{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,4]],"date-time":"2026-06-04T06:15:41Z","timestamp":1780553741612,"version":"3.54.1"},"reference-count":27,"publisher":"IEEE","license":[{"start":{"date-parts":[[2022,7,18]],"date-time":"2022-07-18T00:00:00Z","timestamp":1658102400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,7,18]],"date-time":"2022-07-18T00:00:00Z","timestamp":1658102400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,7,18]]},"DOI":"10.23919\/annsim55834.2022.9859379","type":"proceedings-article","created":{"date-parts":[[2022,8,23]],"date-time":"2022-08-23T19:52:45Z","timestamp":1661284365000},"page":"152-163","source":"Crossref","is-referenced-by-count":6,"title":["The Effects of Numerical Precision In Scientific Applications"],"prefix":"10.23919","author":[{"given":"Raul","family":"Murillo","sequence":"first","affiliation":[{"name":"Complutense University of Madrid,Department of Computer Architecture and Automation,Madrid,SPAIN,28040"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alberto A. Del","family":"Barrio","sequence":"additional","affiliation":[{"name":"Complutense University of Madrid,Department of Computer Architecture and Automation,Madrid,SPAIN,28040"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Guillermo","family":"Botella","sequence":"additional","affiliation":[{"name":"Complutense University of Madrid,Department of Computer Architecture and Automation,Madrid,SPAIN,28040"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1145\/3282307"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1137\/19M1251308"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.23919\/DATE51398.2021.9473933"},{"key":"ref13","first-page":"1","article-title":"IEEE Standard for Floating-Point Arithmetic","volume":"2019","year":"2019","journal-title":"IEEE Std 754-2019 (Revision of IEEE 754-2008)"},{"key":"ref14","first-page":"1","article-title":"A Study of BFLOAT16 for Deep Learning Training","author":"kalamkar","year":"2019","journal-title":"ArXiv e-prints"},{"key":"ref15","doi-asserted-by":"crossref","first-page":"e2020ms002246","DOI":"10.1029\/2020MS002246","article-title":"Number Formats, Error Mitigation, and Scope for 16Bit Arithmetics in Weather and Climate Modeling Analyzed With a Shallow Water Model","volume":"12","author":"kl\u00f6wer","year":"2020","journal-title":"Journal of Advances in Modeling Earth Systems"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/5.726791"},{"key":"ref17","author":"leong","year":"2020","journal-title":"SoftPosit"},{"key":"ref18","first-page":"1","article-title":"PERCIVAL: Open-Source Posit RISC-V Core with Quire Capability","author":"mallas\u00e9n","year":"2021","journal-title":"ArXiv e-prints"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/ISCAS45731.2020.9180771"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.23919\/DATE48585.2020.9116196"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/EMC2-NIPS53020.2019.00010"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1145\/103162.103163"},{"key":"ref6","first-page":"71","article-title":"Beating Floating Point at Its Own Game: Posit Arithmetic","volume":"4","author":"gustafson","year":"2017","journal-title":"Supercomputing Frontiers and Innovations"},{"key":"ref5","first-page":"1737","article-title":"Deep Learning with Limited Numerical Precision","volume":"37","author":"gupta","year":"2015","journal-title":"Proceedings of The 32nd International Conference on Machine Learning"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1029\/2018MS001341"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1145\/3316279.3316285"},{"key":"ref9","doi-asserted-by":"crossref","first-page":"630","DOI":"10.1007\/978-3-319-46493-0_38","article-title":"Identity Mappings in Deep Residual Networks","author":"he","year":"2016","journal-title":"European Conference on Computer Vision (ECCV 2016)"},{"key":"ref1","doi-asserted-by":"crossref","first-page":"817a","DOI":"10.1137\/17M1140819","article-title":"Accelerating the solution of linear systems by iterative refinement in three precisions","volume":"40","author":"carson","year":"2018","journal-title":"SIAM Journal on Scientific Computing"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.dsp.2020.102762"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/ICCD53106.2021.00032"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TETC.2021.3109127"},{"key":"ref24","year":"2022","journal-title":"Standard for Posit™ Arithmetic"},{"key":"ref23","first-page":"1","article-title":"Universal numbers library: Design and implementation of a high-performance reproducible number systems library","author":"omtzigt","year":"2020","journal-title":"ArXiv e-prints"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2017.2761740"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/ISQED51717.2021.9424360"}],"event":{"name":"2022 Annual Modeling and Simulation Conference (ANNSIM)","location":"San Diego, CA, USA","start":{"date-parts":[[2022,7,18]]},"end":{"date-parts":[[2022,7,20]]}},"container-title":["2022 Annual Modeling and Simulation Conference (ANNSIM)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/9859263\/9859270\/09859379.pdf?arnumber=9859379","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,9,12]],"date-time":"2022-09-12T20:02:19Z","timestamp":1663012939000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9859379\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,7,18]]},"references-count":27,"URL":"https:\/\/doi.org\/10.23919\/annsim55834.2022.9859379","relation":{},"subject":[],"published":{"date-parts":[[2022,7,18]]}}}