{"title":"面向系统级仿真的数据中心基础设施效率分析模型","authors":"T. Malkamäki, S. Ovaska","doi":"10.4108/eai.24-8-2015.2261123","DOIUrl":null,"url":null,"abstract":"Data center energy efficiency has risen to the forefront within a short period of time. Efficiency improvements can have significant economical and environmental effects; hence, they are actively sought out by data center operators. Developing techniques and associated tools for the evaluation of overall data center efficiency is therefore a pivotal research area. Ability to evaluate the efficiency of existing and especially emerging solutions and technological advances requires methods capable of predicting the energy use at a fundamental level. Analytical modeling and numerical simulations are the key techniques for these tasks. This paper studies high-level, analytical methods for modeling the total data center energy efficiency, and evaluates the opportunities such models provide for simulations. Polynomial efficiency models for cooling and power-conversion equipment are used to construct system-level simulation models for various powering schemes. And these models are applied in example cases to demonstrate benefits of the proposed modeling approach.","PeriodicalId":132237,"journal":{"name":"International ICST Conference on Simulation Tools and Techniques","volume":"51 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-08-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Analytical model of data center infrastructure efficiency for system level simulations\",\"authors\":\"T. Malkamäki, S. Ovaska\",\"doi\":\"10.4108/eai.24-8-2015.2261123\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Data center energy efficiency has risen to the forefront within a short period of time. Efficiency improvements can have significant economical and environmental effects; hence, they are actively sought out by data center operators. Developing techniques and associated tools for the evaluation of overall data center efficiency is therefore a pivotal research area. Ability to evaluate the efficiency of existing and especially emerging solutions and technological advances requires methods capable of predicting the energy use at a fundamental level. Analytical modeling and numerical simulations are the key techniques for these tasks. This paper studies high-level, analytical methods for modeling the total data center energy efficiency, and evaluates the opportunities such models provide for simulations. Polynomial efficiency models for cooling and power-conversion equipment are used to construct system-level simulation models for various powering schemes. And these models are applied in example cases to demonstrate benefits of the proposed modeling approach.\",\"PeriodicalId\":132237,\"journal\":{\"name\":\"International ICST Conference on Simulation Tools and Techniques\",\"volume\":\"51 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2015-08-24\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International ICST Conference on Simulation Tools and Techniques\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.4108/eai.24-8-2015.2261123\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International ICST Conference on Simulation Tools and Techniques","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.4108/eai.24-8-2015.2261123","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Analytical model of data center infrastructure efficiency for system level simulations
Data center energy efficiency has risen to the forefront within a short period of time. Efficiency improvements can have significant economical and environmental effects; hence, they are actively sought out by data center operators. Developing techniques and associated tools for the evaluation of overall data center efficiency is therefore a pivotal research area. Ability to evaluate the efficiency of existing and especially emerging solutions and technological advances requires methods capable of predicting the energy use at a fundamental level. Analytical modeling and numerical simulations are the key techniques for these tasks. This paper studies high-level, analytical methods for modeling the total data center energy efficiency, and evaluates the opportunities such models provide for simulations. Polynomial efficiency models for cooling and power-conversion equipment are used to construct system-level simulation models for various powering schemes. And these models are applied in example cases to demonstrate benefits of the proposed modeling approach.