness of the proposed PSS tuning technique was verified on a multi-machine power system under different operating conditions.The performance of the proposed MPSOC was compared to the MPSO,PSO and GA through eigenvalue analysis,nonlinear time-domain simulation and statistical tests.Eigenvalue analysis shows acceptable damping of the low-frequency modes and time domain simulations also show that the oscillations of synchronous machines can be rapidly damped for power systems with the proposed PSSs.The results show that the presented algorithm has a faster convergence rate with higher degree of accuracy than the GA,PSO and MPSO. 展开更多
关键词 passive congregation CHAOS power system stabilizer penalty function particle swarm optimization
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The Hybrid Power Mean Involving the Character Sum of Polynomials and a Sum Analogous to Kloosterman Sum
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作者 LU Xingxing ZHANG Wenpeng 《数学进展》 2024年第6期1199-1209,共11页
The main purpose of this paper is using the properties of the classical Gauss sum and the analytic methods to study the computational problem of one kind of hybrid power mean involving the character sum of polynomials... The main purpose of this paper is using the properties of the classical Gauss sum and the analytic methods to study the computational problem of one kind of hybrid power mean involving the character sum of polynomials and a sum analogous to Kloosterman sum mod p,an odd prime,and give two sharp asymptotic formulae for them. 展开更多
关键词 character sum of polynomials a sum analogous to Kloosterman sum hybrid power mean the classical Gauss sum analytic method asymptotic formula
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