Muhammed Al Kadi, Max Ferger, Volker Stegemann, M. Hübner
{"title":"加速MATLAB仿真的多fpga可重构系统","authors":"Muhammed Al Kadi, Max Ferger, Volker Stegemann, M. Hübner","doi":"10.1109/FPL.2014.6927396","DOIUrl":null,"url":null,"abstract":"The use of reconfigurable FPGA devices to support the execution of computationally intensive software tasks is discussed in this paper. A system architecture consisting of multiple serially-connected FPGAs is developed, where each FPGA holds a pool of reconfigurable regions. An accelerator can be reconfigured into a region, replaced or discarded at runtime. Configurable connection blocks are responsible of directing data between any two accelerators. The whole system is connected via PCIe-interface to a host PC, where a middleware layer hides all hardware management operations, e.g. routing the data sent among the accelerators, and provides the end-user with an API to use the whole system. Recently, the very fast interfaces for reconfiguring parts of the used FPGAs minimize the overhead caused for hardware modifications. In addition, a manual design of hardware accelerators is not more needed with the continuously improving quality of high-level synthesis tools. In this paper, we considered the case where our system is used within MATLAB. We build a small library to compare and improve upon the execution times of some often used functions.","PeriodicalId":172795,"journal":{"name":"2014 24th International Conference on Field Programmable Logic and Applications (FPL)","volume":"19 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":"{\"title\":\"Multi-FPGA reconfigurable system for accelerating MATLAB simulations\",\"authors\":\"Muhammed Al Kadi, Max Ferger, Volker Stegemann, M. Hübner\",\"doi\":\"10.1109/FPL.2014.6927396\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The use of reconfigurable FPGA devices to support the execution of computationally intensive software tasks is discussed in this paper. A system architecture consisting of multiple serially-connected FPGAs is developed, where each FPGA holds a pool of reconfigurable regions. An accelerator can be reconfigured into a region, replaced or discarded at runtime. Configurable connection blocks are responsible of directing data between any two accelerators. The whole system is connected via PCIe-interface to a host PC, where a middleware layer hides all hardware management operations, e.g. routing the data sent among the accelerators, and provides the end-user with an API to use the whole system. Recently, the very fast interfaces for reconfiguring parts of the used FPGAs minimize the overhead caused for hardware modifications. In addition, a manual design of hardware accelerators is not more needed with the continuously improving quality of high-level synthesis tools. In this paper, we considered the case where our system is used within MATLAB. We build a small library to compare and improve upon the execution times of some often used functions.\",\"PeriodicalId\":172795,\"journal\":{\"name\":\"2014 24th International Conference on Field Programmable Logic and Applications (FPL)\",\"volume\":\"19 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2014-10-20\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2014 24th International Conference on Field Programmable Logic and Applications (FPL)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/FPL.2014.6927396\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2014 24th International Conference on Field Programmable Logic and Applications (FPL)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/FPL.2014.6927396","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Multi-FPGA reconfigurable system for accelerating MATLAB simulations
The use of reconfigurable FPGA devices to support the execution of computationally intensive software tasks is discussed in this paper. A system architecture consisting of multiple serially-connected FPGAs is developed, where each FPGA holds a pool of reconfigurable regions. An accelerator can be reconfigured into a region, replaced or discarded at runtime. Configurable connection blocks are responsible of directing data between any two accelerators. The whole system is connected via PCIe-interface to a host PC, where a middleware layer hides all hardware management operations, e.g. routing the data sent among the accelerators, and provides the end-user with an API to use the whole system. Recently, the very fast interfaces for reconfiguring parts of the used FPGAs minimize the overhead caused for hardware modifications. In addition, a manual design of hardware accelerators is not more needed with the continuously improving quality of high-level synthesis tools. In this paper, we considered the case where our system is used within MATLAB. We build a small library to compare and improve upon the execution times of some often used functions.