{"title":"粒子群算法在Richards模型参数估计中的应用研究","authors":"Ting-fa Wu, Jun-Bin You, Meijuan Yan, Hao-jun Sun","doi":"10.1109/WISA.2012.29","DOIUrl":null,"url":null,"abstract":"It's significant to establish a mathematical model for the spread of epidemic, to help control the epidemic situation and minimize their impacts. In this paper, Richards model is proposed to fit the spread and PSO is employed to estimate the parameters of Richards model. Meanwhile concave function decreasing strategy and linear decreasing strategy are adopted to update the particle's velocity inertia weights respectively, and a new object function in the sense of normalized cross-correlation is built. The experiment result indicates that, PSO is a valid method for the parameter estimation of Richards model.","PeriodicalId":313228,"journal":{"name":"2012 Ninth Web Information Systems and Applications Conference","volume":"302 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2012-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Applied Research of PSO in Parameter Estimation of Richards Model\",\"authors\":\"Ting-fa Wu, Jun-Bin You, Meijuan Yan, Hao-jun Sun\",\"doi\":\"10.1109/WISA.2012.29\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"It's significant to establish a mathematical model for the spread of epidemic, to help control the epidemic situation and minimize their impacts. In this paper, Richards model is proposed to fit the spread and PSO is employed to estimate the parameters of Richards model. Meanwhile concave function decreasing strategy and linear decreasing strategy are adopted to update the particle's velocity inertia weights respectively, and a new object function in the sense of normalized cross-correlation is built. The experiment result indicates that, PSO is a valid method for the parameter estimation of Richards model.\",\"PeriodicalId\":313228,\"journal\":{\"name\":\"2012 Ninth Web Information Systems and Applications Conference\",\"volume\":\"302 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2012-11-16\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2012 Ninth Web Information Systems and Applications Conference\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/WISA.2012.29\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2012 Ninth Web Information Systems and Applications Conference","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/WISA.2012.29","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Applied Research of PSO in Parameter Estimation of Richards Model
It's significant to establish a mathematical model for the spread of epidemic, to help control the epidemic situation and minimize their impacts. In this paper, Richards model is proposed to fit the spread and PSO is employed to estimate the parameters of Richards model. Meanwhile concave function decreasing strategy and linear decreasing strategy are adopted to update the particle's velocity inertia weights respectively, and a new object function in the sense of normalized cross-correlation is built. The experiment result indicates that, PSO is a valid method for the parameter estimation of Richards model.