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基于动态双种群的黏菌和花粉混合算法
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作者 李大海 刘晓峰 王振东 《计算机应用研究》 CSCD 北大核心 2024年第7期2052-2060,共9页
针对单一启发式算法易受自身原理导致的全局和局部搜索不平衡的问题,提出了一种基于动态双种群的黏菌和花粉混合算法HASMFP。首先,通过种群个体和当前最优个体之间的距离,将种群动态划分为黏菌子种群和花粉子种群分别进行搜索,以更有效... 针对单一启发式算法易受自身原理导致的全局和局部搜索不平衡的问题,提出了一种基于动态双种群的黏菌和花粉混合算法HASMFP。首先,通过种群个体和当前最优个体之间的距离,将种群动态划分为黏菌子种群和花粉子种群分别进行搜索,以更有效地平衡算法的探索能力和开发能力;其次,对全局搜索融入相似度与适应度的综合排序感知机制来提高黏菌子种群的多样性,以帮助黏菌算法跳出局部最优;最后,在标准花粉算法的全局搜索中加入动态权重和恒定收缩系数,并对局部搜索设计了精英引导项来提高算法的收敛速度和搜索精度。选用CEC2017测试集中的12个函数作为实验测试集,将HASMFP与ISMA、DTSMA、HLFPA、SCFPA和tMFPA五种改进算法进行性能测试对比。还对HASMFP的各个改进策略进行消融实验,实验表明在综合改进策略的共同作用下,HASMFP的优化性能排名第一。基于实验结果的Friedman检验表明,HASMFP能够获取最优的性能。 展开更多
关键词 混合算法 黏菌算法 花粉算法 动态双种群 综合排序感知 精英引导项 动态权重
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电力系统机组组合问题的动态双种群粒子群算法 被引量:6
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作者 李丹 高立群 +1 位作者 王珂 黄越 《计算机应用》 CSCD 北大核心 2008年第1期104-107,共4页
针对标准粒子群优化算法易陷入局部最优点的缺点,提出了动态双种群粒子群优化算法(DDPSO)。该算法中两个子种群规模随进化过程不断变化,进化中分别采用不同的学习策略且相互交换信息。将该算法应用于机组组合问题中,采用实数矩阵编码方... 针对标准粒子群优化算法易陷入局部最优点的缺点,提出了动态双种群粒子群优化算法(DDPSO)。该算法中两个子种群规模随进化过程不断变化,进化中分别采用不同的学习策略且相互交换信息。将该算法应用于机组组合问题中,采用实数矩阵编码方法对发电计划进行编码,将两层优化问题转化为单层优化问题,直接运用DDPSO算法求解。仿真结果表明,用该方法解决机组组合问题具有良好的精度和鲁棒性。 展开更多
关键词 粒子群优化 动态双种群 学习策略 机组组合
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Monitoring population dynamics of the migratory Red-crowned Crane (Grus japonensis) at Shuangtaihekou National Nature Reserve,northeastern China,from 1991 to 2012 被引量:1
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作者 李玉祥 宋常站 +4 位作者 杨玉成 李晓静 李风丽 黄杰 黄秀艳 《Chinese Birds》 2012年第3期225-229,共5页
We studied migratory Red-crowned cranes from 1991-2012 in order to track population dynamics and trends for these cranes over time at Shuangtaihekou,northeastern China.Our results show that the earliest arrival date o... We studied migratory Red-crowned cranes from 1991-2012 in order to track population dynamics and trends for these cranes over time at Shuangtaihekou,northeastern China.Our results show that the earliest arrival date of the Red-crowned Crane (Grus japonensis) was usually around 1 March in the spring and the latest departure date of the cranes around 8 November.The peak period for the number of cranes observed in the spring was 10-20 March over these 22 years.The staging period in the spring is about 25 days.Comparing the highest number of Red-crowned cranes observed in the spring,the migratory population was around 400 birds in the 1990s,then,increased to over 800 birds in 2000.For a short while,the population maintained itself around 600-800 birds.After that,the population started to decline,until during the most recent years,we observed around 400 birds at peak times of each season.Our results match a similar population change pattern observed in the wintering area for a western population,which has been declining since 2000.There is an urgent need to reinforce protection and management,as well as to maintain and improve the quality of their habitats. 展开更多
关键词 Grus japonensis MIGRATION population dynamics Shuangtaihekou STOPOVER
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Population dynamics of the oriental fruit fly, Bactrocera dorsalis (Diptera: Tephritidae) in the Kunming area,southwestern China 被引量:14
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作者 HUI YE JIAN-HONG LIU 《Insect Science》 SCIE CAS CSCD 2005年第5期387-392,共6页
Population dynamics of Bactrocera dorsalis Hendel (Diptera: Tephritidae) were studied through pheromone trapping over 4 years (1997, 1999, 2000, 2003) in the Kunming region, a high plateau area in southwestern Ch... Population dynamics of Bactrocera dorsalis Hendel (Diptera: Tephritidae) were studied through pheromone trapping over 4 years (1997, 1999, 2000, 2003) in the Kunming region, a high plateau area in southwestern China. B. dorsalis immigrates from southern Yunnan to Kunming each year, and occurs during early May through November. Annual trap captures recorded an increase in the B. dorsalis populations from May to July, when they peaked in abundance, and a decline until November. No flies were detected from November to April. The fruit flies had two generations. There was considerable overlapping due to the continuous arrival of immigrating flies during the summer months. Annual capture rates were significantly related to numbers of flies caught in July when peak captures were recorded; whereas the peak captures, in turn, positively depended on numbers of flies recorded in May, the first month of fly appearance in the current year. It suggested that the annual population abundance was mainly dependent on the size of the initial emigrating population. A daily average temperature of 18℃ was probably the threshold temperature required for the flies to undertake long-range dispersal, which partially explained the start of the fly in May each year on this high plateau. Under field conditions, the fruit flies can withstand 13℃ as a daily average temperature. No flies were recorded in any of the study years at a daily temperature colder than 10 ℃. 展开更多
关键词 Bactrocera dorsalis Kunming MIGRATION oriental fruit fly population dynamics
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