Model calibration and parameter estimation: for environmental and water resource systems
Saved in:
| Main Authors: | , |
|---|---|
| Format: | Electronic eBook |
| Language: | English |
| Published: |
New York, NY [u.a.]
Springer
2015
|
| Subjects: | |
| Online Access: | BTU01 FRO01 TUM01 UBM01 UBT01 UBW01 UPA01 Volltext Inhaltsverzeichnis Abstract |
| Physical Description: | 1 Online-Ressource (XXVIII, 621 S.) 123 illus., 107 illus. in color |
| ISBN: | 9781493923236 |
| DOI: | 10.1007/978-1-4939-2323-6 |
Staff View
MARC
| LEADER | 00000nmm a2200000zc 4500 | ||
|---|---|---|---|
| 001 | BV042730066 | ||
| 003 | DE-604 | ||
| 005 | 20200929 | ||
| 007 | cr|uuu---uuuuu | ||
| 008 | 150803s2015 |||| o||u| ||||||eng d | ||
| 020 | |a 9781493923236 |c Online |9 978-1-4939-2323-6 | ||
| 024 | 7 | |a 10.1007/978-1-4939-2323-6 |2 doi | |
| 035 | |a (OCoLC)915756832 | ||
| 035 | |a (DE-599)BVBBV042730066 | ||
| 040 | |a DE-604 |b ger |e aacr | ||
| 041 | 0 | |a eng | |
| 049 | |a DE-91 |a DE-19 |a DE-703 |a DE-20 |a DE-739 |a DE-634 |a DE-861 |a DE-83 | ||
| 082 | 0 | |a 003.3 |2 23 | |
| 084 | |a MAT 000 |2 stub | ||
| 100 | 1 | |a Sun, Ne-Zheng |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Model calibration and parameter estimation |b for environmental and water resource systems |c Ne-Zheng Sun ; Alexander Sun |
| 264 | 1 | |a New York, NY [u.a.] |b Springer |c 2015 | |
| 300 | |a 1 Online-Ressource (XXVIII, 621 S.) |b 123 illus., 107 illus. in color | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b c |2 rdamedia | ||
| 338 | |b cr |2 rdacarrier | ||
| 650 | 4 | |a Mathematics | |
| 650 | 4 | |a Chemistry / Mathematics | |
| 650 | 4 | |a Hydraulic engineering | |
| 650 | 4 | |a Mathematical Modeling and Industrial Mathematics | |
| 650 | 4 | |a Hydrogeology | |
| 650 | 4 | |a Math. Applications in Chemistry | |
| 650 | 4 | |a Chemie | |
| 650 | 4 | |a Mathematik | |
| 700 | 1 | |a Sun, Alexander |e Verfasser |0 (DE-588)1075862787 |4 aut | |
| 776 | 0 | 8 | |i Erscheint auch als |n Druckausgabe |z 978-1-4939-2322-9 |
| 856 | 4 | 0 | |u https://doi.org/10.1007/978-1-4939-2323-6 |x Verlag |3 Volltext |
| 856 | 4 | 2 | |m Springer Fremddatenuebernahme |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028161097&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |3 Inhaltsverzeichnis |
| 856 | 4 | 2 | |m Springer Fremddatenuebernahme |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028161097&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |3 Abstract |
| 912 | |a ZDB-2-SMA | ||
| 940 | 1 | |q UBY_PDA_SMA | |
| 940 | 1 | |q ZDB-2-SMA_2015 | |
| 999 | |a oai:aleph.bib-bvb.de:BVB01-028161097 | ||
| 966 | e | |u https://doi.org/10.1007/978-1-4939-2323-6 |l BTU01 |p ZDB-2-SMA |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-1-4939-2323-6 |l FRO01 |p ZDB-2-SMA |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-1-4939-2323-6 |l TUM01 |p ZDB-2-SMA |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-1-4939-2323-6 |l UBM01 |p ZDB-2-SMA |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-1-4939-2323-6 |l UBT01 |p ZDB-2-SMA |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-1-4939-2323-6 |l UBW01 |p ZDB-2-SMA |x Verlag |3 Volltext | |
| 966 | e | |u https://doi.org/10.1007/978-1-4939-2323-6 |l UPA01 |p ZDB-2-SMA |x Verlag |3 Volltext | |
Record in the Search Index
| _version_ | 1804174941230202880 |
|---|---|
| adam_text | MODEL CALIBRATION AND PARAMETER ESTIMATION
/ SUN, NE-ZHENG
: 2015
TABLE OF CONTENTS / INHALTSVERZEICHNIS
INTRODUCTION
THE CLASSICAL INVERSE PROBLEM
THE GAUSS-NEWTON METHOD
MULTIOBJECTIVE INVERSION AND REGULARIZATION
STATISTICAL METHODS FOR PARAMETER ESTIMATION
MODEL DIFFERENTIATION
MODEL DIMENSION REDUCTION
DEVELOPMENT OF DATA-DRIVEN MODELS
DATA ASSIMILATION FOR INVERSION
MODEL UNCERTAINTY QUANTIFICATION
OPTIMAL EXPERIMENTAL DESIGN
GOAL-ORIENTED MODELING
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
MODEL CALIBRATION AND PARAMETER ESTIMATION
/ SUN, NE-ZHENG
: 2015
ABSTRACT / INHALTSTEXT
THIS THREE-PART BOOK PROVIDES A COMPREHENSIVE AND SYSTEMATIC
INTRODUCTION TO THE DEVELOPMENT OF USEFUL MODELS FOR COMPLEX SYSTEMS.
PART 1 COVERS THE CLASSICAL INVERSE PROBLEM FOR PARAMETER ESTIMATION IN
BOTH DETERMINISTIC AND STATISTICAL FRAMEWORKS, PART 2 IS DEDICATED TO
SYSTEM IDENTIFICATION, HYPERPARAMETER ESTIMATION, AND MODEL DIMENSION
REDUCTION, AND PART 3 CONSIDERS HOW TO COLLECT DATA AND CONSTRUCT
RELIABLE MODELS FOR PREDICTION AND DECISION-MAKING. FOR THE FIRST TIME,
TOPICS SUCH AS MULTISCALE INVERSION, STOCHASTIC FIELD PARAMETERIZATION,
LEVEL SET METHOD, MACHINE LEARNING, GLOBAL SENSITIVITY ANALYSIS, DATA
ASSIMILATION, MODEL UNCERTAINTY QUANTIFICATION, ROBUST DESIGN, AND
GOAL-ORIENTED MODELING, ARE SYSTEMATICALLY DESCRIBED AND SUMMARIZED IN A
SINGLE BOOK FROM THE PERSPECTIVE OF MODEL INVERSION, AND ELUCIDATED WITH
NUMERICAL EXAMPLES FROM ENVIRONMENTAL AND WATER RESOURCES MODELING.
READERS OF THIS BOOK WILL NOT ONLY LEARN BASIC CONCEPTS AND METHODS FOR
SIMPLE PARAMETER ESTIMATION, BUT ALSO GET FAMILIAR WITH ADVANCED METHODS
FOR MODELING COMPLEX SYSTEMS. ALGORITHMS FOR MATHEMATICAL TOOLS USED IN
THIS BOOK, SUCH AS NUMERICAL OPTIMIZATION, AUTOMATIC DIFFERENTIATION,
ADAPTIVE PARAMETERIZATION, HIERARCHICAL BAYESIAN, METAMODELING, MARKOV
CHAIN MONTE CARLO, ARE COVERED IN DETAILS. THIS BOOK CAN USEFUL FOR
GRADUATE AND UPPER LEVEL UNDERGRADUATE STUDENTS MAJORING IN
ENVIRONMENTAL ENGINEERING, HYDROLOGY, AND GEOSCIENCES. IT ALSO SERVES AS
AN ESSENTIAL REFERENCE BOOK FOR PETROLEUM ENGINEERS, MINING ENGINEERS,
CHEMISTS, MECHANICAL ENGINEERS, ECOLOGISTS, BIOMEDICAL ENGINEERS,
APPLIED MATHEMATICIANS, AND OTHERS WHO PERFORM MATHEMATICAL MODELING
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
| any_adam_object | 1 |
| author | Sun, Ne-Zheng Sun, Alexander |
| author_GND | (DE-588)1075862787 |
| author_facet | Sun, Ne-Zheng Sun, Alexander |
| author_role | aut aut |
| author_sort | Sun, Ne-Zheng |
| author_variant | n z s nzs a s as |
| building | Verbundindex |
| bvnumber | BV042730066 |
| classification_tum | MAT 000 |
| collection | ZDB-2-SMA |
| ctrlnum | (OCoLC)915756832 (DE-599)BVBBV042730066 |
| dewey-full | 003.3 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 003 - Systems |
| dewey-raw | 003.3 |
| dewey-search | 003.3 |
| dewey-sort | 13.3 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik Mathematik |
| doi_str_mv | 10.1007/978-1-4939-2323-6 |
| format | Electronic eBook |
| fullrecord | <?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>02755nmm a2200565zc 4500</leader><controlfield tag="001">BV042730066</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">20200929 </controlfield><controlfield tag="007">cr|uuu---uuuuu</controlfield><controlfield tag="008">150803s2015 |||| o||u| ||||||eng d</controlfield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9781493923236</subfield><subfield code="c">Online</subfield><subfield code="9">978-1-4939-2323-6</subfield></datafield><datafield tag="024" ind1="7" ind2=" "><subfield code="a">10.1007/978-1-4939-2323-6</subfield><subfield code="2">doi</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)915756832</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)BVBBV042730066</subfield></datafield><datafield tag="040" ind1=" " ind2=" "><subfield code="a">DE-604</subfield><subfield code="b">ger</subfield><subfield code="e">aacr</subfield></datafield><datafield tag="041" ind1="0" ind2=" "><subfield code="a">eng</subfield></datafield><datafield tag="049" ind1=" " ind2=" "><subfield code="a">DE-91</subfield><subfield code="a">DE-19</subfield><subfield code="a">DE-703</subfield><subfield code="a">DE-20</subfield><subfield code="a">DE-739</subfield><subfield code="a">DE-634</subfield><subfield code="a">DE-861</subfield><subfield code="a">DE-83</subfield></datafield><datafield tag="082" ind1="0" ind2=" "><subfield code="a">003.3</subfield><subfield code="2">23</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">MAT 000</subfield><subfield code="2">stub</subfield></datafield><datafield tag="100" ind1="1" ind2=" "><subfield code="a">Sun, Ne-Zheng</subfield><subfield code="e">Verfasser</subfield><subfield code="4">aut</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">Model calibration and parameter estimation</subfield><subfield code="b">for environmental and water resource systems</subfield><subfield code="c">Ne-Zheng Sun ; Alexander Sun</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">New York, NY [u.a.]</subfield><subfield code="b">Springer</subfield><subfield code="c">2015</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">1 Online-Ressource (XXVIII, 621 S.)</subfield><subfield code="b">123 illus., 107 illus. in color</subfield></datafield><datafield tag="336" ind1=" " ind2=" "><subfield code="b">txt</subfield><subfield code="2">rdacontent</subfield></datafield><datafield tag="337" ind1=" " ind2=" "><subfield code="b">c</subfield><subfield code="2">rdamedia</subfield></datafield><datafield tag="338" ind1=" " ind2=" "><subfield code="b">cr</subfield><subfield code="2">rdacarrier</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Mathematics</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Chemistry / Mathematics</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Hydraulic engineering</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Mathematical Modeling and Industrial Mathematics</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Hydrogeology</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Math. Applications in Chemistry</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Chemie</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Mathematik</subfield></datafield><datafield tag="700" ind1="1" ind2=" "><subfield code="a">Sun, Alexander</subfield><subfield code="e">Verfasser</subfield><subfield code="0">(DE-588)1075862787</subfield><subfield code="4">aut</subfield></datafield><datafield tag="776" ind1="0" ind2="8"><subfield code="i">Erscheint auch als</subfield><subfield code="n">Druckausgabe</subfield><subfield code="z">978-1-4939-2322-9</subfield></datafield><datafield tag="856" ind1="4" ind2="0"><subfield code="u">https://doi.org/10.1007/978-1-4939-2323-6</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">Springer Fremddatenuebernahme</subfield><subfield code="q">application/pdf</subfield><subfield code="u">http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028161097&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA</subfield><subfield code="3">Inhaltsverzeichnis</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">Springer Fremddatenuebernahme</subfield><subfield code="q">application/pdf</subfield><subfield code="u">http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028161097&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA</subfield><subfield code="3">Abstract</subfield></datafield><datafield tag="912" ind1=" " ind2=" "><subfield code="a">ZDB-2-SMA</subfield></datafield><datafield tag="940" ind1="1" ind2=" "><subfield code="q">UBY_PDA_SMA</subfield></datafield><datafield tag="940" ind1="1" ind2=" "><subfield code="q">ZDB-2-SMA_2015</subfield></datafield><datafield tag="999" ind1=" " ind2=" "><subfield code="a">oai:aleph.bib-bvb.de:BVB01-028161097</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-1-4939-2323-6</subfield><subfield code="l">BTU01</subfield><subfield code="p">ZDB-2-SMA</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-1-4939-2323-6</subfield><subfield code="l">FRO01</subfield><subfield code="p">ZDB-2-SMA</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-1-4939-2323-6</subfield><subfield code="l">TUM01</subfield><subfield code="p">ZDB-2-SMA</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-1-4939-2323-6</subfield><subfield code="l">UBM01</subfield><subfield code="p">ZDB-2-SMA</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-1-4939-2323-6</subfield><subfield code="l">UBT01</subfield><subfield code="p">ZDB-2-SMA</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-1-4939-2323-6</subfield><subfield code="l">UBW01</subfield><subfield code="p">ZDB-2-SMA</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://doi.org/10.1007/978-1-4939-2323-6</subfield><subfield code="l">UPA01</subfield><subfield code="p">ZDB-2-SMA</subfield><subfield code="x">Verlag</subfield><subfield code="3">Volltext</subfield></datafield></record></collection> |
| id | DE-604.BV042730066 |
| illustrated | Illustrated |
| indexdate | 2024-07-10T07:08:23Z |
| institution | BVB |
| isbn | 9781493923236 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-028161097 |
| oclc_num | 915756832 |
| open_access_boolean | |
| owner | DE-91 DE-BY-TUM DE-19 DE-BY-UBM DE-703 DE-20 DE-739 DE-634 DE-861 DE-83 |
| owner_facet | DE-91 DE-BY-TUM DE-19 DE-BY-UBM DE-703 DE-20 DE-739 DE-634 DE-861 DE-83 |
| physical | 1 Online-Ressource (XXVIII, 621 S.) 123 illus., 107 illus. in color |
| psigel | ZDB-2-SMA UBY_PDA_SMA ZDB-2-SMA_2015 |
| publishDate | 2015 |
| publishDateSearch | 2015 |
| publishDateSort | 2015 |
| publisher | Springer |
| record_format | marc |
| spelling | Sun, Ne-Zheng Verfasser aut Model calibration and parameter estimation for environmental and water resource systems Ne-Zheng Sun ; Alexander Sun New York, NY [u.a.] Springer 2015 1 Online-Ressource (XXVIII, 621 S.) 123 illus., 107 illus. in color txt rdacontent c rdamedia cr rdacarrier Mathematics Chemistry / Mathematics Hydraulic engineering Mathematical Modeling and Industrial Mathematics Hydrogeology Math. Applications in Chemistry Chemie Mathematik Sun, Alexander Verfasser (DE-588)1075862787 aut Erscheint auch als Druckausgabe 978-1-4939-2322-9 https://doi.org/10.1007/978-1-4939-2323-6 Verlag Volltext Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028161097&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028161097&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Abstract |
| spellingShingle | Sun, Ne-Zheng Sun, Alexander Model calibration and parameter estimation for environmental and water resource systems Mathematics Chemistry / Mathematics Hydraulic engineering Mathematical Modeling and Industrial Mathematics Hydrogeology Math. Applications in Chemistry Chemie Mathematik |
| title | Model calibration and parameter estimation for environmental and water resource systems |
| title_auth | Model calibration and parameter estimation for environmental and water resource systems |
| title_exact_search | Model calibration and parameter estimation for environmental and water resource systems |
| title_full | Model calibration and parameter estimation for environmental and water resource systems Ne-Zheng Sun ; Alexander Sun |
| title_fullStr | Model calibration and parameter estimation for environmental and water resource systems Ne-Zheng Sun ; Alexander Sun |
| title_full_unstemmed | Model calibration and parameter estimation for environmental and water resource systems Ne-Zheng Sun ; Alexander Sun |
| title_short | Model calibration and parameter estimation |
| title_sort | model calibration and parameter estimation for environmental and water resource systems |
| title_sub | for environmental and water resource systems |
| topic | Mathematics Chemistry / Mathematics Hydraulic engineering Mathematical Modeling and Industrial Mathematics Hydrogeology Math. Applications in Chemistry Chemie Mathematik |
| topic_facet | Mathematics Chemistry / Mathematics Hydraulic engineering Mathematical Modeling and Industrial Mathematics Hydrogeology Math. Applications in Chemistry Chemie Mathematik |
| url | https://doi.org/10.1007/978-1-4939-2323-6 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028161097&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028161097&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT sunnezheng modelcalibrationandparameterestimationforenvironmentalandwaterresourcesystems AT sunalexander modelcalibrationandparameterestimationforenvironmentalandwaterresourcesystems |