{"id":"https://openalex.org/W2747339458","doi":"https://doi.org/10.3390/ijgi6080249","title":"Evaluating the Impact of Meteorological Factors on Water Demand in the Las Vegas Valley Using Time-Series Analysis: 1990\u20132014","display_name":"Evaluating the Impact of Meteorological Factors on Water Demand in the Las Vegas Valley Using Time-Series Analysis: 1990\u20132014","publication_year":2017,"publication_date":"2017-08-14","ids":{"openalex":"https://openalex.org/W2747339458","doi":"https://doi.org/10.3390/ijgi6080249","mag":"2747339458"},"language":"en","primary_location":{"id":"doi:10.3390/ijgi6080249","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi6080249","pdf_url":"https://www.mdpi.com/2220-9964/6/8/249/pdf?version=1502712316","source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"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":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2220-9964/6/8/249/pdf?version=1502712316","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072633908","display_name":"Patcha Huntra","orcid":"https://orcid.org/0000-0003-4455-1392"},"institutions":[{"id":"https://openalex.org/I63135867","display_name":"University of Cincinnati","ror":"https://ror.org/01e3m7079","country_code":"US","type":"education","lineage":["https://openalex.org/I63135867"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Patcha Huntra","raw_affiliation_strings":["Department of Biomedical, Chemical and Environmental Engineering, University of Cincinnati, Cincinnati, OH 45221, USA"],"raw_orcid":"https://orcid.org/0000-0003-4455-1392","affiliations":[{"raw_affiliation_string":"Department of Biomedical, Chemical and Environmental Engineering, University of Cincinnati, Cincinnati, OH 45221, USA","institution_ids":["https://openalex.org/I63135867"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108387884","display_name":"Tim C. Keener","orcid":null},"institutions":[{"id":"https://openalex.org/I63135867","display_name":"University of Cincinnati","ror":"https://ror.org/01e3m7079","country_code":"US","type":"education","lineage":["https://openalex.org/I63135867"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Tim Keener","raw_affiliation_strings":["Department of Biomedical, Chemical and Environmental Engineering, University of Cincinnati, Cincinnati, OH 45221, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical, Chemical and Environmental Engineering, University of Cincinnati, Cincinnati, OH 45221, USA","institution_ids":["https://openalex.org/I63135867"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5108387884"],"corresponding_institution_ids":["https://openalex.org/I63135867"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":2.325,"has_fulltext":true,"cited_by_count":25,"citation_normalized_percentile":{"value":0.87695586,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"6","issue":"8","first_page":"249","last_page":"249"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10969","display_name":"Water resources management and optimization","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10969","display_name":"Water resources management and optimization","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12724","display_name":"Water-Energy-Food Nexus Studies","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"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/T11186","display_name":"Hydrology and Drought Analysis","score":0.9836999773979187,"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/dew-point","display_name":"Dew point","score":0.7403756976127625},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.6438210606575012},{"id":"https://openalex.org/keywords/wind-speed","display_name":"Wind speed","score":0.5300424098968506},{"id":"https://openalex.org/keywords/dew","display_name":"Dew","score":0.5103830695152283},{"id":"https://openalex.org/keywords/autoregressive-integrated-moving-average","display_name":"Autoregressive integrated moving average","score":0.5000369548797607},{"id":"https://openalex.org/keywords/precipitation","display_name":"Precipitation","score":0.48125359416007996},{"id":"https://openalex.org/keywords/climate-change","display_name":"Climate change","score":0.46886545419692993},{"id":"https://openalex.org/keywords/consumption","display_name":"Consumption (sociology)","score":0.45075318217277527},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.44188302755355835},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.3885645568370819},{"id":"https://openalex.org/keywords/hydrology","display_name":"Hydrology (agriculture)","score":0.3769632875919342},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.37577539682388306},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.3735240697860718},{"id":"https://openalex.org/keywords/climatology","display_name":"Climatology","score":0.33906081318855286},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3293171525001526},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.27929452061653137},{"id":"https://openalex.org/keywords/demography","display_name":"Demography","score":0.11354511976242065},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.10813668370246887}],"concepts":[{"id":"https://openalex.org/C82210777","wikidata":"https://www.wikidata.org/wiki/Q178828","display_name":"Dew point","level":2,"score":0.7403756976127625},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.6438210606575012},{"id":"https://openalex.org/C161067210","wikidata":"https://www.wikidata.org/wiki/Q1464943","display_name":"Wind speed","level":2,"score":0.5300424098968506},{"id":"https://openalex.org/C64900583","wikidata":"https://www.wikidata.org/wiki/Q41097","display_name":"Dew","level":3,"score":0.5103830695152283},{"id":"https://openalex.org/C24338571","wikidata":"https://www.wikidata.org/wiki/Q2566298","display_name":"Autoregressive integrated moving average","level":3,"score":0.5000369548797607},{"id":"https://openalex.org/C107054158","wikidata":"https://www.wikidata.org/wiki/Q25257","display_name":"Precipitation","level":2,"score":0.48125359416007996},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.46886545419692993},{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.45075318217277527},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.44188302755355835},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.3885645568370819},{"id":"https://openalex.org/C76886044","wikidata":"https://www.wikidata.org/wiki/Q2883300","display_name":"Hydrology (agriculture)","level":2,"score":0.3769632875919342},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.37577539682388306},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3735240697860718},{"id":"https://openalex.org/C49204034","wikidata":"https://www.wikidata.org/wiki/Q52139","display_name":"Climatology","level":1,"score":0.33906081318855286},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3293171525001526},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.27929452061653137},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.11354511976242065},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.10813668370246887},{"id":"https://openalex.org/C200093464","wikidata":"https://www.wikidata.org/wiki/Q166583","display_name":"Condensation","level":2,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"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/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/ijgi6080249","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi6080249","pdf_url":"https://www.mdpi.com/2220-9964/6/8/249/pdf?version=1502712316","source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"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":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:fdffd490f40e4196af34daf7ce9c0e43","is_oa":true,"landing_page_url":"https://doaj.org/article/fdffd490f40e4196af34daf7ce9c0e43","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":"ISPRS International Journal of Geo-Information, Vol 6, Iss 8, p 249 (2017)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2220-9964/6/8/249/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/ijgi6080249","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISPRS International Journal of Geo-Information; Volume 6; Issue 8; Pages: 249","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/ijgi6080249","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi6080249","pdf_url":"https://www.mdpi.com/2220-9964/6/8/249/pdf?version=1502712316","source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"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":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.41999998688697815,"display_name":"Clean water and sanitation","id":"https://metadata.un.org/sdg/6"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320332181","display_name":"National Oceanic and Atmospheric Administration","ror":"https://ror.org/02z5nhe81"},{"id":"https://openalex.org/F4320337720","display_name":"National Centers for Environmental Information","ror":"https://ror.org/04r0wrp59"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2747339458.pdf","grobid_xml":"https://content.openalex.org/works/W2747339458.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W189273481","https://openalex.org/W1824320228","https://openalex.org/W1854912902","https://openalex.org/W1912201981","https://openalex.org/W1992167377","https://openalex.org/W1996362950","https://openalex.org/W2002637266","https://openalex.org/W2010581862","https://openalex.org/W2016722587","https://openalex.org/W2020912424","https://openalex.org/W2065903366","https://openalex.org/W2112602938","https://openalex.org/W2134553259","https://openalex.org/W2146574767","https://openalex.org/W2153176360","https://openalex.org/W2164516565","https://openalex.org/W2172072003","https://openalex.org/W2346704488","https://openalex.org/W2408204914","https://openalex.org/W2496531389","https://openalex.org/W2566314542","https://openalex.org/W2749472354","https://openalex.org/W2943554241","https://openalex.org/W3124014655","https://openalex.org/W6762678532","https://openalex.org/W7034748743"],"related_works":["https://openalex.org/W2926365852","https://openalex.org/W2275929903","https://openalex.org/W4319591823","https://openalex.org/W1963670389","https://openalex.org/W2991787135","https://openalex.org/W2008769983","https://openalex.org/W2323427992","https://openalex.org/W2353023917","https://openalex.org/W1987576178","https://openalex.org/W2004159692"],"abstract_inverted_index":{"Many":[0],"factors":[1],"impact":[2],"a":[3,146,238],"city\u2019s":[4],"water":[5,13,15,33,44,88,104,118,152,171,216,229,256],"consumption,":[6],"including":[7,65],"population":[8],"distribution,":[9],"average":[10,70,95,143,168,186],"household":[11],"income,":[12],"prices,":[14],"conservation":[16],"programs,":[17],"and":[18,82,106,142,209,227,243],"climate.":[19],"Of":[20],"these,":[21],"however,":[22],"meteorological":[23],"effects":[24,39,251],"are":[25],"considered":[26],"to":[27,57,196],"be":[28,197,207],"the":[29,38,53,100,111,134,165,184,191,212,232,234,250,259],"primary":[30],"determinants":[31],"of":[32,40,84,103,114,190,215,252],"consumption.":[34],"In":[35],"this":[36],"study,":[37],"climate":[41,225,253],"on":[42,255],"residential":[43],"consumption":[45,105,153],"in":[46,117,149,155,167,218,258],"Las":[47,156],"Vegas,":[48],"Nevada,":[49],"were":[50],"examined":[51],"during":[52],"period":[54],"from":[55,200],"1990":[56],"2014.":[58],"The":[59,90,158,180],"investigations":[60],"found":[61,98,195],"that":[62,99,133,164],"climatic":[63],"variables,":[64],"maximum":[66],"temperature,":[67,69,71,74,144],"minimum":[68],"precipitation,":[72],"diurnal":[73],"dew":[75,107,121,138,177],"point":[76,108,122,139,178],"depression,":[77],"wind":[78,80,86],"speed,":[79],"direction,":[81],"percent":[83],"calm":[85],"influenced":[87],"use.":[89],"multivariate":[91],"autoregressive":[92],"integrated":[93],"moving":[94],"(ARIMAX)":[96],"model":[97,136,236],"historical":[101,228],"data":[102],"depression":[109,123,140],"explain":[110],"highest":[112],"percentage":[113,187],"variance":[115],"(98.88%)":[116],"use":[119],"when":[120],"is":[124,194],"used":[125],"as":[126],"an":[127,245],"explanatory":[128],"variable.":[129],"Our":[130],"results":[131,161],"indicate":[132],"ARIMAX":[135,235],"with":[137,240],"input,":[141],"play":[145],"significant":[147,224],"role":[148],"predicting":[150],"long-term":[151,213],"rates":[154],"Vegas.":[157],"sensitivity":[159],"analysis":[160],"also":[162],"show":[163],"changes":[166],"temperature":[169],"impacted":[170],"demand":[172,217,230,257],"three":[173],"times":[174],"more":[175],"than":[176],"depression.":[179],"accuracy":[181,242],"performance,":[182],"specifically":[183],"mean":[185],"error":[188],"(MAPE),":[189],"model\u2019s":[192],"forecasting":[193,214],"about":[198],"2\u20133%":[199],"five":[201],"years":[202],"out.":[203],"This":[204],"study":[205],"can":[206],"adapted":[208],"utilized":[210],"for":[211,231,248],"other":[219],"regions.":[220],"By":[221],"using":[222],"one":[223],"factor":[226],"forecasting,":[233],"gives":[237],"forecast":[239],"high":[241],"provides":[244],"effective":[246],"technique":[247],"monitoring":[249],"change":[254],"area.":[260]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":2}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}