{"id":"https://openalex.org/W4395054570","doi":"https://doi.org/10.1109/percomworkshops59983.2024.10502414","title":"Learned Spike Encoding of the Channel Response for Low-Power Environment Sensing","display_name":"Learned Spike Encoding of the Channel Response for Low-Power Environment Sensing","publication_year":2024,"publication_date":"2024-03-11","ids":{"openalex":"https://openalex.org/W4395054570","doi":"https://doi.org/10.1109/percomworkshops59983.2024.10502414"},"language":"en","primary_location":{"id":"doi:10.1109/percomworkshops59983.2024.10502414","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/percomworkshops59983.2024.10502414","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5093826625","display_name":"Eleonora Cicciarella","orcid":null},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Eleonora Cicciarella","raw_affiliation_strings":["University of Padova,Department of Information Engineering","Department of Information Engineering, University of Padova"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Padova,Department of Information Engineering","institution_ids":["https://openalex.org/I138689650"]},{"raw_affiliation_string":"Department of Information Engineering, University of Padova","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015687142","display_name":"Riccardo Mazzieri","orcid":"https://orcid.org/0000-0001-8254-5239"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Riccardo Mazzieri","raw_affiliation_strings":["University of Padova,Department of Information Engineering","Department of Information Engineering, University of Padova"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Padova,Department of Information Engineering","institution_ids":["https://openalex.org/I138689650"]},{"raw_affiliation_string":"Department of Information Engineering, University of Padova","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015617312","display_name":"Jacopo Pegoraro","orcid":"https://orcid.org/0000-0003-3555-5666"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Jacopo Pegoraro","raw_affiliation_strings":["University of Padova,Department of Information Engineering","Department of Information Engineering, University of Padova"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Padova,Department of Information Engineering","institution_ids":["https://openalex.org/I138689650"]},{"raw_affiliation_string":"Department of Information Engineering, University of Padova","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012618073","display_name":"Michele Rossi","orcid":"https://orcid.org/0000-0003-1121-324X"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Michele Rossi","raw_affiliation_strings":["University of Padova,Department of Mathematics “Tullio Levi-Civita”","Department of Information Engineering, University of Padova"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Padova,Department of Mathematics “Tullio Levi-Civita”","institution_ids":[]},{"raw_affiliation_string":"Department of Information Engineering, University of Padova","institution_ids":["https://openalex.org/I138689650"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I138689650"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.04921974,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"763","last_page":"768"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10860","display_name":"Speech and Audio Processing","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9934999942779541,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/spike","display_name":"Spike (software development)","score":0.844086229801178},{"id":"https://openalex.org/keywords/encoding","display_name":"Encoding (memory)","score":0.69554203748703},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6081078052520752},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.5735727548599243},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.5026352405548096},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2094690501689911},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.17565390467643738},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.06561863422393799}],"concepts":[{"id":"https://openalex.org/C2781390188","wikidata":"https://www.wikidata.org/wiki/Q25203449","display_name":"Spike (software development)","level":2,"score":0.844086229801178},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.69554203748703},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6081078052520752},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.5735727548599243},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.5026352405548096},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2094690501689911},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.17565390467643738},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.06561863422393799},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/percomworkshops59983.2024.10502414","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/percomworkshops59983.2024.10502414","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops)","raw_type":"proceedings-article"},{"id":"pmh:oai:www.research.unipd.it:11577/3527712","is_oa":false,"landing_page_url":"https://hdl.handle.net/11577/3527712","pdf_url":null,"source":{"id":"https://openalex.org/S4306402547","display_name":"Padua Research Archive (University of Padova)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138689650","host_organization_name":"University of Padua","host_organization_lineage":["https://openalex.org/I138689650"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2242818861","https://openalex.org/W2592680288","https://openalex.org/W2798690537","https://openalex.org/W2941300701","https://openalex.org/W2952065976","https://openalex.org/W2968303571","https://openalex.org/W3099544558","https://openalex.org/W3183719272","https://openalex.org/W3201215469","https://openalex.org/W3201440154","https://openalex.org/W3201870057","https://openalex.org/W3216452621","https://openalex.org/W4231081240","https://openalex.org/W4285203226","https://openalex.org/W4285275101","https://openalex.org/W4308090454","https://openalex.org/W4312909742","https://openalex.org/W6690026940"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2174331923","https://openalex.org/W2050175337","https://openalex.org/W2329992713","https://openalex.org/W3050304047","https://openalex.org/W2390279801","https://openalex.org/W2317338006","https://openalex.org/W2385487847"],"abstract_inverted_index":{"Radio":[0],"Frequency":[1],"(RF)":[2],"sensing":[3,14,27],"holds":[4],"the":[5,22,32,74,101,107,155,173,177,184,199],"potential":[6],"for":[7,31,66,94],"enabling":[8],"pervasive":[9],"monitoring":[10],"applications.":[11,69],"However,":[12],"modern":[13],"algorithms":[15,118,190],"imply":[16],"complex":[17],"operations,":[18],"which":[19],"clash":[20],"with":[21],"energy-constrained":[23],"nature":[24],"of":[25,34,76,89,103,109,148,176,193,198],"edge":[26,67],"devices.":[28],"This":[29],"calls":[30],"development":[33],"new":[35],"processing":[36,97],"and":[37,48,127,157,196],"learning":[38],"techniques":[39],"that":[40,114,141,183],"can":[41],"strike":[42],"a":[43,137,143,163],"suitable":[44],"balance":[45],"between":[46],"performance":[47],"energy":[49,84],"efficiency.":[50],"Spiking":[51],"Neural":[52],"Networks":[53],"(SNNs)":[54],"have":[55],"recently":[56],"emerged":[57],"as":[58],"an":[59],"energy-efficient":[60],"alternative":[61],"to":[62,119],"conventional":[63],"neural":[64,139],"networks":[65],"computing":[68],"They":[70],"process":[71],"information":[72],"in":[73,106,191],"form":[75,108],"sparse":[77],"binary":[78],"spike":[79,110,116,131,145,201],"trains,":[80],"thus":[81],"potentially":[82],"reducing":[83],"consumption":[85],"by":[86,152],"several":[87],"orders":[88],"magnitude.":[90],"Their":[91],"fruitful":[92],"use":[93],"RF":[95,104,149],"signal":[96,125],"critically":[98],"depends":[99],"on":[100],"representation":[102],"signals":[105],"signals.":[111],"We":[112],"underline":[113],"existing":[115,188],"encoding":[117,146,189],"do":[120],"so":[121],"generally":[122],"produce":[123],"inaccurate":[124],"representations":[126,147],"dense":[128],"(i.e.,":[129],"inefficient)":[130],"trains.In":[132],"this":[133],"work,":[134],"we":[135],"propose":[136],"lightweight":[138],"architecture":[140],"learns":[142],"tailored":[144],"channel":[150],"responses":[151],"jointly":[153],"reconstructing":[154],"input":[156],"its":[158],"spectral":[159],"content.":[160],"By":[161],"leveraging":[162],"tunable":[164],"regularization":[165],"term,":[166],"our":[167],"approach":[168],"enables":[169],"fine-grained":[170],"control":[171],"over":[172],"performance-energy":[174],"trade-off":[175],"system.":[178],"Our":[179],"numerical":[180],"results":[181],"show":[182],"proposed":[185],"method":[186],"outperforms":[187],"terms":[192],"reconstruction":[194],"error":[195],"sparsity":[197],"obtained":[200],"encodings.":[202]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}