Paul Xuanyuanliang Huang, Dan Jang, Y. Tsividis, Mingoo Seok
{"title":"求解偏微分方程类的32位浮点可编程自定义isa加速器","authors":"Paul Xuanyuanliang Huang, Dan Jang, Y. Tsividis, Mingoo Seok","doi":"10.1109/ESSCIRC55480.2022.9911441","DOIUrl":null,"url":null,"abstract":"We propose a numerical integration accelerator (INTIACC) that speeds up the solution of partial differential equations (PDEs) for scientific computing. In contrast to recent works, INTIACC applies to a variety of PDEs and boundary conditions, has enhanced nonlinear function capability, supports high-order integration algorithms, and uses floating-point arithmetic for orders of magnitude smaller solution error. With all the benefits, our test chip still achieves 40X speed-up over prior accelerators and orders of magnitudes over CPU and GPU based systems.","PeriodicalId":168466,"journal":{"name":"ESSCIRC 2022- IEEE 48th European Solid State Circuits Conference (ESSCIRC)","volume":"16 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"INTIACC: A 32-bit Floating-Point Programmable Custom-ISA Accelerator for Solving Classes of Partial Differential Equations\",\"authors\":\"Paul Xuanyuanliang Huang, Dan Jang, Y. Tsividis, Mingoo Seok\",\"doi\":\"10.1109/ESSCIRC55480.2022.9911441\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We propose a numerical integration accelerator (INTIACC) that speeds up the solution of partial differential equations (PDEs) for scientific computing. In contrast to recent works, INTIACC applies to a variety of PDEs and boundary conditions, has enhanced nonlinear function capability, supports high-order integration algorithms, and uses floating-point arithmetic for orders of magnitude smaller solution error. With all the benefits, our test chip still achieves 40X speed-up over prior accelerators and orders of magnitudes over CPU and GPU based systems.\",\"PeriodicalId\":168466,\"journal\":{\"name\":\"ESSCIRC 2022- IEEE 48th European Solid State Circuits Conference (ESSCIRC)\",\"volume\":\"16 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-09-19\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"ESSCIRC 2022- IEEE 48th European Solid State Circuits Conference (ESSCIRC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ESSCIRC55480.2022.9911441\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"ESSCIRC 2022- IEEE 48th European Solid State Circuits Conference (ESSCIRC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ESSCIRC55480.2022.9911441","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
INTIACC: A 32-bit Floating-Point Programmable Custom-ISA Accelerator for Solving Classes of Partial Differential Equations
We propose a numerical integration accelerator (INTIACC) that speeds up the solution of partial differential equations (PDEs) for scientific computing. In contrast to recent works, INTIACC applies to a variety of PDEs and boundary conditions, has enhanced nonlinear function capability, supports high-order integration algorithms, and uses floating-point arithmetic for orders of magnitude smaller solution error. With all the benefits, our test chip still achieves 40X speed-up over prior accelerators and orders of magnitudes over CPU and GPU based systems.