{"id":"https://openalex.org/W2929407966","doi":"https://doi.org/10.1109/access.2019.2907999","title":"A Survey of Big Data Analytics for Smart Forestry","display_name":"A Survey of Big Data Analytics for Smart Forestry","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2929407966","doi":"https://doi.org/10.1109/access.2019.2907999","mag":"2929407966"},"language":"en","primary_location":{"id":"doi:10.1109/access.2019.2907999","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2907999","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08675907.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08675907.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090037560","display_name":"Weitao Zou","orcid":"https://orcid.org/0000-0003-2834-4289"},"institutions":[{"id":"https://openalex.org/I47689461","display_name":"Northeast Forestry University","ror":"https://ror.org/02yxnh564","country_code":"CN","type":"education","lineage":["https://openalex.org/I47689461"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Weitao Zou","raw_affiliation_strings":["College of Information and Computer Engineering, Northeast Forestry University, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information and Computer Engineering, Northeast Forestry University, Harbin, China","institution_ids":["https://openalex.org/I47689461"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074535695","display_name":"Weipeng Jing","orcid":"https://orcid.org/0000-0001-7933-6946"},"institutions":[{"id":"https://openalex.org/I47689461","display_name":"Northeast Forestry University","ror":"https://ror.org/02yxnh564","country_code":"CN","type":"education","lineage":["https://openalex.org/I47689461"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weipeng Jing","raw_affiliation_strings":["College of Information and Computer Engineering, Northeast Forestry University, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0001-7933-6946","affiliations":[{"raw_affiliation_string":"College of Information and Computer Engineering, Northeast Forestry University, Harbin, China","institution_ids":["https://openalex.org/I47689461"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111774926","display_name":"Guangsheng Chen","orcid":"https://orcid.org/0009-0009-0237-1765"},"institutions":[{"id":"https://openalex.org/I47689461","display_name":"Northeast Forestry University","ror":"https://ror.org/02yxnh564","country_code":"CN","type":"education","lineage":["https://openalex.org/I47689461"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangsheng Chen","raw_affiliation_strings":["College of Information and Computer Engineering, Northeast Forestry University, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information and Computer Engineering, Northeast Forestry University, Harbin, China","institution_ids":["https://openalex.org/I47689461"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101946929","display_name":"Yang Lu","orcid":"https://orcid.org/0000-0002-3580-3255"},"institutions":[{"id":"https://openalex.org/I47689461","display_name":"Northeast Forestry University","ror":"https://ror.org/02yxnh564","country_code":"CN","type":"education","lineage":["https://openalex.org/I47689461"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Lu","raw_affiliation_strings":["College of Information and Computer Engineering, Northeast Forestry University, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information and Computer Engineering, Northeast Forestry University, Harbin, China","institution_ids":["https://openalex.org/I47689461"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079301418","display_name":"Houbing Song","orcid":"https://orcid.org/0000-0003-2631-9223"},"institutions":[{"id":"https://openalex.org/I84475105","display_name":"Embry\u2013Riddle Aeronautical University","ror":"https://ror.org/010jskt71","country_code":"US","type":"education","lineage":["https://openalex.org/I84475105"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Houbing Song","raw_affiliation_strings":["Department of Electrical, Computer, Software, and Systems Engineering, Embry-Riddle Aeronautical University, Daytona Beach, FL, USA"],"raw_orcid":"https://orcid.org/0000-0003-2631-9223","affiliations":[{"raw_affiliation_string":"Department of Electrical, Computer, Software, and Systems Engineering, Embry-Riddle Aeronautical University, Daytona Beach, FL, USA","institution_ids":["https://openalex.org/I84475105"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5090037560"],"corresponding_institution_ids":["https://openalex.org/I47689461"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":5.1521,"has_fulltext":true,"cited_by_count":64,"citation_normalized_percentile":{"value":0.9592219,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"7","issue":null,"first_page":"46621","last_page":"46636"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12713","display_name":"Forest Ecology and Biodiversity Studies","score":0.9717000126838684,"subfield":{"id":"https://openalex.org/subfields/1109","display_name":"Insect Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T14339","display_name":"Image Processing and 3D Reconstruction","score":0.970300018787384,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/big-data","display_name":"Big data","score":0.9225097894668579},{"id":"https://openalex.org/keywords/forestry","display_name":"Forestry","score":0.775787353515625},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6693899631500244},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.47237494587898254},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.44451579451560974},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.14712443947792053},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12461701035499573},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.06680706143379211}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.9225097894668579},{"id":"https://openalex.org/C97137747","wikidata":"https://www.wikidata.org/wiki/Q38112","display_name":"Forestry","level":1,"score":0.775787353515625},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6693899631500244},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.47237494587898254},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.44451579451560974},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.14712443947792053},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12461701035499573},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.06680706143379211},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2019.2907999","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2907999","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08675907.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:c5693bdfa357441398644f4454ea585c","is_oa":true,"landing_page_url":"https://doaj.org/article/c5693bdfa357441398644f4454ea585c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 7, Pp 46621-46636 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2019.2907999","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2019.2907999","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08675907.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2331110209","display_name":null,"funder_award_id":"31770768","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3983283171","display_name":null,"funder_award_id":"201504307","funder_id":"https://openalex.org/F4320324721","funder_display_name":"National Forestry and Grassland Administration"},{"id":"https://openalex.org/G8721413222","display_name":null,"funder_award_id":"F2017001","funder_id":"https://openalex.org/F4320323085","funder_display_name":"Natural Science Foundation of Heilongjiang Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320323085","display_name":"Natural Science Foundation of Heilongjiang Province","ror":null},{"id":"https://openalex.org/F4320324721","display_name":"National Forestry and Grassland Administration","ror":"https://ror.org/03f2n3n81"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":112,"referenced_works":["https://openalex.org/W613109404","https://openalex.org/W1505133516","https://openalex.org/W1652321627","https://openalex.org/W1830303235","https://openalex.org/W1852719163","https://openalex.org/W1970546327","https://openalex.org/W1979605853","https://openalex.org/W1986349186","https://openalex.org/W1999984505","https://openalex.org/W2008365848","https://openalex.org/W2011399860","https://openalex.org/W2015639706","https://openalex.org/W2027090774","https://openalex.org/W2029654245","https://openalex.org/W2033042438","https://openalex.org/W2043670970","https://openalex.org/W2044105912","https://openalex.org/W2054397552","https://openalex.org/W2055212962","https://openalex.org/W2059157192","https://openalex.org/W2065820792","https://openalex.org/W2072584237","https://openalex.org/W2072963066","https://openalex.org/W2074426578","https://openalex.org/W2077334932","https://openalex.org/W2086970160","https://openalex.org/W2098994245","https://openalex.org/W2108527847","https://openalex.org/W2111022129","https://openalex.org/W2115583184","https://openalex.org/W2119738171","https://openalex.org/W2134109073","https://openalex.org/W2146068062","https://openalex.org/W2151628934","https://openalex.org/W2159128662","https://openalex.org/W2159181754","https://openalex.org/W2165148193","https://openalex.org/W2169251528","https://openalex.org/W2180658568","https://openalex.org/W2182617692","https://openalex.org/W2183266617","https://openalex.org/W2197411628","https://openalex.org/W2216541755","https://openalex.org/W2280788228","https://openalex.org/W2282372241","https://openalex.org/W2293066912","https://openalex.org/W2295338537","https://openalex.org/W2296539175","https://openalex.org/W2312646085","https://openalex.org/W2320788823","https://openalex.org/W2329267147","https://openalex.org/W2342403903","https://openalex.org/W2344683494","https://openalex.org/W2345549197","https://openalex.org/W2348400132","https://openalex.org/W2387585091","https://openalex.org/W2401246392","https://openalex.org/W2421608641","https://openalex.org/W2427751400","https://openalex.org/W2429954913","https://openalex.org/W2468467928","https://openalex.org/W2484253528","https://openalex.org/W2515306179","https://openalex.org/W2532137857","https://openalex.org/W2533284116","https://openalex.org/W2547794587","https://openalex.org/W2553205900","https://openalex.org/W2569819632","https://openalex.org/W2588483483","https://openalex.org/W2592230399","https://openalex.org/W2592351922","https://openalex.org/W2606906085","https://openalex.org/W2613082709","https://openalex.org/W2623518586","https://openalex.org/W2630720134","https://openalex.org/W2734784169","https://openalex.org/W2737299723","https://openalex.org/W2752254540","https://openalex.org/W2752973987","https://openalex.org/W2756893732","https://openalex.org/W2765856416","https://openalex.org/W2766382480","https://openalex.org/W2773027815","https://openalex.org/W2775533319","https://openalex.org/W2787967834","https://openalex.org/W2790729546","https://openalex.org/W2792826355","https://openalex.org/W2793252126","https://openalex.org/W2793314492","https://openalex.org/W2794692281","https://openalex.org/W2801431388","https://openalex.org/W2802508687","https://openalex.org/W2803060103","https://openalex.org/W2803213071","https://openalex.org/W2808600581","https://openalex.org/W2810344944","https://openalex.org/W2815536421","https://openalex.org/W2856116884","https://openalex.org/W2894676653","https://openalex.org/W2897061047","https://openalex.org/W2897711619","https://openalex.org/W2898872861","https://openalex.org/W2899987209","https://openalex.org/W2901532436","https://openalex.org/W2976563778","https://openalex.org/W3005669418","https://openalex.org/W3127906832","https://openalex.org/W4255815195","https://openalex.org/W6650418438","https://openalex.org/W6721991897","https://openalex.org/W6737797990","https://openalex.org/W6769351898"],"related_works":["https://openalex.org/W4322629366","https://openalex.org/W2808989540","https://openalex.org/W2397053934","https://openalex.org/W1039292361","https://openalex.org/W2731626691","https://openalex.org/W2551093110","https://openalex.org/W2148016376","https://openalex.org/W4237919137","https://openalex.org/W3184179822","https://openalex.org/W3095362084"],"abstract_inverted_index":{"Accurate":[0],"and":[1,36,45,94,114,120,151,153,168,178,189],"reliable":[2],"forestry":[3,72,84,102,117,129,141,165,184],"data":[4,43,58,81,85,99,132,143,149,167,174,186],"can":[5],"be":[6],"obtained":[7],"by":[8,130],"means":[9],"of":[10,13,26,33,39,53,71,79,96,111,116,135,140,164,173,183,192],"continuous":[11],"monitoring":[12],"forests":[14],"using":[15],"advanced":[16],"technologies,":[17],"which":[18,74],"provides":[19],"a":[20,61,160],"major":[21],"opportunity":[22],"for":[23],"the":[24,31,34,41,50,65,69,77,92,97,109,112,124,128,136,147,170,181,190],"development":[25,115,194],"smart":[27,101],"forestry.":[28],"However,":[29],"with":[30],"improvement":[32],"precision":[35],"acquisition":[37],"speed":[38],"data,":[40,119],"traditional":[42],"analysis,":[44,177],"storage":[46],"technology":[47,82],"cannot":[48],"meet":[49],"performance":[51],"requirements":[52],"current":[54],"applications.":[55],"Forestry":[56],"big":[57,80,98,118,131,142,166,185],"has":[59,195],"brought":[60,126],"new":[62],"solution":[63],"to":[64,76,83,127,145,154],"difficulties":[66],"encountered":[67],"in":[68,100,103],"course":[70],"development,":[73],"refers":[75],"application":[78],"processing.":[86],"In":[87],"this":[88],"paper,":[89],"we":[90,107,158],"summarize":[91,123,169],"research":[93],"work":[95,172],"recent":[104],"years.":[105],"First,":[106],"review":[108],"history":[110],"emergence":[113],"then":[121],"briefly":[122],"opportunities":[125],"technology.":[133],"One":[134],"most":[137],"important":[138],"tasks":[139],"is":[144],"organize":[146],"massive":[148],"reasonably":[150],"effectively":[152],"calculate":[155],"fast.":[156],"Therefore,":[157],"propose":[159],"five-layer":[161],"architecture":[162],"model":[163],"related":[171],"storage,":[175],"query,":[176],"application.":[179],"Finally,":[180],"challenges":[182],"are":[187],"analyzed,":[188],"trend":[191],"future":[193],"prospected":[196],"from":[197],"three":[198],"aspects.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":16},{"year":2021,"cited_by_count":16},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":4}],"updated_date":"2026-05-19T21:40:30.786675","created_date":"2025-10-10T00:00:00"}
