{"id":"https://openalex.org/W2741844421","doi":"https://doi.org/10.1109/asap.2017.7995275","title":"Design and implementation of adaptive signal processing systems using Markov decision processes","display_name":"Design and implementation of adaptive signal processing systems using Markov decision processes","publication_year":2017,"publication_date":"2017-07-01","ids":{"openalex":"https://openalex.org/W2741844421","doi":"https://doi.org/10.1109/asap.2017.7995275","mag":"2741844421"},"language":"en","primary_location":{"id":"doi:10.1109/asap.2017.7995275","is_oa":false,"landing_page_url":"https://doi.org/10.1109/asap.2017.7995275","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE 28th International Conference on Application-specific Systems, Architectures and Processors (ASAP)","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/A5100412854","display_name":"Lin Li","orcid":"https://orcid.org/0000-0002-2408-2827"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Lin Li","raw_affiliation_strings":["ECE Department, College Park, College Park, MD, USA"],"affiliations":[{"raw_affiliation_string":"ECE Department, College Park, College Park, MD, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048319116","display_name":"Adrian Sapio","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Adrian E. Sapio","raw_affiliation_strings":["ECE Department, College Park, College Park, MD, USA"],"affiliations":[{"raw_affiliation_string":"ECE Department, College Park, College Park, MD, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103055197","display_name":"Jiahao Wu","orcid":"https://orcid.org/0000-0003-4786-2559"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jiahao Wu","raw_affiliation_strings":["ECE Department, College Park, College Park, MD, USA"],"affiliations":[{"raw_affiliation_string":"ECE Department, College Park, College Park, MD, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064402826","display_name":"Yanzhou Liu","orcid":"https://orcid.org/0000-0002-8318-7119"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yanzhou Liu","raw_affiliation_strings":["ECE Department, College Park, College Park, MD, USA"],"affiliations":[{"raw_affiliation_string":"ECE Department, College Park, College Park, MD, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103253238","display_name":"Kyunghun Lee","orcid":"https://orcid.org/0000-0003-3636-2233"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kyunghun Lee","raw_affiliation_strings":["ECE Department, College Park, College Park, MD, USA"],"affiliations":[{"raw_affiliation_string":"ECE Department, College Park, College Park, MD, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004682100","display_name":"Marilyn Wolf","orcid":"https://orcid.org/0000-0002-4742-0841"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Marilyn Wolf","raw_affiliation_strings":["Georgia Institute of Technology, Georgia, USA"],"affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology, Georgia, USA","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038036261","display_name":"Shuvra S. Bhattacharyya","orcid":"https://orcid.org/0000-0001-7719-1106"},"institutions":[{"id":"https://openalex.org/I4210133110","display_name":"Tampere University","ror":null,"country_code":"FI","type":null,"lineage":["https://openalex.org/I4210133110"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Shuvra S. Bhattacharyya","raw_affiliation_strings":["Dept. Electronics and Communications Engineering, Tampere University of Technology, Finland","ECE Department, College Park, College Park, MD, USA"],"affiliations":[{"raw_affiliation_string":"Dept. Electronics and Communications Engineering, Tampere University of Technology, Finland","institution_ids":["https://openalex.org/I4210133110"]},{"raw_affiliation_string":"ECE Department, College Park, College Park, MD, USA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100412854"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4506,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.60947732,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"7","issue":null,"first_page":"170","last_page":"175"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10904","display_name":"Embedded Systems Design Techniques","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10904","display_name":"Embedded Systems Design Techniques","score":0.9997000098228455,"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/T10933","display_name":"Real-Time Systems Scheduling","score":0.9979000091552734,"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/T10639","display_name":"Advanced Software Engineering Methodologies","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/control-reconfiguration","display_name":"Control reconfiguration","score":0.8342553377151489},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8325446248054504},{"id":"https://openalex.org/keywords/dataflow","display_name":"Dataflow","score":0.7735501527786255},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.7475477457046509},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5763384699821472},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5647668838500977},{"id":"https://openalex.org/keywords/signal-processing","display_name":"Signal processing","score":0.4502781927585602},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4369005262851715},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.4286208152770996},{"id":"https://openalex.org/keywords/adaptive-system","display_name":"Adaptive system","score":0.4103184938430786},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.37904971837997437},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.36447668075561523},{"id":"https://openalex.org/keywords/digital-signal-processing","display_name":"Digital signal processing","score":0.1489981710910797},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.14110726118087769},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.11987560987472534},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.1174299418926239}],"concepts":[{"id":"https://openalex.org/C119701452","wikidata":"https://www.wikidata.org/wiki/Q5165881","display_name":"Control reconfiguration","level":2,"score":0.8342553377151489},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8325446248054504},{"id":"https://openalex.org/C96324660","wikidata":"https://www.wikidata.org/wiki/Q205446","display_name":"Dataflow","level":2,"score":0.7735501527786255},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.7475477457046509},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5763384699821472},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5647668838500977},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.4502781927585602},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4369005262851715},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.4286208152770996},{"id":"https://openalex.org/C52970973","wikidata":"https://www.wikidata.org/wiki/Q2497134","display_name":"Adaptive system","level":2,"score":0.4103184938430786},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.37904971837997437},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.36447668075561523},{"id":"https://openalex.org/C84462506","wikidata":"https://www.wikidata.org/wiki/Q173142","display_name":"Digital signal processing","level":2,"score":0.1489981710910797},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.14110726118087769},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.11987560987472534},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.1174299418926239},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/asap.2017.7995275","is_oa":false,"landing_page_url":"https://doi.org/10.1109/asap.2017.7995275","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE 28th International Conference on Application-specific Systems, Architectures and Processors (ASAP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.6399999856948853,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1650504995","https://openalex.org/W1970886598","https://openalex.org/W2005008701","https://openalex.org/W2058401212","https://openalex.org/W2110278976","https://openalex.org/W2126940339","https://openalex.org/W2153668164","https://openalex.org/W2153911262","https://openalex.org/W2611483135","https://openalex.org/W3010488986","https://openalex.org/W4230423294","https://openalex.org/W6636774213","https://openalex.org/W6682789603"],"related_works":["https://openalex.org/W2293118914","https://openalex.org/W2998381397","https://openalex.org/W4236419692","https://openalex.org/W3167919718","https://openalex.org/W187740018","https://openalex.org/W3120587251","https://openalex.org/W2162286586","https://openalex.org/W4255368532","https://openalex.org/W2089781058","https://openalex.org/W2102027802"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3],"propose":[4],"a":[5,78,83,99],"novel":[6],"framework,":[7],"called":[8],"Hierarchical":[9],"MDP":[10,81],"framework":[11,29,50,112],"for":[12,17],"Compact":[13],"System-level":[14],"Modeling":[15],"(HMCSM),":[16],"design":[18,111],"and":[19,46,62,92],"implementation":[20,63],"of":[21,39,55,64,85,106],"adaptive":[22,117],"embedded":[23,40,65],"signal":[24,41],"processing":[25,42],"systems.":[26],"The":[27,49],"HMCSM":[28,75],"applies":[30],"Markov":[31],"decision":[32],"processes":[33],"(MDPs)":[34],"to":[35],"enable":[36],"autonomous":[37],"adaptation":[38],"under":[43],"multidimensional":[44],"constraints":[45],"optimization":[47],"objectives.":[48],"integrates":[51],"automated,":[52],"MDP-based":[53,109],"generation":[54],"optimal":[56],"reconfiguration":[57,73],"policies,":[58],"dataflow-based":[59],"application":[60],"modeling,":[61],"control":[66],"software":[67],"that":[68,88,93],"carries":[69],"out":[70],"the":[71,104],"generated":[72],"policies.":[74],"systematically":[76],"decomposes":[77],"complex,":[79],"monolithic":[80],"into":[82],"set":[84],"separate":[86],"MDPs":[87],"are":[89],"connected":[90],"hierarchically,":[91],"operate":[94],"more":[95],"efficiently":[96],"through":[97,113],"such":[98],"modularized":[100],"structure.":[101],"We":[102],"demonstrate":[103],"effectiveness":[105],"our":[107],"new":[108],"system":[110],"experiments":[114],"with":[115],"an":[116],"wireless":[118],"communications":[119],"receiver.":[120]},"counts_by_year":[{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
