{"id":"https://openalex.org/W2986407659","doi":"https://doi.org/10.1109/igarss.2019.8898032","title":"Applying Machine Learning to Earth Observations In A Standards Based Workflow","display_name":"Applying Machine Learning to Earth Observations In A Standards Based Workflow","publication_year":2019,"publication_date":"2019-07-01","ids":{"openalex":"https://openalex.org/W2986407659","doi":"https://doi.org/10.1109/igarss.2019.8898032","mag":"2986407659"},"language":"en","primary_location":{"id":"doi:10.1109/igarss.2019.8898032","is_oa":false,"landing_page_url":"https://doi.org/10.1109/igarss.2019.8898032","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium","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/A5110584449","display_name":"Tom Landry","orcid":null},"institutions":[{"id":"https://openalex.org/I4210111842","display_name":"Computer Research Institute of Montr\u00e9al","ror":"https://ror.org/0279d5115","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210111842"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Tom Landry","raw_affiliation_strings":["Computer Research Institute of Montreal (CRIM), Montr\u00e9al, Canada"],"affiliations":[{"raw_affiliation_string":"Computer Research Institute of Montreal (CRIM), Montr\u00e9al, Canada","institution_ids":["https://openalex.org/I4210111842"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013061333","display_name":"Martin Sotir","orcid":null},"institutions":[{"id":"https://openalex.org/I4210111842","display_name":"Computer Research Institute of Montr\u00e9al","ror":"https://ror.org/0279d5115","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210111842"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Martin Sotir","raw_affiliation_strings":["Computer Research Institute of Montreal (CRIM), Montr\u00e9al, Canada"],"affiliations":[{"raw_affiliation_string":"Computer Research Institute of Montreal (CRIM), Montr\u00e9al, Canada","institution_ids":["https://openalex.org/I4210111842"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050095981","display_name":"Jean-Fran\u00e7ois Rajotte","orcid":"https://orcid.org/0000-0003-1615-6598"},"institutions":[{"id":"https://openalex.org/I4210111842","display_name":"Computer Research Institute of Montr\u00e9al","ror":"https://ror.org/0279d5115","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210111842"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jean-Francois Rajotte","raw_affiliation_strings":["Computer Research Institute of Montreal (CRIM), Montr\u00e9al, Canada"],"affiliations":[{"raw_affiliation_string":"Computer Research Institute of Montreal (CRIM), Montr\u00e9al, Canada","institution_ids":["https://openalex.org/I4210111842"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084298561","display_name":"D. Byrns","orcid":null},"institutions":[{"id":"https://openalex.org/I4210111842","display_name":"Computer Research Institute of Montr\u00e9al","ror":"https://ror.org/0279d5115","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210111842"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"David Byrns","raw_affiliation_strings":["Computer Research Institute of Montreal (CRIM), Montr\u00e9al, Canada"],"affiliations":[{"raw_affiliation_string":"Computer Research Institute of Montreal (CRIM), Montr\u00e9al, Canada","institution_ids":["https://openalex.org/I4210111842"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040817339","display_name":"Francis Charette-Migneault","orcid":"https://orcid.org/0000-0003-4862-3349"},"institutions":[{"id":"https://openalex.org/I4210111842","display_name":"Computer Research Institute of Montr\u00e9al","ror":"https://ror.org/0279d5115","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210111842"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Francis Charette-Migneault","raw_affiliation_strings":["Computer Research Institute of Montreal (CRIM), Montr\u00e9al, Canada"],"affiliations":[{"raw_affiliation_string":"Computer Research Institute of Montreal (CRIM), Montr\u00e9al, Canada","institution_ids":["https://openalex.org/I4210111842"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020091412","display_name":"M. Beaulieu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210111842","display_name":"Computer Research Institute of Montr\u00e9al","ror":"https://ror.org/0279d5115","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210111842"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Mario Beaulieu","raw_affiliation_strings":["Computer Research Institute of Montreal (CRIM), Montr\u00e9al, Canada"],"affiliations":[{"raw_affiliation_string":"Computer Research Institute of Montreal (CRIM), Montr\u00e9al, Canada","institution_ids":["https://openalex.org/I4210111842"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007938204","display_name":"Pierre-Luc St-Charles","orcid":"https://orcid.org/0000-0001-7761-2839"},"institutions":[{"id":"https://openalex.org/I4210111842","display_name":"Computer Research Institute of Montr\u00e9al","ror":"https://ror.org/0279d5115","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210111842"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Pierre-Luc St-Charles","raw_affiliation_strings":["Computer Research Institute of Montreal (CRIM), Montr\u00e9al, Canada"],"affiliations":[{"raw_affiliation_string":"Computer Research Institute of Montreal (CRIM), Montr\u00e9al, Canada","institution_ids":["https://openalex.org/I4210111842"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008160815","display_name":"Samuel Foucher","orcid":"https://orcid.org/0000-0001-9557-6907"},"institutions":[{"id":"https://openalex.org/I4210111842","display_name":"Computer Research Institute of Montr\u00e9al","ror":"https://ror.org/0279d5115","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210111842"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Samuel Foucher","raw_affiliation_strings":["Computer Research Institute of Montreal (CRIM), Montr\u00e9al, Canada"],"affiliations":[{"raw_affiliation_string":"Computer Research Institute of Montreal (CRIM), Montr\u00e9al, Canada","institution_ids":["https://openalex.org/I4210111842"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063240498","display_name":"Claude Chapdelaine","orcid":null},"institutions":[{"id":"https://openalex.org/I4210111842","display_name":"Computer Research Institute of Montr\u00e9al","ror":"https://ror.org/0279d5115","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210111842"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Claude Chapdelaine","raw_affiliation_strings":["Computer Research Institute of Montreal (CRIM), Montr\u00e9al, Canada"],"affiliations":[{"raw_affiliation_string":"Computer Research Institute of Montreal (CRIM), Montr\u00e9al, Canada","institution_ids":["https://openalex.org/I4210111842"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058142972","display_name":"Ayoub Tlili","orcid":"https://orcid.org/0000-0003-2089-1747"},"institutions":[{"id":"https://openalex.org/I4210111842","display_name":"Computer Research Institute of Montr\u00e9al","ror":"https://ror.org/0279d5115","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210111842"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ayoub Tlili","raw_affiliation_strings":["Computer Research Institute of Montreal (CRIM), Montr\u00e9al, Canada"],"affiliations":[{"raw_affiliation_string":"Computer Research Institute of Montreal (CRIM), Montr\u00e9al, Canada","institution_ids":["https://openalex.org/I4210111842"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090798315","display_name":"Cedric Noiseux","orcid":null},"institutions":[{"id":"https://openalex.org/I4210111842","display_name":"Computer Research Institute of Montr\u00e9al","ror":"https://ror.org/0279d5115","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210111842"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Cedric Noiseux","raw_affiliation_strings":["Computer Research Institute of Montreal (CRIM), Montr\u00e9al, Canada"],"affiliations":[{"raw_affiliation_string":"Computer Research Institute of Montreal (CRIM), Montr\u00e9al, Canada","institution_ids":["https://openalex.org/I4210111842"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5110584449"],"corresponding_institution_ids":["https://openalex.org/I4210111842"],"apc_list":null,"apc_paid":null,"fwci":1.6214,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.91528956,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"abs 1512 3385","issue":null,"first_page":"5567","last_page":"5570"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11937","display_name":"Research Data Management Practices","score":0.9757999777793884,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T13398","display_name":"Data Analysis with R","score":0.9681000113487244,"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/workflow","display_name":"Workflow","score":0.7544766068458557},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7418113946914673},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.6365470886230469},{"id":"https://openalex.org/keywords/python","display_name":"Python (programming language)","score":0.5934104919433594},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5108091831207275},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.506902277469635},{"id":"https://openalex.org/keywords/documentation","display_name":"Documentation","score":0.503032386302948},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4981689453125},{"id":"https://openalex.org/keywords/reuse","display_name":"Reuse","score":0.4878499507904053},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4739301800727844},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.46353745460510254},{"id":"https://openalex.org/keywords/earth-observation","display_name":"Earth observation","score":0.4326916038990021},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.4173881411552429},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4173698127269745},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.17890194058418274},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14431080222129822}],"concepts":[{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.7544766068458557},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7418113946914673},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6365470886230469},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.5934104919433594},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5108091831207275},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.506902277469635},{"id":"https://openalex.org/C56666940","wikidata":"https://www.wikidata.org/wiki/Q788790","display_name":"Documentation","level":2,"score":0.503032386302948},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4981689453125},{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.4878499507904053},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4739301800727844},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.46353745460510254},{"id":"https://openalex.org/C39399123","wikidata":"https://www.wikidata.org/wiki/Q1348989","display_name":"Earth observation","level":3,"score":0.4326916038990021},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.4173881411552429},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4173698127269745},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.17890194058418274},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14431080222129822},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"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/C548081761","wikidata":"https://www.wikidata.org/wiki/Q180388","display_name":"Waste management","level":1,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/igarss.2019.8898032","is_oa":false,"landing_page_url":"https://doi.org/10.1109/igarss.2019.8898032","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W2194775991","https://openalex.org/W2218047931","https://openalex.org/W2576576365","https://openalex.org/W2619401847","https://openalex.org/W2752782242","https://openalex.org/W2765426977","https://openalex.org/W2793286903","https://openalex.org/W2807902190","https://openalex.org/W2809315896","https://openalex.org/W2904302061","https://openalex.org/W2962835968","https://openalex.org/W2963008249","https://openalex.org/W2963022529","https://openalex.org/W2963420686","https://openalex.org/W2996206286","https://openalex.org/W4320931707","https://openalex.org/W6637373629","https://openalex.org/W6687483927","https://openalex.org/W6738781482","https://openalex.org/W6743731764","https://openalex.org/W6746026173","https://openalex.org/W6752495203","https://openalex.org/W6757127054","https://openalex.org/W6772013704"],"related_works":["https://openalex.org/W4389116644","https://openalex.org/W2153315159","https://openalex.org/W3103844505","https://openalex.org/W259157601","https://openalex.org/W4205463238","https://openalex.org/W2341492732","https://openalex.org/W3187193180","https://openalex.org/W106542691","https://openalex.org/W4287027380","https://openalex.org/W1699080303"],"abstract_inverted_index":{"Earth":[0],"Observations":[1],"(EO)":[2],"enable":[3],"scientific":[4],"research,":[5],"such":[6],"as":[7,41,115,117],"the":[8,58,68,142,153],"study":[9],"of":[10,22,53,60,74,134,146,155,160,164],"meteorology":[11],"and":[12,15,18,29,51,72,77,99,113,132,152],"climate,":[13],"ecosystems":[14],"forests,":[16],"hydrology":[17],"marine":[19],"life.":[20],"Applications":[21],"EO":[23,122],"help":[24],"protect":[25],"populations":[26],"from":[27],"disasters":[28],"improve":[30],"life":[31],"in":[32,137],"intelligent":[33],"cities.":[34],"Increasingly,":[35],"Machine":[36],"Learning":[37,148],"techniques":[38],"are":[39],"seen":[40],"key":[42],"to":[43,109,120,157],"solve":[44],"these":[45,75,127],"complex":[46],"multidisciplinary":[47],"problems.":[48],"The":[49],"scale":[50],"dimensionality":[52],"data":[54],"involved":[55],"often":[56],"require":[57],"definition":[59],"processing":[61],"chains,":[62],"or":[63,162],"workflows.":[64],"Standards":[65],"can":[66],"facilitate":[67],"composition,":[69],"sharing,":[70],"execution":[71],"discovery":[73],"workflows":[76,119],"applications,":[78],"making":[79],"them":[80],"more":[81],"useful.":[82],"This":[83],"paper":[84],"presents":[85],"three":[86],"applications":[87,104],"based":[88],"on":[89,106,118,149],"Deep":[90,147],"Learning:":[91],"a":[92,96,100],"tree":[93],"species":[94],"classifier,":[95],"car":[97],"detector":[98],"flood":[101],"detector.":[102],"These":[103],"rely":[105],"software":[107],"containers":[108],"package":[110],"ML":[111],"framework":[112],"algorithms,":[114],"well":[116],"process":[121],"data.":[123],"We":[124,139],"found":[125],"that":[126],"practices":[128],"allow":[129],"improved":[130],"reuse":[131],"deployment":[133],"research":[135],"assets":[136],"infrastructures.":[138],"also":[140],"note":[141],"strong":[143],"discriminative":[144],"capabilities":[145],"smaller":[150],"datasets":[151],"difficulty":[154],"gen-eralization":[156],"other":[158],"methods":[159],"sensing":[161],"regions":[163],"interest.":[165]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
