{"id":"https://openalex.org/W2292634170","doi":null,"title":"Conceptual Model Uncertainty in the Management of the Chi River Basin, Thailand","display_name":"Conceptual Model Uncertainty in the Management of the Chi River Basin, Thailand","publication_year":2012,"publication_date":"2012-05-04","ids":{"openalex":"https://openalex.org/W2292634170","mag":"2292634170"},"language":"en","primary_location":{"id":"pmh:oai:uwspace.uwaterloo.ca:10012/6707","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/10012/6707","pdf_url":"http://hdl.handle.net/10012/6707","source":{"id":"https://openalex.org/S4306401661","display_name":"UWSpace (University of Waterloo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I151746483","host_organization_name":"University of Waterloo","host_organization_lineage":["https://openalex.org/I151746483"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Doctoral Thesis"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/10012/6707","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5015844750","display_name":"Tussanee Nettasana","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Tussanee Nettasana","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5015844750"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10894","display_name":"Groundwater flow and contamination studies","score":0.8773999810218811,"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/T10894","display_name":"Groundwater flow and contamination studies","score":0.8773999810218811,"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/T10969","display_name":"Water resources management and optimization","score":0.07930000126361847,"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/T10330","display_name":"Hydrology and Watershed Management Studies","score":0.023099999874830246,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/conceptual-model-uncertainty","display_name":"conceptual model uncertainty","score":0.9700000286102295},{"id":"https://openalex.org/keywords/groundwater-management","display_name":"groundwater management","score":0.9369999766349792},{"id":"https://openalex.org/keywords/sustainable-groundwater-yield","display_name":"sustainable groundwater yield","score":0.7120000123977661},{"id":"https://openalex.org/keywords/chi-river-basin","display_name":"Chi River Basin","score":0.6850000023841858},{"id":"https://openalex.org/keywords/model-averaging","display_name":"model averaging","score":0.6359999775886536},{"id":"https://openalex.org/keywords/bayesian-model-averaging","display_name":"Bayesian model averaging","score":0.902999997138977},{"id":"https://openalex.org/keywords/adhesives","display_name":"adhesives","score":0.9599999785423279},{"id":"https://openalex.org/keywords/monte-carlo-uncertainty-analysis","display_name":"Monte Carlo uncertainty analysis","score":0.6060000061988831},{"id":"https://openalex.org/keywords/parameter-uncertainty","display_name":"parameter uncertainty","score":0.6430000066757202},{"id":"https://openalex.org/keywords/groundwater-recharge","display_name":"groundwater recharge","score":0.421999990940094},{"id":"https://openalex.org/keywords/water-level-decline","display_name":"water level decline","score":0.8019999861717224},{"id":"https://openalex.org/keywords/model-selection-criteria","display_name":"model selection criteria","score":0.5400000214576721}],"concepts":[{"id":"https://openalex.org/C126645576","wikidata":"https://www.wikidata.org/wiki/Q166620","display_name":"Drainage basin","level":2,"score":0.5884972810745239},{"id":"https://openalex.org/C2993741502","wikidata":"https://www.wikidata.org/wiki/Q1187134","display_name":"River management","level":2,"score":0.5137201547622681},{"id":"https://openalex.org/C524765639","wikidata":"https://www.wikidata.org/wiki/Q1501619","display_name":"Water resource management","level":1,"score":0.4967806935310364},{"id":"https://openalex.org/C13606891","wikidata":"https://www.wikidata.org/wiki/Q2623243","display_name":"Conceptual model","level":2,"score":0.46350568532943726},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.4176228642463684},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.40958791971206665},{"id":"https://openalex.org/C76886044","wikidata":"https://www.wikidata.org/wiki/Q2883300","display_name":"Hydrology (agriculture)","level":2,"score":0.4039413034915924},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.36603254079818726},{"id":"https://openalex.org/C91375879","wikidata":"https://www.wikidata.org/wiki/Q15473274","display_name":"Environmental planning","level":1,"score":0.3331363797187805},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2412688136100769},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.21551969647407532},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.20613908767700195},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.10251179337501526},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:uwspace.uwaterloo.ca:10012/6707","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/10012/6707","pdf_url":"http://hdl.handle.net/10012/6707","source":{"id":"https://openalex.org/S4306401661","display_name":"UWSpace (University of Waterloo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I151746483","host_organization_name":"University of Waterloo","host_organization_lineage":["https://openalex.org/I151746483"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Doctoral Thesis"},{"id":"mag:2292634170","doi":null,"is_oa":false,"landing_page_url":"https://uwspace.uwaterloo.ca/bitstream/10012/6707/3/Nettasana_Tussanee.pdf","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:uwspace.uwaterloo.ca:10012/6707","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/10012/6707","pdf_url":"http://hdl.handle.net/10012/6707","source":{"id":"https://openalex.org/S4306401661","display_name":"UWSpace (University of Waterloo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I151746483","host_organization_name":"University of Waterloo","host_organization_lineage":["https://openalex.org/I151746483"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Doctoral Thesis"},"sustainable_development_goals":[{"display_name":"Clean water and sanitation","id":"https://metadata.un.org/sdg/6","score":0.8571000099182129}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2292634170.pdf","grobid_xml":"https://content.openalex.org/works/W2292634170.grobid-xml"},"referenced_works_count":138,"referenced_works":["https://openalex.org/W134533785","https://openalex.org/W561693823","https://openalex.org/W581334885","https://openalex.org/W656236630","https://openalex.org/W1483053213","https://openalex.org/W1484281498","https://openalex.org/W1488022545","https://openalex.org/W1492622424","https://openalex.org/W1492717630","https://openalex.org/W1495595249","https://openalex.org/W1506084478","https://openalex.org/W1506663528","https://openalex.org/W1512127157","https://openalex.org/W1514919875","https://openalex.org/W1515278249","https://openalex.org/W1527594523","https://openalex.org/W1546623806","https://openalex.org/W1585009072","https://openalex.org/W1592176596","https://openalex.org/W1594170481","https://openalex.org/W1594703822","https://openalex.org/W1601715052","https://openalex.org/W1603903339","https://openalex.org/W1604615177","https://openalex.org/W1606458208","https://openalex.org/W1611724676","https://openalex.org/W1628093780","https://openalex.org/W1631618898","https://openalex.org/W1670322289","https://openalex.org/W1711141924","https://openalex.org/W1713296299","https://openalex.org/W1738936625","https://openalex.org/W1788280023","https://openalex.org/W1860109395","https://openalex.org/W1932382878","https://openalex.org/W1952472251","https://openalex.org/W1965885954","https://openalex.org/W1979636769","https://openalex.org/W1984138429","https://openalex.org/W1985561783","https://openalex.org/W1986759396","https://openalex.org/W1988234129","https://openalex.org/W1990380978","https://openalex.org/W1990579495","https://openalex.org/W1990684099","https://openalex.org/W1990779154","https://openalex.org/W1991537075","https://openalex.org/W1991877806","https://openalex.org/W1991921673","https://openalex.org/W1993982136","https://openalex.org/W1995617758","https://openalex.org/W1997095546","https://openalex.org/W1998186291","https://openalex.org/W2005594842","https://openalex.org/W2008352371","https://openalex.org/W2009435671","https://openalex.org/W2011789279","https://openalex.org/W2012455486","https://openalex.org/W2012603248","https://openalex.org/W2014325697","https://openalex.org/W2015248263","https://openalex.org/W2016136328","https://openalex.org/W2016952331","https://openalex.org/W2020795036","https://openalex.org/W2024208185","https://openalex.org/W2025442346","https://openalex.org/W2028850930","https://openalex.org/W2032581045","https://openalex.org/W2035035907","https://openalex.org/W2036340359","https://openalex.org/W2036923746","https://openalex.org/W2040287813","https://openalex.org/W2040525640","https://openalex.org/W2043805260","https://openalex.org/W2045860903","https://openalex.org/W2047777101","https://openalex.org/W2050427484","https://openalex.org/W2051337141","https://openalex.org/W2053091219","https://openalex.org/W2054917359","https://openalex.org/W2057832688","https://openalex.org/W2065310320","https://openalex.org/W2066944697","https://openalex.org/W2070683189","https://openalex.org/W2075250002","https://openalex.org/W2079334637","https://openalex.org/W2080319070","https://openalex.org/W2081346522","https://openalex.org/W2081403774","https://openalex.org/W2083082288","https://openalex.org/W2083645222","https://openalex.org/W2086541696","https://openalex.org/W2087931925","https://openalex.org/W2089719636","https://openalex.org/W2089763487","https://openalex.org/W2090665908","https://openalex.org/W2095078978","https://openalex.org/W2095297988","https://openalex.org/W2099329408","https://openalex.org/W2100428627","https://openalex.org/W2103714425","https://openalex.org/W2109502415","https://openalex.org/W2111051773","https://openalex.org/W2114291377","https://openalex.org/W2123673345","https://openalex.org/W2124156992","https://openalex.org/W2124738823","https://openalex.org/W2125564963","https://openalex.org/W2125856966","https://openalex.org/W2126984495","https://openalex.org/W2129531883","https://openalex.org/W2133513614","https://openalex.org/W2135562158","https://openalex.org/W2136796925","https://openalex.org/W2138309709","https://openalex.org/W2141997347","https://openalex.org/W2142700050","https://openalex.org/W2146182538","https://openalex.org/W2146855196","https://openalex.org/W2154357007","https://openalex.org/W2155533808","https://openalex.org/W2155633525","https://openalex.org/W2155844565","https://openalex.org/W2156402684","https://openalex.org/W2157184412","https://openalex.org/W2157751433","https://openalex.org/W2158196600","https://openalex.org/W2158662288","https://openalex.org/W2158840489","https://openalex.org/W2159326728","https://openalex.org/W2159619181","https://openalex.org/W2161781691","https://openalex.org/W2164080968","https://openalex.org/W2165895388","https://openalex.org/W2248735392","https://openalex.org/W3023540311","https://openalex.org/W3123857276","https://openalex.org/W4250182864"],"related_works":["https://openalex.org/W2509375174","https://openalex.org/W202427511","https://openalex.org/W1990380978","https://openalex.org/W4221075337","https://openalex.org/W2923254499","https://openalex.org/W2524282263","https://openalex.org/W4300061438","https://openalex.org/W1713296299","https://openalex.org/W2032670649","https://openalex.org/W7098286500"],"abstract_inverted_index":{"With":[0],"increasing":[1,136],"demand":[2],"and":[3,9,27,70,119,145,155,196,218,244,328,338,364,375,382,391,400,402,413,499,540,544,555],"pressures":[4],"on":[5,323],"groundwater":[6,11,18,137,251,275,287,559],"resources,":[7],"accurate":[8,556],"reliable":[10,554],"prediction":[12],"models":[13,21,49,69,86,99,150,171,209,239,277,298],"are":[14,22,29,50],"essential":[15],"for":[16,90,233,387,431,488,530,558],"sustainable":[17,128,270,317],"management.":[19],"Groundwater":[20],"merely":[23],"approximations":[24],"of":[25,41,53,67,79,83,97,163,169,178,202,261,334,345,411,424,449,491,534],"reality,":[26],"we":[28],"unable":[30],"to":[31,87,100,126,174,198,214,246,264,284,300,380,398,465,528,548,552],"either":[32],"fully":[33],"characterize":[34],"or":[35],"mathematically":[36],"describe":[37],"the":[38,42,64,76,81,95,98,160,170,179,185,188,200,250,291,313,324,421,428,502,507,531,537],"true":[39],"complexity":[40],"hydrologic":[43],"system;":[44],"therefore,":[45],"inherent":[46],"in":[47,62,102,141,249,259,266,269,290,336,347,496,506,515,521],"all":[48,489],"varying":[51],"degree":[52],"uncertainty.":[54],"A":[55],"robust":[56],"management":[57,103,252,297,349,392,500,560],"policy":[58],"should":[59],"consider":[60],"uncertainties":[61],"both":[63,242,388],"imprecise":[65],"nature":[66],"conceptual/numerical":[68],"their":[71,262],"parameters.":[72],"This":[73],"study":[74],"addresses":[75],"critical":[77],"question":[78],"whether":[80],"use":[82],"multiple":[84,191,422],"conceptual":[85,91,108,325,414],"explicitly":[88],"account":[89,529],"model":[92,326,415,434,478],"uncertainty":[93,248,268,416,483,492,535,542],"improves":[94],"ability":[96,263],"assist":[101,265],"decisions.":[104],"\\n":[105,407,485],"\\nTwelve":[106],"unique":[107],"models,":[109,190,315],"characterized":[110],"by":[111,331,339,419],"three":[112],"alternative":[113,189,238],"geological":[114],"interpretations,":[115],"two":[116,120],"recharge":[117],"estimations,":[118],"boundary":[121],"condition":[122],"implementations,":[123],"were":[124,151,172,240,257,278,463],"formulated":[125],"estimate":[127],"extraction":[129],"rates":[130,289,462],"from":[131,427],"Thailand\u2019s":[132],"Thaphra":[133],"Area,":[134],"where":[135],"withdrawals":[138],"may":[139,509],"result":[140],"water":[142,147,306],"level":[143,307],"declination":[144],"saline":[146],"upconing.":[148],"The":[149,236,296,351,441,524],"developed":[152],"with":[153,159,212,281,481],"MODFLOW":[154],"calibrated":[156,314,433],"using":[157,435],"PEST":[158],"same":[161],"set":[162],"observed":[164],"hydraulic":[165],"head":[166,467],"data.":[167,182],"All":[168],"found":[173,207],"reasonably":[175],"produce":[176,376,445],"predictions":[177,557],"available":[180,503],"heads":[181],"To":[183],"select":[184],"best":[186,477],"among":[187,312],"criteria":[192,384],"have":[193],"been":[194],"defined":[195],"applied":[197,241,547],"evaluate":[199],"quality":[201],"individual":[203,455],"models.":[204,456],"It":[205],"was":[206,417],"that":[208,219,223,355],"perform":[210],"differently":[211],"respect":[213],"different":[215],"evaluation":[216],"criteria,":[217],"it":[220],"is":[221,395,479,493],"unlikely":[222],"a":[224,332,343,359,377,436,446,475],"single":[225,476],"inter-model":[226],"comparison":[227,352],"criterion":[228],"will":[229],"ever":[230],"be":[231,510,546],"sufficient":[232],"general":[234],"use.":[235],"chosen":[237],"individually":[243],"jointly":[245],"quantify":[247],"context.":[253],"Different":[254],"model-averaging":[255,458],"methods":[256,367,386,444,525],"assessed":[258],"terms":[260],"quantifying":[267],"yield":[271,318],"estimation.":[272],"\\nThe":[273,408],"twelve":[274],"simulation":[276],"additionally":[279],"linked":[280],"optimization":[282],"techniques":[283,504],"determine":[285],"appropriate":[286],"abstraction":[288],"TPA":[292],"Phu":[293],"Thok":[294],"aquifer.":[295],"aim":[299],"obtain":[301],"maximal":[302],"yields":[303],"while":[304],"protecting":[305],"decline.":[308],"Despite":[309],"similar":[310,378],"performances":[311],"total":[316],"estimates":[319],"vary":[320],"substantially":[321],"depending":[322],"used":[327,480,505],"range":[329],"widely,":[330],"factor":[333,344],"0.6":[335],"total,":[337],"as":[340,342,369],"much":[341,396,404],"4":[346],"each":[348,432],"area.":[350],"results":[353],"demonstrate":[354],"simple":[356,437],"averaging":[357,366,385,443],"achieves":[358],"better":[360],"performance":[361,379],"than":[362,452],"formal":[363],"sophisticated":[365],"such":[368],"Maximum":[370],"Likelihood":[371],"Bayesian":[372],"Model":[373],"Averaging,":[374],"GLUE":[381],"combined-multiple":[383],"validation":[389],"testing":[390],"applications,":[393],"but":[394],"simpler":[397],"implement":[399],"use,":[401],"computationally":[403,512],"less":[405],"demanding.":[406],"joint":[409],"assessment":[410],"parameter":[412,482],"performed":[418],"generating":[420],"realizations":[423],"random":[425],"parameters":[426],"feasible":[429],"space":[430],"Monte":[438],"Carlo":[439],"approach.":[440],"multi-model":[442],"higher":[447],"percentage":[448],"predictive":[450],"coverage":[451],"do":[453,471],"any":[454],"Using":[457],"predictions,":[459],"lower":[460],"optimal":[461],"obtained":[464],"minimize":[466],"constraint":[468],"violations,":[469],"which":[470],"not":[472],"ensue":[473],"if":[474],"analysis.":[484],"\\nAlthough":[486],"accounting":[487],"sources":[490,533],"very":[494],"important":[495],"predicting":[497],"environmental":[498],"problems,":[501],"literature":[508],"too":[511],"demanding":[513],"and,":[514],"some":[516],"cases,":[517],"unnecessary":[518],"complex,":[519],"particularly":[520],"data-poor":[522],"systems.":[523],"presented":[526],"here":[527],"main":[532],"provide":[536,553],"required":[538],"practical":[539],"comprehensive":[541],"analysis":[543],"can":[545],"other":[549],"case":[550],"studies":[551],"applications.":[561]},"counts_by_year":[{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2016-06-24T00:00:00"}
