{"bfd0a364cc8901abde747841b8f60a69clausbraun":{"DOI":"http://dx.doi.org/10.1109/IOLTS.2017.8046244","ISBN":"","ISSN":"","URL":"","abstract":"Iterative solvers like the Preconditioned Conjugate Gradient (PCG) method are widely-used in compute-intensive domains including science and engineering that often impose tight accuracy demands on computational results. At the same time, the error resilience of such solvers may change in the course of the iterations, which requires careful adaption of the induced approximation errors to reduce the energy demand while avoiding unacceptable results. A novel adaptive method is presented that enables iterative Preconditioned Conjugate Gradient (PCG) solvers on Approximate Computing hardware with high energy efficiency while still providing correct results. The method controls the underlying precision at runtime using a highly efficient fault tolerance technique that monitors the induced error and the quality of intermediate computational results.","annote":"","author":[{"family":"Schöll","given":"Alexander"},{"family":"Braun","given":"Claus"},{"family":"Wunderlich","given":"Hans-Joachim"}],"citation-label":"SchoeBW2017","collection-editor":[],"collection-title":"","container-author":[],"container-title":"Proceedings of the 23rd IEEE International Symposium on On-Line Testing and Robust System Design (IOLTS'17)","documents":[],"edition":"","editor":[],"event-date":{"date-parts":[["2017"]],"literal":"2017"},"event-place":"","id":"bfd0a364cc8901abde747841b8f60a69clausbraun","interhash":"70d88e8ae6518962c2cc6a2b24f8fbd6","intrahash":"bfd0a364cc8901abde747841b8f60a69","issue":"","issued":{"date-parts":[["2017"]],"literal":"2017"},"keyword":"AxC SimTech approximate computing energy-efficiency fault monitoring myown quality tolerance","misc":{"file":"http://www.iti.uni-stuttgart.de/fileadmin/rami/files/publications/2017/IOLTS_SchoeBW2017.pdf","doi":"http://dx.doi.org/10.1109/IOLTS.2017.8046244"},"note":"","number":"","number-of-pages":"2","page":"237--239","page-first":"237","publisher":"","publisher-place":"","status":"","title":"Energy-efficient and Error-resilient Iterative Solvers for Approximate Computing","type":"paper-conference","username":"clausbraun","version":"","volume":""},"6379e212ca38b21de9c8bc4c3575a2b6rainerreichel":{"DOI":"10.1109/ICIN.2009.5357110","ISBN":"","ISSN":"","URL":"","abstract":"","annote":"","author":[{"family":"Oberle","given":"K."},{"family":"Kessler","given":"M."},{"family":"Stein","given":"M."},{"family":"Voith","given":"T."},{"family":"Lamp","given":"D."},{"family":"Berger","given":"S."}],"citation-label":"5357110","collection-editor":[],"collection-title":"","container-author":[],"container-title":"Intelligence in Next Generation Networks, 2009. ICIN 2009. 13th International Conference on","documents":[],"edition":"","editor":[],"event-date":{"date-parts":[["2009"]],"literal":"2009"},"event-place":"","id":"6379e212ca38b21de9c8bc4c3575a2b6rainerreichel","interhash":"9d5f7ec17433f94c69cb37deb252d823","intrahash":"6379e212ca38b21de9c8bc4c3575a2b6","issue":"","issued":{"date-parts":[["2009"]],"literal":"2009"},"keyword":"Cloud_computing Content Content_management Context-aware Context-aware_services Infrastructure Network Network_Virtualization Oriented Platform Platform_virtualization Quality Quality_of_service Real-time Real-time_service_support Resource Resource_management Resource_virtualization Service Service_oriented_architecture Virtualization architecture computing connectivity electronic electronic_messaging exchange integrated integrated_networking interactive interactive_real-time_services layer management message message_exchange messaging network network_connectivity network_virtualization networking quality quality_of_service real-time real-time_systems requirements service service_requirements services support systems telecommunication telecommunication_network_management transport transport_layer virtualization virtualized virtualized_service_platform","misc":{"doi":"10.1109/ICIN.2009.5357110"},"note":"","number":"","number-of-pages":"5","page":"1-6","page-first":"1","publisher":"","publisher-place":"","status":"","title":"Network virtualization: The missing piece","type":"paper-conference","username":"rainerreichel","version":"","volume":""}}