{"id":"https://openalex.org/W4394880108","doi":"https://doi.org/10.3390/rs16081419","title":"Time Series Analysis of Multisensor Data for Precision Viticulture\u2014Assessing Microscale Variations in Plant Development with Respect to Irrigation and Topography","display_name":"Time Series Analysis of Multisensor Data for Precision Viticulture\u2014Assessing Microscale Variations in Plant Development with Respect to Irrigation and Topography","publication_year":2024,"publication_date":"2024-04-17","ids":{"openalex":"https://openalex.org/W4394880108","doi":"https://doi.org/10.3390/rs16081419"},"language":"en","primary_location":{"id":"doi:10.3390/rs16081419","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16081419","pdf_url":"https://www.mdpi.com/2072-4292/16/8/1419/pdf?version=1713351252","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/16/8/1419/pdf?version=1713351252","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091675713","display_name":"Melanie Brandmeier","orcid":"https://orcid.org/0000-0002-6778-2508"},"institutions":[{"id":"https://openalex.org/I3130074995","display_name":"Technical University of Applied Sciences W\u00fcrzburg-Schweinfurt","ror":"https://ror.org/01k5h5v15","country_code":"DE","type":"education","lineage":["https://openalex.org/I3130074995"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Melanie Brandmeier","raw_affiliation_strings":["Faculty of Plastics Engineering and Surveying, Technical University of Applied Sciences W\u00fcrzburg-Schweinfurt (THWS), 97070 W\u00fcrzburg, Germany"],"affiliations":[{"raw_affiliation_string":"Faculty of Plastics Engineering and Surveying, Technical University of Applied Sciences W\u00fcrzburg-Schweinfurt (THWS), 97070 W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I3130074995"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094105553","display_name":"Daniel He\u00dfd\u00f6rfer","orcid":null},"institutions":[{"id":"https://openalex.org/I4210087114","display_name":"State Education and Research Institute for Viticulture and Pomology Weinsberg","ror":"https://ror.org/001qnfn06","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210087114"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel He\u00dfd\u00f6rfer","raw_affiliation_strings":["Bavarian State Institute for Viticulture and Horticulture (LWG), 97209 Veitsh\u00f6chheim, Germany"],"affiliations":[{"raw_affiliation_string":"Bavarian State Institute for Viticulture and Horticulture (LWG), 97209 Veitsh\u00f6chheim, Germany","institution_ids":["https://openalex.org/I4210087114"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094105555","display_name":"Philipp Siebenlist","orcid":null},"institutions":[{"id":"https://openalex.org/I3130074995","display_name":"Technical University of Applied Sciences W\u00fcrzburg-Schweinfurt","ror":"https://ror.org/01k5h5v15","country_code":"DE","type":"education","lineage":["https://openalex.org/I3130074995"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Philipp Siebenlist","raw_affiliation_strings":["Faculty of Plastics Engineering and Surveying, Technical University of Applied Sciences W\u00fcrzburg-Schweinfurt (THWS), 97070 W\u00fcrzburg, Germany"],"affiliations":[{"raw_affiliation_string":"Faculty of Plastics Engineering and Surveying, Technical University of Applied Sciences W\u00fcrzburg-Schweinfurt (THWS), 97070 W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I3130074995"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094105554","display_name":"Adrian Meyer-Spelbrink","orcid":null},"institutions":[{"id":"https://openalex.org/I3130074995","display_name":"Technical University of Applied Sciences W\u00fcrzburg-Schweinfurt","ror":"https://ror.org/01k5h5v15","country_code":"DE","type":"education","lineage":["https://openalex.org/I3130074995"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Adrian Meyer-Spelbrink","raw_affiliation_strings":["Faculty of Plastics Engineering and Surveying, Technical University of Applied Sciences W\u00fcrzburg-Schweinfurt (THWS), 97070 W\u00fcrzburg, Germany"],"affiliations":[{"raw_affiliation_string":"Faculty of Plastics Engineering and Surveying, Technical University of Applied Sciences W\u00fcrzburg-Schweinfurt (THWS), 97070 W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I3130074995"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068727908","display_name":"Anja Kraus","orcid":null},"institutions":[{"id":"https://openalex.org/I3130074995","display_name":"Technical University of Applied Sciences W\u00fcrzburg-Schweinfurt","ror":"https://ror.org/01k5h5v15","country_code":"DE","type":"education","lineage":["https://openalex.org/I3130074995"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anja Kraus","raw_affiliation_strings":["Faculty of Plastics Engineering and Surveying, Technical University of Applied Sciences W\u00fcrzburg-Schweinfurt (THWS), 97070 W\u00fcrzburg, Germany"],"affiliations":[{"raw_affiliation_string":"Faculty of Plastics Engineering and Surveying, Technical University of Applied Sciences W\u00fcrzburg-Schweinfurt (THWS), 97070 W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I3130074995"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5091675713"],"corresponding_institution_ids":["https://openalex.org/I3130074995"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":2.6003,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.89109963,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"16","issue":"8","first_page":"1419","last_page":"1419"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11796","display_name":"Horticultural and Viticultural Research","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant 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"}},"topics":[{"id":"https://openalex.org/T11796","display_name":"Horticultural and Viticultural Research","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant 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/T10111","display_name":"Remote Sensing in Agriculture","score":0.9994000196456909,"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"}},{"id":"https://openalex.org/T10266","display_name":"Plant Water Relations and Carbon Dynamics","score":0.9986000061035156,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/vineyard","display_name":"Vineyard","score":0.7500690817832947},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.7213519215583801},{"id":"https://openalex.org/keywords/normalized-difference-vegetation-index","display_name":"Normalized Difference Vegetation Index","score":0.5767824649810791},{"id":"https://openalex.org/keywords/irrigation","display_name":"Irrigation","score":0.5724114179611206},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.4954167604446411},{"id":"https://openalex.org/keywords/water-content","display_name":"Water content","score":0.45053407549858093},{"id":"https://openalex.org/keywords/in-situ","display_name":"In situ","score":0.4270555377006531},{"id":"https://openalex.org/keywords/multispectral-image","display_name":"Multispectral image","score":0.4196774661540985},{"id":"https://openalex.org/keywords/climate-change","display_name":"Climate change","score":0.4027285873889923},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.17437607049942017},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.14740851521492004},{"id":"https://openalex.org/keywords/agronomy","display_name":"Agronomy","score":0.12380975484848022},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.1232379674911499}],"concepts":[{"id":"https://openalex.org/C2780924976","wikidata":"https://www.wikidata.org/wiki/Q22715","display_name":"Vineyard","level":2,"score":0.7500690817832947},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.7213519215583801},{"id":"https://openalex.org/C1549246","wikidata":"https://www.wikidata.org/wiki/Q718775","display_name":"Normalized Difference Vegetation Index","level":3,"score":0.5767824649810791},{"id":"https://openalex.org/C88862950","wikidata":"https://www.wikidata.org/wiki/Q11453","display_name":"Irrigation","level":2,"score":0.5724114179611206},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.4954167604446411},{"id":"https://openalex.org/C24939127","wikidata":"https://www.wikidata.org/wiki/Q373499","display_name":"Water content","level":2,"score":0.45053407549858093},{"id":"https://openalex.org/C2777822432","wikidata":"https://www.wikidata.org/wiki/Q216681","display_name":"In situ","level":2,"score":0.4270555377006531},{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.4196774661540985},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.4027285873889923},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.17437607049942017},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.14740851521492004},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.12380975484848022},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.1232379674911499},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","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},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/rs16081419","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16081419","pdf_url":"https://www.mdpi.com/2072-4292/16/8/1419/pdf?version=1713351252","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:dc7f95ef77eb4427a5f9c58fc09ef37d","is_oa":true,"landing_page_url":"https://doaj.org/article/dc7f95ef77eb4427a5f9c58fc09ef37d","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 16, Iss 8, p 1419 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/rs16081419","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16081419","pdf_url":"https://www.mdpi.com/2072-4292/16/8/1419/pdf?version=1713351252","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4394880108.pdf"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W591422225","https://openalex.org/W1968314959","https://openalex.org/W1968565953","https://openalex.org/W2000613913","https://openalex.org/W2049398443","https://openalex.org/W2062982970","https://openalex.org/W2063324707","https://openalex.org/W2071525319","https://openalex.org/W2083778516","https://openalex.org/W2096996101","https://openalex.org/W2107918911","https://openalex.org/W2112458566","https://openalex.org/W2149813070","https://openalex.org/W2166516660","https://openalex.org/W2281627593","https://openalex.org/W2541120896","https://openalex.org/W2559630643","https://openalex.org/W2615210519","https://openalex.org/W2743546106","https://openalex.org/W2787403811","https://openalex.org/W2790861445","https://openalex.org/W2802484952","https://openalex.org/W2811148000","https://openalex.org/W2901577545","https://openalex.org/W2906082851","https://openalex.org/W2914008080","https://openalex.org/W2916442355","https://openalex.org/W2917901091","https://openalex.org/W2954633720","https://openalex.org/W2979531829","https://openalex.org/W2981809219","https://openalex.org/W2989983865","https://openalex.org/W2990560204","https://openalex.org/W3007112902","https://openalex.org/W3021908212","https://openalex.org/W3127263314","https://openalex.org/W3128363157","https://openalex.org/W3165535194","https://openalex.org/W3178560927","https://openalex.org/W3184057008","https://openalex.org/W4205479893","https://openalex.org/W4205613021","https://openalex.org/W4220653368","https://openalex.org/W4313466136","https://openalex.org/W4365421352","https://openalex.org/W6636950212"],"related_works":["https://openalex.org/W2256327466","https://openalex.org/W1489092462","https://openalex.org/W2336626438","https://openalex.org/W1586984771","https://openalex.org/W4230401055","https://openalex.org/W2315562738","https://openalex.org/W2338067956","https://openalex.org/W2961633999","https://openalex.org/W2072625890","https://openalex.org/W4235500524"],"abstract_inverted_index":{"In":[0],"the":[1,87,123,127,168],"context":[2],"of":[3,13,17,29,57,122,129,150,174],"climate":[4],"change,":[5],"vineyard":[6],"monitoring":[7],"to":[8,67,78,112],"better":[9],"understand":[10],"spatiotemporal":[11],"patterns":[12,159],"grapevine":[14],"development":[15],"is":[16,100,140],"utter":[18],"importance":[19,128],"for":[20,37,50,97,103,117,120,143],"precision":[21],"viticulture.":[22],"We":[23,106],"present":[24],"a":[25,61],"time":[26],"series":[27],"analysis":[28],"hyperspectral":[30],"in":[31,41,86,91,135,163],"situ":[32,92,136],"and":[33,44,54,60,94,137,147,152,170,176],"multispectral":[34],"UAV":[35,95,138],"data":[36,49,96,139],"different":[38,75],"irrigation":[39,79],"systems":[40,80],"Lower":[42],"Franconia":[43],"correlate":[45,160],"results":[46],"with":[47,76,110,162],"sensor":[48],"soil":[51,157],"moisture,":[52],"temperature,":[53],"precipitation.":[55],"Analysis":[56],"Variance":[58],"(ANOVA)":[59],"Tukey\u2019s":[62],"HSD":[63],"test":[64],"were":[65],"performed":[66],"see":[68],"whether":[69],"Vegetation":[70],"Indices":[71],"(VIs)":[72],"are":[73],"significantly":[74],"respect":[77,111],"as":[81,83,114,116,167],"well":[82,115,161],"topographic":[84,118],"position":[85,119],"vineyard.":[88],"Correlation":[89,133],"between":[90,134],"measurements":[93],"selected":[98],"VIs":[99,124,165],"also":[101],"investigated":[102],"upscaling":[104],"analysis.":[105],"find":[107],"significant":[108,141],"differences":[109],"irrigation,":[113],"most":[121],"investigated,":[125],"highlighting":[126],"adapted":[130],"water":[131],"management.":[132],"only":[142],"some":[144],"indices":[145],"(NDVI":[146],"CIRedEdge,":[148],"r2":[149],"0.33":[151],"0.49,":[153],"respectively),":[154],"while":[155],"shallow":[156],"moisture":[158],"situ-derived":[164],"such":[166],"CIRedEdge":[169],"RG":[171],"index":[172],"(r2":[173],"0.34":[175],"0.46).":[177]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}