{"id":"https://openalex.org/W4410553106","doi":"https://doi.org/10.23919/date64628.2025.10993050","title":"SolarML: Optimizing Sensing and Inference for Solar-Powered TinyML Platforms","display_name":"SolarML: Optimizing Sensing and Inference for Solar-Powered TinyML Platforms","publication_year":2025,"publication_date":"2025-03-31","ids":{"openalex":"https://openalex.org/W4410553106","doi":"https://doi.org/10.23919/date64628.2025.10993050"},"language":"en","primary_location":{"id":"doi:10.23919/date64628.2025.10993050","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date64628.2025.10993050","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Design, Automation & Test in Europe Conference (DATE)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100458790","display_name":"Hao Liu","orcid":"https://orcid.org/0000-0002-1979-8994"},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Hao Liu","raw_affiliation_strings":["Delft University of Technology,Netherlands"],"affiliations":[{"raw_affiliation_string":"Delft University of Technology,Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060395904","display_name":"Qing Wang","orcid":"https://orcid.org/0000-0003-0950-1111"},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Qing Wang","raw_affiliation_strings":["Delft University of Technology,Netherlands"],"affiliations":[{"raw_affiliation_string":"Delft University of Technology,Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081295372","display_name":"Marco Z\u00fa\u00f1iga","orcid":"https://orcid.org/0000-0003-3544-9169"},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Marco Zuniga","raw_affiliation_strings":["Delft University of Technology,Netherlands"],"affiliations":[{"raw_affiliation_string":"Delft University of Technology,Netherlands","institution_ids":["https://openalex.org/I98358874"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100458790"],"corresponding_institution_ids":["https://openalex.org/I98358874"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13061413,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12784","display_name":"Modular Robots and Swarm Intelligence","score":0.9757999777793884,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12784","display_name":"Modular Robots and Swarm Intelligence","score":0.9757999777793884,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9620000123977661,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11450","display_name":"Model-Driven Software Engineering Techniques","score":0.9472000002861023,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6055803894996643},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5827064514160156},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.22512352466583252}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6055803894996643},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5827064514160156},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.22512352466583252}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/date64628.2025.10993050","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date64628.2025.10993050","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Design, Automation & Test in Europe Conference (DATE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4300000071525574,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W2763851078","https://openalex.org/W2795313937","https://openalex.org/W2897877096","https://openalex.org/W2898581654","https://openalex.org/W2964791524","https://openalex.org/W2965658867","https://openalex.org/W2998119008","https://openalex.org/W3097976071","https://openalex.org/W3108788300","https://openalex.org/W3109026372","https://openalex.org/W3110407708","https://openalex.org/W3160945783","https://openalex.org/W3166958786","https://openalex.org/W3173357605","https://openalex.org/W3183391236","https://openalex.org/W3187567638","https://openalex.org/W3199421948","https://openalex.org/W3207781716","https://openalex.org/W3212778579","https://openalex.org/W4283017338","https://openalex.org/W4284894059","https://openalex.org/W4289308614","https://openalex.org/W4292722085","https://openalex.org/W4306179602","https://openalex.org/W4321769414","https://openalex.org/W4380925920","https://openalex.org/W4385301522","https://openalex.org/W4387227774","https://openalex.org/W6751828926","https://openalex.org/W6755800398","https://openalex.org/W6763341371","https://openalex.org/W6769227958","https://openalex.org/W6780827055","https://openalex.org/W6784581357","https://openalex.org/W6797184042","https://openalex.org/W6803926790"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Machine":[0],"learning":[1,22],"models":[2,24],"can":[3,17],"now":[4],"run":[5,170],"on":[6,176],"microcontrollers.":[7],"Thanks":[8],"to":[9,93,127,131,153,157,169],"the":[10,37,80,107,142,146,162],"advances":[11],"in":[12,192],"neural":[13],"architectural":[14],"search,":[15],"we":[16,67],"automatically":[18],"identify":[19],"tiny":[20],"machine":[21],"(tinyML)":[23],"that":[25,120,140,159],"satisfy":[26],"stringent":[27],"memory":[28],"and":[29,43,85,91,102,148,173,188],"energy":[30,38,54,60,86,143,185],"requirements.":[31],"However,":[32],"existing":[33],"methods":[34,158],"often":[35],"overlook":[36],"used":[39],"during":[40],"event":[41,117,122],"detection":[42,118,123],"data":[44,89],"gathering.":[45],"This":[46],"is":[47,62,200],"critical":[48],"for":[49,74,186],"devices":[50],"powered":[51],"by":[52,125,151,181],"renewable":[53],"sources":[55],"like":[56],"solar":[57,184],"power,":[58],"where":[59],"efficiency":[61],"paramount.":[63],"To":[64],"address":[65],"it,":[66],"introduce":[68],"SolarML,":[69],"a":[70,111,135,177],"solution":[71],"designed":[72],"specifically":[73],"solar-powered":[75],"tinyML":[76,179],"platforms,":[77],"which":[78],"optimizes":[79],"end-to-end":[81,171],"system's":[82],"inference":[83,149,163,175],"accuracy":[84],"consumption,":[87],"from":[88],"gathering":[90],"processing":[92],"model":[94,150],"inference.":[95],"Considering":[96],"two":[97],"applications":[98],"of":[99,145],"gesture":[100,172],"recognition":[101],"keywords":[103],"spotting,":[104],"SolarML":[105,168],"has":[106],"following":[108],"contributions:":[109],"1)":[110],"hardware":[112],"platform":[113,180],"with":[114],"an":[115,193],"optimal":[116],"mechanism":[119],"reduces":[121,141],"costs":[124],"up":[126,152],"10":[128],"x":[129],"compared":[130,156],"state-of-the-art":[132],"alternatives;":[133],"2)":[134],"joint":[136],"optimization":[137],"framework":[138],"eNAS":[139],"consumption":[144],"sensor":[147],"2":[154],"x,":[155],"only":[160,182],"optimize":[161],"model.":[164],"Jointly,":[165],"they":[166],"enable":[167],"audio":[174],"battery-free":[178],"harvesting":[183],"30":[187],"57":[189],"seconds,":[190],"respectively,":[191],"office":[194],"environment":[195],"(500":[196],"lux).":[197],"Source":[198],"code":[199],"available":[201],"at":[202],"[1].":[203]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}