Item talk:Q63534
From geokb
{
"USGS Publications Warehouse": {
"schema": {
"@context": "https://schema.org",
"@type": "CreativeWork",
"additionalType": "USGS Numbered Series",
"name": "Approaches to highly parameterized inversion-A guide to using PEST for groundwater-model calibration",
"identifier": [
{
"@type": "PropertyValue",
"propertyID": "USGS Publications Warehouse IndexID",
"value": "sir20105169",
"url": "https://pubs.usgs.gov/publication/sir20105169"
},
{
"@type": "PropertyValue",
"propertyID": "USGS Publications Warehouse Internal ID",
"value": 98888
},
{
"@type": "PropertyValue",
"propertyID": "DOI",
"value": "10.3133/sir20105169",
"url": "https://doi.org/10.3133/sir20105169"
}
],
"inLanguage": "en",
"isPartOf": [
{
"@type": "CreativeWorkSeries",
"name": "Scientific Investigations Report"
}
],
"datePublished": "2010",
"dateModified": "2012-03-08",
"abstract": "Highly parameterized groundwater models can create calibration difficulties. Regularized inversion-the combined use of large numbers of parameters with mathematical approaches for stable parameter estimation-is becoming a common approach to address these difficulties and enhance the transfer of information contained in field measurements to parameters used to model that system. Though commonly used in other industries, regularized inversion is somewhat imperfectly understood in the groundwater field. There is concern that this unfamiliarity can lead to underuse, and misuse, of the methodology. This document is constructed to facilitate the appropriate use of regularized inversion for calibrating highly parameterized groundwater models. The presentation is directed at an intermediate- to advanced-level modeler, and it focuses on the PEST software suite-a frequently used tool for highly parameterized model calibration and one that is widely supported by commercial graphical user interfaces. A brief overview of the regularized inversion approach is provided, and techniques for mathematical regularization offered by PEST are outlined, including Tikhonov, subspace, and hybrid schemes. Guidelines for applying regularized inversion techniques are presented after a logical progression of steps for building suitable PEST input. The discussion starts with use of pilot points as a parameterization device and processing/grouping observations to form multicomponent objective functions. A description of potential parameter solution methodologies and resources available through the PEST software and its supporting utility programs follows. Directing the parameter-estimation process through PEST control variables is then discussed, including guidance for monitoring and optimizing the performance of PEST. Comprehensive listings of PEST control variables, and of the roles performed by PEST utility support programs, are presented in the appendixes. ",
"description": "vi, 37 p.; Appendices",
"publisher": {
"@type": "Organization",
"name": "U.S. Geological Survey"
},
"author": [
{
"@type": "Person",
"name": "Hunt, Randall J. rjhunt@usgs.gov",
"givenName": "Randall J.",
"familyName": "Hunt",
"email": "rjhunt@usgs.gov",
"identifier": {
"@type": "PropertyValue",
"propertyID": "ORCID",
"value": "0000-0001-6465-9304",
"url": "https://orcid.org/0000-0001-6465-9304"
},
"affiliation": [
{
"@type": "Organization",
"name": "Wisconsin Water Science Center",
"url": "https://www.usgs.gov/centers/upper-midwest-water-science-center"
}
]
},
{
"@type": "Person",
"name": "Doherty, John E.",
"givenName": "John E.",
"familyName": "Doherty",
"affiliation": [
{
"@type": "Organization",
"name": "Watermark Numerical Computing"
}
]
}
],
"funder": [
{
"@type": "Organization",
"name": "Wisconsin Water Science Center",
"url": "https://www.usgs.gov/centers/upper-midwest-water-science-center"
}
]
}
},
"OpenAlex": {
"abstract_inverted_index": {
"Highly": [
0
],
"parameterized": [
1,
95,
121
],
"groundwater": [
2,
63,
96
],
"models": [
3
],
"can": [
4,
71
],
"create": [
5
],
"calibration": [
6,
123
],
"difficulties.": [
7
],
"Regularized": [
8
],
"inversion-the": [
9
],
"combined": [
10
],
"use": [
11,
88,
184
],
"of": [
12,
15,
36,
77,
89,
138,
173,
185,
202,
239,
243,
248
],
"large": [
13
],
"numbers": [
14
],
"parameters": [
16,
43
],
"with": [
17,
183
],
"mathematical": [
18,
148
],
"approaches": [
19
],
"for": [
20,
92,
119,
147,
162,
175,
233
],
"stable": [
21
],
"parameter": [
22,
204
],
"estimation-is": [
23
],
"becoming": [
24
],
"a": [
25,
170,
189
],
"common": [
26
],
"approach": [
27,
142
],
"to": [
28,
42,
45,
73,
84,
105,
195
],
"address": [
29
],
"these": [
30
],
"difficulties": [
31
],
"and": [
32,
75,
108,
124,
145,
158,
192,
207,
214,
235,
247
],
"enhance": [
33
],
"the": [
34,
62,
78,
86,
112,
139,
211,
221,
237,
249,
260
],
"transfer": [
35
],
"information": [
37
],
"contained": [
38
],
"in": [
39,
52,
61,
259
],
"field": [
40
],
"measurements": [
41
],
"used": [
44,
51,
117
],
"model": [
46,
122
],
"that": [
47,
68,
126
],
"system.": [
48
],
"Though": [
49
],
"commonly": [
50
],
"other": [
53
],
"industries,": [
54
],
"regularized": [
55,
90,
140,
164
],
"inversion": [
56,
91,
141,
165
],
"is": [
57,
66,
82,
100,
127,
143,
228
],
"somewhat": [
58
],
"imperfectly": [
59
],
"understood": [
60
],
"field.": [
64
],
"There": [
65
],
"concern": [
67
],
"this": [
69
],
"unfamiliarity": [
70
],
"lead": [
72
],
"underuse,": [
74
],
"misuse,": [
76
],
"methodology.": [
79
],
"This": [
80
],
"document": [
81
],
"constructed": [
83
],
"facilitate": [
85
],
"appropriate": [
87
],
"calibrating": [
93
],
"highly": [
94,
120
],
"models.": [
97
],
"The": [
98,
180
],
"presentation": [
99
],
"directed": [
101
],
"at": [
102
],
"an": [
103
],
"intermediate-": [
104
],
"advanced-level": [
106
],
"modeler,": [
107
],
"it": [
109
],
"focuses": [
110
],
"on": [
111
],
"PEST": [
113,
152,
178,
212,
225,
244,
253
],
"software": [
114,
213
],
"suite-a": [
115
],
"frequently": [
116
],
"tool": [
118
],
"one": [
125
],
"widely": [
128
],
"supported": [
129
],
"by": [
130,
151,
252
],
"commercial": [
131
],
"graphical": [
132
],
"user": [
133
],
"interfaces.": [
134
],
"A": [
135,
200
],
"brief": [
136
],
"overview": [
137
],
"provided,": [
144
],
"techniques": [
146,
166
],
"regularization": [
149
],
"offered": [
150
],
"are": [
153,
167,
257
],
"outlined,": [
154
],
"including": [
155,
231
],
"Tikhonov,": [
156
],
"subspace,": [
157
],
"hybrid": [
159
],
"schemes.": [
160
],
"Guidelines": [
161
],
"applying": [
163
],
"presented": [
168,
258
],
"after": [
169
],
"logical": [
171
],
"progression": [
172
],
"steps": [
174
],
"building": [
176
],
"suitable": [
177
],
"input.": [
179
],
"discussion": [
181
],
"starts": [
182
],
"pilot": [
186
],
"points": [
187
],
"as": [
188
],
"parameterization": [
190
],
"device": [
191
],
"processing/grouping": [
193
],
"observations": [
194
],
"form": [
196
],
"multicomponent": [
197
],
"objective": [
198
],
"functions.": [
199
],
"description": [
201
],
"potential": [
203
],
"solution": [
205
],
"methodologies": [
206
],
"resources": [
208
],
"available": [
209
],
"through": [
210,
224
],
"its": [
215
],
"supporting": [
216
],
"utility": [
217,
254
],
"programs": [
218
],
"follows.": [
219
],
"Directing": [
220
],
"parameter-estimation": [
222
],
"process": [
223
],
"control": [
226,
245
],
"variables": [
227
],
"then": [
229
],
"discussed,": [
230
],
"guidance": [
232
],
"monitoring": [
234
],
"optimizing": [
236
],
"performance": [
238
],
"PEST.": [
240
],
"Comprehensive": [
241
],
"listings": [
242
],
"variables,": [
246
],
"roles": [
250
],
"performed": [
251
],
"support": [
255
],
"programs,": [
256
],
"appendixes.": [
261
]
},
"apc_list": null,
"apc_paid": null,
"authorships": [
{
"author_position": "first",
"author": {
"id": "https://openalex.org/A5103441797",
"display_name": "J. E. Doherty",
"orcid": null
},
"institutions": [],
"countries": [],
"is_corresponding": false,
"raw_author_name": "John E. Doherty",
"raw_affiliation_strings": [],
"affiliations": []
},
{
"author_position": "last",
"author": {
"id": "https://openalex.org/A5029293033",
"display_name": "Randall J. Hunt",
"orcid": "https://orcid.org/0000-0001-6465-9304"
},
"institutions": [],
"countries": [],
"is_corresponding": false,
"raw_author_name": "Randall J. Hunt",
"raw_affiliation_strings": [],
"affiliations": []
}
],
"best_oa_location": null,
"biblio": {
"volume": null,
"issue": null,
"first_page": null,
"last_page": null
},
"citation_normalized_percentile": {
"value": 0.99986,
"is_in_top_1_percent": true,
"is_in_top_10_percent": true
},
"cited_by_api_url": "https://api.openalex.org/works?filter=cites:W1495151045",
"cited_by_count": 247,
"cited_by_percentile_year": {
"min": 99,
"max": 100
},
"concepts": [
{
"id": "https://openalex.org/c165464430",
"wikidata": "https://www.wikidata.org/wiki/Q1570441",
"display_name": "Parameterized complexity",
"level": 2,
"score": 0.8631346,
"qid": null
},
{
"id": "https://openalex.org/c41008148",
"wikidata": "https://www.wikidata.org/wiki/Q21198",
"display_name": "Computer science",
"level": 0,
"score": 0.64074296,
"qid": "Q158969"
},
{
"id": "https://openalex.org/c1893757",
"wikidata": "https://www.wikidata.org/wiki/Q3653001",
"display_name": "Inversion (geology)",
"level": 3,
"score": 0.6285334,
"qid": null
},
{
"id": "https://openalex.org/c22508944",
"wikidata": "https://www.wikidata.org/wiki/Q568174",
"display_name": "PEST analysis",
"level": 2,
"score": 0.5101319,
"qid": null
},
{
"id": "https://openalex.org/c2777904410",
"wikidata": "https://www.wikidata.org/wiki/Q7397",
"display_name": "Software",
"level": 2,
"score": 0.5010481,
"qid": "Q165907"
},
{
"id": "https://openalex.org/c126255220",
"wikidata": "https://www.wikidata.org/wiki/Q141495",
"display_name": "Mathematical optimization",
"level": 1,
"score": 0.3850499,
"qid": "Q226264"
},
{
"id": "https://openalex.org/c11413529",
"wikidata": "https://www.wikidata.org/wiki/Q8366",
"display_name": "Algorithm",
"level": 1,
"score": 0.253766,
"qid": "Q226190"
},
{
"id": "https://openalex.org/c33923547",
"wikidata": "https://www.wikidata.org/wiki/Q395",
"display_name": "Mathematics",
"level": 0,
"score": 0.2302719,
"qid": "Q161189"
},
{
"id": "https://openalex.org/c109007969",
"wikidata": "https://www.wikidata.org/wiki/Q749565",
"display_name": "Structural basin",
"level": 2,
"score": 0.0,
"qid": null
},
{
"id": "https://openalex.org/c151730666",
"wikidata": "https://www.wikidata.org/wiki/Q7205",
"display_name": "Paleontology",
"level": 1,
"score": 0.0,
"qid": "Q159017"
},
{
"id": "https://openalex.org/c162853370",
"wikidata": "https://www.wikidata.org/wiki/Q39809",
"display_name": "Marketing",
"level": 1,
"score": 0.0,
"qid": "Q166250"
},
{
"id": "https://openalex.org/c144133560",
"wikidata": "https://www.wikidata.org/wiki/Q4830453",
"display_name": "Business",
"level": 0,
"score": 0.0,
"qid": "Q25365"
},
{
"id": "https://openalex.org/c86803240",
"wikidata": "https://www.wikidata.org/wiki/Q420",
"display_name": "Biology",
"level": 0,
"score": 0.0,
"qid": "Q158998"
},
{
"id": "https://openalex.org/c199360897",
"wikidata": "https://www.wikidata.org/wiki/Q9143",
"display_name": "Programming language",
"level": 1,
"score": 0.0,
"qid": "Q226303"
}
],
"corresponding_author_ids": [],
"corresponding_institution_ids": [],
"countries_distinct_count": 0,
"counts_by_year": [
{
"year": 2024,
"cited_by_count": 12
},
{
"year": 2023,
"cited_by_count": 26
},
{
"year": 2022,
"cited_by_count": 28
},
{
"year": 2021,
"cited_by_count": 31
},
{
"year": 2020,
"cited_by_count": 8
},
{
"year": 2019,
"cited_by_count": 23
},
{
"year": 2018,
"cited_by_count": 20
},
{
"year": 2017,
"cited_by_count": 15
},
{
"year": 2016,
"cited_by_count": 19
},
{
"year": 2015,
"cited_by_count": 28
},
{
"year": 2014,
"cited_by_count": 13
},
{
"year": 2013,
"cited_by_count": 11
},
{
"year": 2012,
"cited_by_count": 11
}
],
"created_date": "2016-06-24",
"datasets": [],
"display_name": "Approaches to highly parameterized inversion-A guide to using PEST for groundwater-model calibration",
"doi": "https://doi.org/10.3133/sir20105169",
"fwci": 6.059,
"grants": [],
"has_fulltext": false,
"id": "https://openalex.org/W1495151045",
"ids": {
"openalex": "https://openalex.org/W1495151045",
"doi": "https://doi.org/10.3133/sir20105169",
"mag": "1495151045"
},
"indexed_in": [
"crossref"
],
"institutions_distinct_count": 0,
"is_paratext": false,
"is_retracted": false,
"keywords": [
{
"id": "https://openalex.org/keywords/inverse-modeling",
"display_name": "Inverse Modeling",
"score": 0.533714
}
],
"language": "en",
"locations": [
{
"is_oa": false,
"landing_page_url": "https://doi.org/10.3133/sir20105169",
"pdf_url": null,
"source": {
"id": "https://openalex.org/S2764832999",
"display_name": "Scientific investigations report",
"issn_l": "2328-0328",
"issn": [
"2328-0328",
"2328-031X",
"2332-5607"
],
"is_oa": false,
"is_in_doaj": false,
"is_core": false,
"host_organization": "https://openalex.org/P4310319934",
"host_organization_name": "United States Geological Survey",
"host_organization_lineage": [
"https://openalex.org/P4310319934",
"https://openalex.org/P4310316088"
],
"host_organization_lineage_names": [
"United States Geological Survey",
"United States Department of the Interior"
],
"type": "journal"
},
"license": null,
"license_id": null,
"version": null,
"is_accepted": false,
"is_published": false
}
],
"locations_count": 1,
"mesh": [],
"ngrams_url": "https://api.openalex.org/works/W1495151045/ngrams",
"open_access": {
"is_oa": false,
"oa_status": "closed",
"oa_url": null,
"any_repository_has_fulltext": false
},
"primary_location": {
"is_oa": false,
"landing_page_url": "https://doi.org/10.3133/sir20105169",
"pdf_url": null,
"source": {
"id": "https://openalex.org/S2764832999",
"display_name": "Scientific investigations report",
"issn_l": "2328-0328",
"issn": [
"2328-0328",
"2328-031X",
"2332-5607"
],
"is_oa": false,
"is_in_doaj": false,
"is_core": false,
"host_organization": "https://openalex.org/P4310319934",
"host_organization_name": "United States Geological Survey",
"host_organization_lineage": [
"https://openalex.org/P4310319934",
"https://openalex.org/P4310316088"
],
"host_organization_lineage_names": [
"United States Geological Survey",
"United States Department of the Interior"
],
"type": "journal"
},
"license": null,
"license_id": null,
"version": null,
"is_accepted": false,
"is_published": false
},
"primary_topic": {
"id": "https://openalex.org/T10894",
"display_name": "Groundwater Flow and Transport Modeling",
"score": 0.9976,
"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"
}
},
"publication_date": "2010-01-01",
"publication_year": 2010,
"referenced_works": [],
"referenced_works_count": 0,
"related_works": [
"https://openalex.org/W2563912921",
"https://openalex.org/W2490706771",
"https://openalex.org/W2480116122",
"https://openalex.org/W2407611282",
"https://openalex.org/W2051058708",
"https://openalex.org/W1983207144",
"https://openalex.org/W1976468483",
"https://openalex.org/W154868527",
"https://openalex.org/W1516574938",
"https://openalex.org/W1494268238"
],
"sustainable_development_goals": [
{
"score": 0.68,
"id": "https://metadata.un.org/sdg/6",
"display_name": "Clean water and sanitation"
}
],
"title": "Approaches to highly parameterized inversion-A guide to using PEST for groundwater-model calibration",
"topics": [
{
"id": "https://openalex.org/T10894",
"display_name": "Groundwater Flow and Transport Modeling",
"score": 0.9976,
"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/T11801",
"display_name": "Advanced Techniques in Reservoir Management",
"score": 0.9969,
"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/T10572",
"display_name": "Geophysical Exploration and Monitoring Techniques",
"score": 0.9968,
"subfield": {
"id": "https://openalex.org/subfields/1908",
"display_name": "Geophysics"
},
"field": {
"id": "https://openalex.org/fields/19",
"display_name": "Earth and Planetary Sciences"
},
"domain": {
"id": "https://openalex.org/domains/3",
"display_name": "Physical Sciences"
}
}
],
"type": "article",
"type_crossref": "journal-article",
"updated_date": "2024-08-10T09:24:04.325224",
"versions": [],
"qid": "Q63534"
}
}
