Class information for:
Level 1: ARTIFICIAL NEURAL NETWORK//FLOOD FORECASTING//STREAMFLOW FORECASTING

Basic class information

Class id #P Avg. number of
references
Database coverage
of references
2748 2159 36.9 59%



Bar chart of Publication_year

Last years might be incomplete

Hierarchy of classes

The table includes all classes above and classes immediately below the current class.



Cluster id Level Cluster label #P
4 4 ENVIRONMENTAL SCIENCES//GEOSCIENCES, MULTIDISCIPLINARY//METEOROLOGY & ATMOSPHERIC SCIENCES 1766162
147 3       WATER RESOURCES//JOURNAL OF HYDROLOGY//SOIL EROSION 63829
330 2             WATER RESOURCES//JOURNAL OF HYDROLOGY//JOURNAL OF HYDROLOGIC ENGINEERING 18102
2748 1                   ARTIFICIAL NEURAL NETWORK//FLOOD FORECASTING//STREAMFLOW FORECASTING 2159

Terms with highest relevance score



rank Term termType Chi square Shr. of publ. in
class containing
term
Class's shr. of
term's tot. occurrences
#P with term
in class
1 ARTIFICIAL NEURAL NETWORK authKW 293294 23% 4% 507
2 FLOOD FORECASTING authKW 280549 3% 29% 68
3 STREAMFLOW FORECASTING authKW 228776 2% 41% 39
4 RAINFALL FORECASTING authKW 161600 1% 57% 20
5 GAMMA TEST authKW 159888 1% 54% 21
6 WATER RESOURCES WoSSC 129051 65% 1% 1407
7 HYDRAUL address 127793 5% 8% 107
8 RIVER FLOW FORECASTING authKW 125777 1% 68% 13
9 JOURNAL OF HYDROLOGY journal 121776 15% 3% 320
10 WATER ENGN address 112123 4% 9% 85

Web of Science journal categories



Rank Term Chi square Shr. of publ. in
class containing
term
Class's shr. of
term's tot. occurrences
#P with term
in class
1 Water Resources 129051 65% 1% 1407
2 Engineering, Civil 46067 40% 0% 866
3 Geosciences, Multidisciplinary 9717 25% 0% 544
4 Environmental Sciences 5865 26% 0% 563
5 Computer Science, Interdisciplinary Applications 2463 10% 0% 208
6 Engineering, Environmental 1491 7% 0% 154
7 Limnology 1385 3% 0% 69
8 Computer Science, Artificial Intelligence 1296 7% 0% 150
9 Meteorology & Atmospheric Sciences 544 5% 0% 111
10 Agricultural Engineering 200 1% 0% 30

Address terms



Rank Term Chi square Shr. of publ. in
class containing
term
Class's shr. of
term's tot. occurrences
#P with
term in
class
1 HYDRAUL 127793 5% 8% 107
2 WATER ENGN 112123 4% 9% 85
3 DELTA REG 100646 1% 65% 11
4 RAILRD CIVIL ENGN 95451 0% 75% 9
5 RAILROAD CIVIL ENGN 88107 0% 69% 9
6 ENGN HYDROL 63362 1% 41% 11
7 CIVIL ENGN 54001 30% 1% 654
8 BIOENVIRONM SYST ENGN 50440 2% 7% 53
9 DIGITAL CONTENT DESIGNS MANAGEMENT 39278 0% 56% 5
10 WATERSHED RANGE MANAGEMENT 37708 0% 67% 4

Journals



Rank Term Chi square Shr. of publ. in
class containing
term
Class's shr. of
term's tot. occurrences
#P with
term in
class
1 JOURNAL OF HYDROLOGY 121776 15% 3% 320
2 JOURNAL OF HYDROLOGIC ENGINEERING 105861 6% 6% 122
3 JOURNAL OF HYDROINFORMATICS 100008 3% 11% 67
4 WATER RESOURCES MANAGEMENT 97097 5% 6% 112
5 HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES 59321 5% 4% 99
6 INTERNATIONAL SERIES ON PROGRESS IN WATER RESOURCES 32724 2% 5% 47
7 HYDROLOGICAL PROCESSES 27566 5% 2% 108
8 HYDROLOGY AND EARTH SYSTEM SCIENCES 11255 2% 2% 50
9 STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT 7927 1% 2% 28
10 ENVIRONMENTAL MODELLING & SOFTWARE 7545 2% 1% 39

Author Key Words



Rank Term Chi square Shr. of publ. in
class containing
term
Class's shr. of
term's tot. occurrences
#P with
term in
class
LCSH search Wikipedia search
1 ARTIFICIAL NEURAL NETWORK 293294 23% 4% 507 Search ARTIFICIAL+NEURAL+NETWORK Search ARTIFICIAL+NEURAL+NETWORK
2 FLOOD FORECASTING 280549 3% 29% 68 Search FLOOD+FORECASTING Search FLOOD+FORECASTING
3 STREAMFLOW FORECASTING 228776 2% 41% 39 Search STREAMFLOW+FORECASTING Search STREAMFLOW+FORECASTING
4 RAINFALL FORECASTING 161600 1% 57% 20 Search RAINFALL+FORECASTING Search RAINFALL+FORECASTING
5 GAMMA TEST 159888 1% 54% 21 Search GAMMA+TEST Search GAMMA+TEST
6 RIVER FLOW FORECASTING 125777 1% 68% 13 Search RIVER+FLOW+FORECASTING Search RIVER+FLOW+FORECASTING
7 FLOW FORECASTING 108622 1% 59% 13 Search FLOW+FORECASTING Search FLOW+FORECASTING
8 RAINFALL RUNOFF MODEL 104835 3% 14% 54 Search RAINFALL+RUNOFF+MODEL Search RAINFALL+RUNOFF+MODEL
9 RESERVOIR INFLOW 104130 0% 82% 9 Search RESERVOIR+INFLOW Search RESERVOIR+INFLOW
10 RAINFALL RUNOFF 99846 2% 16% 44 Search RAINFALL+RUNOFF Search RAINFALL+RUNOFF

Core articles

The table includes core articles in the class. The following variables is taken into account for the relevance score of an article in a cluster c:
(1) Number of references referring to publications in the class.
(2) Share of total number of active references referring to publications in the class.
(3) Age of the article. New articles get higher score than old articles.
(4) Citation rate, normalized to year.



Rank Reference # ref. in
cl.
Shr. of ref. in
cl.
Citations
1 MAIER, HR , JAIN, A , DANDY, GC , SUDHEER, KP , (2010) METHODS USED FOR THE DEVELOPMENT OF NEURAL NETWORKS FOR THE PREDICTION OF WATER RESOURCE VARIABLES IN RIVER SYSTEMS: CURRENT STATUS AND FUTURE DIRECTIONS.ENVIRONMENTAL MODELLING & SOFTWARE. VOL. 25. ISSUE 8. P. 891 -909 191 86% 178
2 ABRAHART, RJ , ANCTIL, F , COULIBALY, P , DAWSON, CW , MOUNT, NJ , SEE, LM , SHAMSELDIN, AY , SOLOMATINE, DP , TOTH, E , WILBY, RL , (2012) TWO DECADES OF ANARCHY? EMERGING THEMES AND OUTSTANDING CHALLENGES FOR NEURAL NETWORK RIVER FORECASTING.PROGRESS IN PHYSICAL GEOGRAPHY. VOL. 36. ISSUE 4. P. 480 -513 169 84% 70
3 NOURANI, V , BAGHANAM, AH , ADAMOWSKI, J , KISI, O , (2014) APPLICATIONS OF HYBRID WAVELET-ARTIFICIAL INTELLIGENCE MODELS IN HYDROLOGY: A REVIEW.JOURNAL OF HYDROLOGY. VOL. 514. ISSUE . P. 358 -377 101 77% 40
4 YASEEN, ZM , EL-SHAFIE, A , JAAFAR, O , AFAN, HA , SAYL, MN , (2015) ARTIFICIAL INTELLIGENCE BASED MODELS FOR STREAM-FLOW FORECASTING: 2000-2015.JOURNAL OF HYDROLOGY. VOL. 530. ISSUE . P. 829 -844 96 76% 4
5 AFAN, HA , EL-SHAFIE, A , MOHTAR, WHMW , YASEEN, ZM , (2016) PAST, PRESENT AND PROSPECT OF AN ARTIFICIAL INTELLIGENCE (AI) BASED MODEL FOR SEDIMENT TRANSPORT PREDICTION.JOURNAL OF HYDROLOGY. VOL. 541. ISSUE . P. 902 -913 65 90% 0
6 REZAEIANZADEH, M , KALIN, L , ANDERSON, CJ , (2017) WETLAND WATER-LEVEL PREDICTION USING ANN IN CONJUNCTION WITH BASE-FLOW RECESSION ANALYSIS.JOURNAL OF HYDROLOGIC ENGINEERING. VOL. 22. ISSUE 1. P. - 32 78% 2
7 WU, WY , DANDY, GC , MAIER, HR , (2014) PROTOCOL FOR DEVELOPING ANN MODELS AND ITS APPLICATION TO THE ASSESSMENT OF THE QUALITY OF THE ANN MODEL DEVELOPMENT PROCESS IN DRINKING WATER QUALITY MODELLING.ENVIRONMENTAL MODELLING & SOFTWARE. VOL. 54. ISSUE . P. 108 -127 74 55% 27
8 MEHR, AD , KAHYA, E , BAGHERI, F , DELIKTAS, E , (2014) SUCCESSIVE-STATION MONTHLY STREAMFLOW PREDICTION USING NEURO-WAVELET TECHNIQUE.EARTH SCIENCE INFORMATICS. VOL. 7. ISSUE 4. P. 217 -229 49 89% 0
9 SHOAIB, M , SHAMSELDIN, AY , MELVILLE, BW , KHAN, MM , (2016) A COMPARISON BETWEEN WAVELET BASED STATIC AND DYNAMIC NEURAL NETWORK APPROACHES FOR RUNOFF PREDICTION.JOURNAL OF HYDROLOGY. VOL. 535. ISSUE . P. 211 -225 46 82% 1
10 MEHR, AD , KAHYA, E , YERDELEN, C , (2014) LINEAR GENETIC PROGRAMMING APPLICATION FOR SUCCESSIVE-STATION MONTHLY STREAMFLOW PREDICTION.COMPUTERS & GEOSCIENCES. VOL. 70. ISSUE . P. 63 -72 47 84% 6

Classes with closest relation at Level 1



Rank Class id link
1 27908 BALL CENTER//MISP ALGORITHM//MISSING STREAMFLOW RECORD
2 24697 STOCHASTIC STREAMFLOW GENERATION//HURST PHENOMENON//STREAMFLOW GENERATION MODELS
3 17099 UMR 5576//ECOL VERTEBRATE ZOOL//ECOLOGICAL INFORMATICS
4 29886 ARCVIEW SOFTWARE//KAMLA MILLS//SUSTAINABLE BUSINESS SOLUT
5 2250 RAINFALL RUNOFF MODEL//UNGAUGED CATCHMENTS//RAINFALL RUNOFF MODELLING
6 15302 WAVE OVERTOPPING//RUBBLE MOUND BREAKWATER//BREAKWATER
7 5876 REFERENCE EVAPOTRANSPIRATION//PENMAN MONTEITH//EVAPOTRANSPIRATION
8 31329 PROBE PERMEAMETRY//TRANSFER FUNCTION NOISE//INTER YEARLY VARIABILITY
9 3187 RESERVOIR OPERATION//OPERATING RULES//JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT-ASCE
10 25925 SYSTEM DYNAMICS//LAS VEGAS VALLEY//GAV KHOUNI

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