{"id":"https://openalex.org/W2897021085","doi":"https://doi.org/10.1109/agro-geoinformatics.2018.8475979","title":"Landscape Pattern Analysis and Prediction in Qingyang City Based on CA-Markov Model","display_name":"Landscape Pattern Analysis and Prediction in Qingyang City Based on CA-Markov Model","publication_year":2018,"publication_date":"2018-08-01","ids":{"openalex":"https://openalex.org/W2897021085","doi":"https://doi.org/10.1109/agro-geoinformatics.2018.8475979","mag":"2897021085"},"language":"en","primary_location":{"id":"doi:10.1109/agro-geoinformatics.2018.8475979","is_oa":false,"landing_page_url":"https://doi.org/10.1109/agro-geoinformatics.2018.8475979","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 7th International Conference on Agro-geoinformatics (Agro-geoinformatics)","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/A5038793583","display_name":"Aihong Gai","orcid":null},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Aihong Gai","raw_affiliation_strings":["Center for Spatial Information Scenice and System(CSISS), George Mason University, Fairfax, VA, USA"],"affiliations":[{"raw_affiliation_string":"Center for Spatial Information Scenice and System(CSISS), George Mason University, Fairfax, VA, USA","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012116347","display_name":"Liping Di","orcid":"https://orcid.org/0000-0002-3953-9965"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Liping Di","raw_affiliation_strings":["Center for Spatial Information Scenice and System(CSISS), George Mason University, Fairfax, VA, USA"],"affiliations":[{"raw_affiliation_string":"Center for Spatial Information Scenice and System(CSISS), George Mason University, Fairfax, VA, USA","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102337428","display_name":"Junmei Tang","orcid":null},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Junmei Tang","raw_affiliation_strings":["Center for Spatial Information Scenice and System(CSISS), George Mason University, Fairfax, VA, USA"],"affiliations":[{"raw_affiliation_string":"Center for Spatial Information Scenice and System(CSISS), George Mason University, Fairfax, VA, USA","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077156991","display_name":"Liying Guo","orcid":"https://orcid.org/0000-0001-9684-0204"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Liying Guo","raw_affiliation_strings":["Center for Spatial Information Scenice and System(CSISS), George Mason University, Fairfax, VA, USA"],"affiliations":[{"raw_affiliation_string":"Center for Spatial Information Scenice and System(CSISS), George Mason University, Fairfax, VA, USA","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000040348","display_name":"Yonglan Qian","orcid":"https://orcid.org/0000-0003-1645-064X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yonglan Qian","raw_affiliation_strings":["CMA National Meteorological Center, Beijing, China"],"affiliations":[{"raw_affiliation_string":"CMA National Meteorological Center, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010274886","display_name":"Dongmei Zhou","orcid":"https://orcid.org/0000-0002-7917-7954"},"institutions":[{"id":"https://openalex.org/I16295237","display_name":"Gansu Agricultural University","ror":"https://ror.org/05ym42410","country_code":"CN","type":"education","lineage":["https://openalex.org/I16295237"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongmei Zhou","raw_affiliation_strings":["College of Resources and Environmental Sciences, Gansu Agricultural University, Lanzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Resources and Environmental Sciences, Gansu Agricultural University, Lanzhou, China","institution_ids":["https://openalex.org/I16295237"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046506634","display_name":"Qian L\u00fc","orcid":"https://orcid.org/0000-0001-7271-5804"},"institutions":[{"id":"https://openalex.org/I16295237","display_name":"Gansu Agricultural University","ror":"https://ror.org/05ym42410","country_code":"CN","type":"education","lineage":["https://openalex.org/I16295237"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qian Lu","raw_affiliation_strings":["College of Resources and Environmental Sciences, Gansu Agricultural University, Lanzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Resources and Environmental Sciences, Gansu Agricultural University, Lanzhou, China","institution_ids":["https://openalex.org/I16295237"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110814840","display_name":"Jinrui Song","orcid":null},"institutions":[{"id":"https://openalex.org/I16295237","display_name":"Gansu Agricultural University","ror":"https://ror.org/05ym42410","country_code":"CN","type":"education","lineage":["https://openalex.org/I16295237"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinrui Song","raw_affiliation_strings":["College of Resources and Environmental Sciences, Gansu Agricultural University, Lanzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Resources and Environmental Sciences, Gansu Agricultural University, Lanzhou, China","institution_ids":["https://openalex.org/I16295237"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108604970","display_name":"Guozhang Cen","orcid":null},"institutions":[{"id":"https://openalex.org/I16295237","display_name":"Gansu Agricultural University","ror":"https://ror.org/05ym42410","country_code":"CN","type":"education","lineage":["https://openalex.org/I16295237"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guozhang Cen","raw_affiliation_strings":["College of Resources and Environmental Sciences, Gansu Agricultural University, Lanzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Resources and Environmental Sciences, Gansu Agricultural University, Lanzhou, China","institution_ids":["https://openalex.org/I16295237"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5038793583"],"corresponding_institution_ids":["https://openalex.org/I162714631"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08421981,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"31","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T10226","display_name":"Land Use and Ecosystem Services","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T13890","display_name":"Remote Sensing and Land Use","score":0.9861000180244446,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9807000160217285,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/grassland","display_name":"Grassland","score":0.9241186380386353},{"id":"https://openalex.org/keywords/fragmentation","display_name":"Fragmentation (computing)","score":0.6371099352836609},{"id":"https://openalex.org/keywords/land-use","display_name":"Land use","score":0.49764397740364075},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.4880348742008209},{"id":"https://openalex.org/keywords/period","display_name":"Period (music)","score":0.4832378327846527},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.42457741498947144},{"id":"https://openalex.org/keywords/physical-geography","display_name":"Physical geography","score":0.4061121642589569},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.40091174840927124},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.15055689215660095},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0818001925945282},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.073222815990448}],"concepts":[{"id":"https://openalex.org/C2775835988","wikidata":"https://www.wikidata.org/wiki/Q1006733","display_name":"Grassland","level":2,"score":0.9241186380386353},{"id":"https://openalex.org/C191015642","wikidata":"https://www.wikidata.org/wiki/Q1132459","display_name":"Fragmentation (computing)","level":2,"score":0.6371099352836609},{"id":"https://openalex.org/C4792198","wikidata":"https://www.wikidata.org/wiki/Q1165944","display_name":"Land use","level":2,"score":0.49764397740364075},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.4880348742008209},{"id":"https://openalex.org/C2781291010","wikidata":"https://www.wikidata.org/wiki/Q178580","display_name":"Period (music)","level":2,"score":0.4832378327846527},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.42457741498947144},{"id":"https://openalex.org/C100970517","wikidata":"https://www.wikidata.org/wiki/Q52107","display_name":"Physical geography","level":1,"score":0.4061121642589569},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.40091174840927124},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.15055689215660095},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0818001925945282},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.073222815990448},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/agro-geoinformatics.2018.8475979","is_oa":false,"landing_page_url":"https://doi.org/10.1109/agro-geoinformatics.2018.8475979","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 7th International Conference on Agro-geoinformatics (Agro-geoinformatics)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Life in Land","score":0.550000011920929,"id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2023259869","https://openalex.org/W2037202670","https://openalex.org/W2042967898","https://openalex.org/W2062452040","https://openalex.org/W2063850203","https://openalex.org/W2087432101","https://openalex.org/W2103305317","https://openalex.org/W2235571278","https://openalex.org/W2310862826","https://openalex.org/W2345150762","https://openalex.org/W2353026508","https://openalex.org/W2361918313","https://openalex.org/W2367653530","https://openalex.org/W2381294598","https://openalex.org/W2390093316","https://openalex.org/W2758350080","https://openalex.org/W2978689116","https://openalex.org/W4313125721","https://openalex.org/W6698094955","https://openalex.org/W6704683841","https://openalex.org/W6744559082"],"related_works":["https://openalex.org/W1569360120","https://openalex.org/W2377244945","https://openalex.org/W2390860443","https://openalex.org/W2356977795","https://openalex.org/W2390549222","https://openalex.org/W2370363411","https://openalex.org/W2383584122","https://openalex.org/W2392859548","https://openalex.org/W2384895252","https://openalex.org/W2354104247"],"abstract_inverted_index":{"In":[0],"this":[1,234,247],"paper,":[2],"the":[3,19,38,50,65,79,85,103,106,112,123,129,144,150,164,183,196,207,212,221,236,243],"spatial-temporal":[4],"landscape":[5,15,31,51,96,141,165,224],"pattern":[6,16,32,52],"changes":[7],"of":[8,24,60,67,87,94,111,114,132,153,166,177,185,194],"Qingyang":[9,54,231,265],"city":[10],"were":[11,137,171],"analyzed":[12],"based":[13,205],"on":[14,90,206,228,256],"indices":[17],"from":[18,81,146],"classified":[20],"remotely":[21],"sensed":[22],"data":[23],"2000,":[25],"2006":[26],"and":[27,47,64,72,120,135,156,163,169,182,190,220,239,260],"2012.":[28],"The":[29,41,174,202],"future":[30],"in":[33,53,188,218,230,246,264],"2018":[34],"was":[35,179],"predicted":[36],"using":[37],"CA-Markov":[39,208],"model.":[40],"results":[42,204],"suggested":[43],"that":[44,211],"cropland,":[45,133,154,167,237],"forestland,":[46,134,155,238],"grassland":[48,104,136,170,189,240],"dominated":[49],"city,":[55],"with":[56,105],"a":[57,160],"total":[58],"percentage":[59,86],"more":[61,200],"than":[62,139],"90%,":[63],"area":[66,75],"unused":[68],"land,":[69,71],"construction":[70,157,191,197],"water":[73],"body":[74],"successively":[76],"decreased.":[77],"During":[78,143],"period":[80,145],"2000":[82,147],"to":[83,118,148,216,254],"2012,":[84,149],"cropland":[88,116,213],"kept":[89],"reduced":[91],"while":[92],"those":[93],"other":[95,140,222],"types":[97,225,245],"showed":[98],"an":[99],"upward":[100],"trend,":[101,162,235],"especially":[102],"highest":[107],"increase":[108],"rate":[109],"because":[110],"policy":[113],"returning":[115],"back":[117],"forestland":[119,168],"grassland.":[121],"Moreover,":[122],"patch":[124,151,186],"numbers,":[125],"as":[126,128],"well":[127],"fragmentation":[130],"degree":[131,184],"larger":[138],"types.":[142],"density":[152],"land":[158,192,198,261],"presented":[159],"growing":[161],"spottily":[172],"distributed.":[173],"natural":[175],"connectivity":[176],"blocks":[178],"relatively":[180],"high,":[181],"aggregation":[187],"increased,":[193],"which":[195],"had":[199],"changes.":[201],"prediction":[203],"model":[209],"indicated":[210],"would":[214,226],"continue":[215],"decrease":[217],"2018,":[219],"five":[223],"keep":[227],"increasing":[229],"city.":[232],"Under":[233],"are":[241],"still":[242],"dominant":[244],"study":[248,251],"area.":[249],"This":[250],"can":[252],"contribute":[253],"decision-making":[255],"ecological":[257],"environmental":[258],"protection":[259],"use":[262],"planning":[263],"City.":[266]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}