{"title":"多目标优化的数字IIR低通微分器设计","authors":"S. Skogstad, S. Holm, M. Høvin","doi":"10.1109/ICOSP.2012.6491617","DOIUrl":null,"url":null,"abstract":"In this paper we examine the possibility of designing IIR low-pass differentiators by approaching it as a weighted multi-objective optimization problem and solving it with an unbiased metaheuristic search algorithm. By collecting several solutions with different sets of weights we are able to make a thorough comparison of different design strategies. We present possible designs that are realizable with (1) cascading classical IIR low-pass filters with appropriate operators, and (2) non-cascaded general IIR differentiator designs. Elliptical filters are found to be the most magnitude-optimal among the first type. However, the non-cascaded approach found more optimal IIR differentiators at the expense of a more complicated search. Finally, we present some non-cascaded general designs that compare favorably with the available designs given in literature, and which we reason are nearly optimal.","PeriodicalId":143331,"journal":{"name":"2012 IEEE 11th International Conference on Signal Processing","volume":"27 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2012-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"7","resultStr":"{\"title\":\"Designing digital IIR low-pass differentiators with multi-objective optimization\",\"authors\":\"S. Skogstad, S. Holm, M. Høvin\",\"doi\":\"10.1109/ICOSP.2012.6491617\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this paper we examine the possibility of designing IIR low-pass differentiators by approaching it as a weighted multi-objective optimization problem and solving it with an unbiased metaheuristic search algorithm. By collecting several solutions with different sets of weights we are able to make a thorough comparison of different design strategies. We present possible designs that are realizable with (1) cascading classical IIR low-pass filters with appropriate operators, and (2) non-cascaded general IIR differentiator designs. Elliptical filters are found to be the most magnitude-optimal among the first type. However, the non-cascaded approach found more optimal IIR differentiators at the expense of a more complicated search. Finally, we present some non-cascaded general designs that compare favorably with the available designs given in literature, and which we reason are nearly optimal.\",\"PeriodicalId\":143331,\"journal\":{\"name\":\"2012 IEEE 11th International Conference on Signal Processing\",\"volume\":\"27 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2012-10-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"7\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2012 IEEE 11th International Conference on Signal Processing\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICOSP.2012.6491617\",\"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 IEEE 11th International Conference on Signal Processing","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICOSP.2012.6491617","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Designing digital IIR low-pass differentiators with multi-objective optimization
In this paper we examine the possibility of designing IIR low-pass differentiators by approaching it as a weighted multi-objective optimization problem and solving it with an unbiased metaheuristic search algorithm. By collecting several solutions with different sets of weights we are able to make a thorough comparison of different design strategies. We present possible designs that are realizable with (1) cascading classical IIR low-pass filters with appropriate operators, and (2) non-cascaded general IIR differentiator designs. Elliptical filters are found to be the most magnitude-optimal among the first type. However, the non-cascaded approach found more optimal IIR differentiators at the expense of a more complicated search. Finally, we present some non-cascaded general designs that compare favorably with the available designs given in literature, and which we reason are nearly optimal.