{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,1]],"date-time":"2025-11-01T09:34:23Z","timestamp":1761989663739,"version":"3.37.3"},"reference-count":54,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"12","license":[{"start":{"date-parts":[[2022,12,1]],"date-time":"2022-12-01T00:00:00Z","timestamp":1669852800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2022,12,1]],"date-time":"2022-12-01T00:00:00Z","timestamp":1669852800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,12,1]],"date-time":"2022-12-01T00:00:00Z","timestamp":1669852800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100003593","name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","doi-asserted-by":"publisher","award":["309605\/2020-2"],"award-info":[{"award-number":["309605\/2020-2"]}],"id":[{"id":"10.13039\/501100003593","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004263","name":"Funda\u00e7\u00e3o de Amparo \u00e0 pesquisa do Estado do RS","doi-asserted-by":"publisher","award":["21\/2551-0002047-4"],"award-info":[{"award-number":["21\/2551-0002047-4"]}],"id":[{"id":"10.13039\/501100004263","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002322","name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior (CAPES), Finance Code 001","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100002322","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Circuits Syst. I"],"published-print":{"date-parts":[[2022,12]]},"DOI":"10.1109\/tcsi.2022.3204932","type":"journal-article","created":{"date-parts":[[2022,9,15]],"date-time":"2022-09-15T19:32:58Z","timestamp":1663270378000},"page":"5171-5184","source":"Crossref","is-referenced-by-count":5,"title":["A Fast, Accurate, and Comprehensive PPA Estimation of Convolutional Hardware Accelerators"],"prefix":"10.1109","volume":"69","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1445-7610","authenticated-orcid":false,"given":"Leonardo Rezende","family":"Juracy","sequence":"first","affiliation":[{"name":"School of Technology, PUCRS University, Porto Alegre, Brazil"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8432-3162","authenticated-orcid":false,"given":"Alexandre","family":"de Morais Amory","sequence":"additional","affiliation":[{"name":"Scuola Superiore Sant’Anna, Pisa, Italy"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6126-6847","authenticated-orcid":false,"given":"Fernando Gehm","family":"Moraes","sequence":"additional","affiliation":[{"name":"School of Technology, PUCRS University, Porto Alegre, Brazil"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1145\/3394885.3431539"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1145\/3373376.3378514"},{"journal-title":"NVDLA","year":"2022","key":"ref33"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1145\/3352460.3358252"},{"key":"ref31","first-page":"1","article-title":"MAESTRO: An open-source infrastructure for modeling dataflows within deep learning accelerators","volume":"abs 1805 2566","author":"kwon","year":"2018","journal-title":"Comput Res Repository"},{"key":"ref30","first-page":"1","article-title":"MlPat: A power area timing modeling framework for machine learning accelerators","author":"tang","year":"2018","journal-title":"Proc IEEE Int Workshop Domain Specific Syst Archit (DOSSA)"},{"journal-title":"The rocket chip generator","year":"2016","author":"asanovic","key":"ref37"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/DAC18074.2021.9586216"},{"key":"ref35","first-page":"1","article-title":"Being-ahead: Benchmarking and exploring accelerators for hardware-efficient AI deployment","volume":"abs 2104 2251","author":"zhang","year":"2021","journal-title":"Comput Res Repository"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1145\/3316781.3317829"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.23919\/DATE54114.2022.9774704"},{"key":"ref27","first-page":"1","article-title":"Enabling automated FPGA accelerator optimization using graph neural networks","volume":"abs 2111 8848","author":"sohrabizadeh","year":"2021","journal-title":"Comput Res Repository"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2020.00653"},{"journal-title":"Facebook horizon","year":"2022","key":"ref2"},{"journal-title":"Deep Learning","year":"2016","author":"goodfellow","key":"ref1"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/ISCAS45731.2020.9180403"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP40776.2020.9053977"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1145\/3378678.3391878"},{"key":"ref24","first-page":"1","article-title":"STONNE: A detailed architectural simulator for flexible neural network accelerators","volume":"2006","author":"mu\u00f1oz-mart\u00ednez","year":"2020","journal-title":"Comput Res Repository"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/ISPASS.2019.00042"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.23919\/DATE48585.2020.9116317"},{"key":"ref25","first-page":"1","article-title":"Accelergy: An architecture-level energy estimation methodology for accelerator designs","author":"nellie wu","year":"2019","journal-title":"Proc IEEE\/ACM Int Conf Comput -Aided Des (ICCAD)"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/TCSI.2021.3104644"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1016\/j.sysarc.2020.101887"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2022.3189496"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/TVLSI.2014.2334635"},{"key":"ref52","first-page":"1","article-title":"Very deep convolutional networks for large-scale image recognition","volume":"abs 1409 1556","author":"simonyan","year":"2014","journal-title":"Comput Res Repository"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/JSSC.2016.2616357"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.21437\/Interspeech.2015-354"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.3390\/su13020717"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1145\/3361682"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TCAD.2017.2682138"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/ISCAS45731.2020.9180868"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/JETCAS.2020.3015238"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/MECO49872.2020.9134344"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/ISCAS45731.2020.9180404"},{"journal-title":"Autopilot and Full Self-Driving Capability","year":"2019","key":"ref18"},{"journal-title":"iPhone 11","year":"2022","key":"ref19"},{"journal-title":"Enterprise Chatbot—Virtual Agent","year":"2022","key":"ref4"},{"journal-title":"Google Assistant your own personal Google","year":"2022","key":"ref3"},{"journal-title":"Neural Networks and Learning Machines","year":"2009","author":"haykin","key":"ref6"},{"journal-title":"Autopilot","year":"2022","key":"ref5"},{"journal-title":"PyTorch","year":"2022","key":"ref8"},{"journal-title":"Caffe","year":"2022","key":"ref7"},{"journal-title":"PReLU Layer","year":"2022","key":"ref49"},{"journal-title":"TensorFlow","year":"2022","key":"ref9"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1145\/3173162.3173176"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/ISPASS48437.2020.00016"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/JETCAS.2020.2993854"},{"key":"ref47","first-page":"1","article-title":"Transaction-level model simulator for communication-limited accelerators","volume":"abs 2007 14897","author":"kim","year":"2020","journal-title":"Comput Res Repository"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.3390\/electronics10040520"},{"key":"ref41","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3444943","article-title":"UNIQ: Uniform noise injection for non-uniform quantization of neural networks","volume":"37","author":"baskin","year":"2021","journal-title":"ACM Trans Comput Syst"},{"key":"ref44","first-page":"1","article-title":"SCALE-SIM: Systolic CNN accelerator","volume":"abs 1811 2883","author":"samajdar","year":"2018","journal-title":"Comput Res Repository"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1145\/2678373.2665689"}],"container-title":["IEEE Transactions on Circuits and Systems I: Regular Papers"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/8919\/9985434\/09893329.pdf?arnumber=9893329","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,1,9]],"date-time":"2023-01-09T21:24:02Z","timestamp":1673299442000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9893329\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,12]]},"references-count":54,"journal-issue":{"issue":"12"},"URL":"https:\/\/doi.org\/10.1109\/tcsi.2022.3204932","relation":{},"ISSN":["1549-8328","1558-0806"],"issn-type":[{"type":"print","value":"1549-8328"},{"type":"electronic","value":"1558-0806"}],"subject":[],"published":{"date-parts":[[2022,12]]}}}