Class information for:
Level 1: STACKED NEURAL NETWORKS//EXTRACTIVE ALCOHOLIC FERMENTATION//ALCOHOLIC FERMENTATION PROCESS

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
12929 871 21.4 54%


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
18 4 THERMODYNAMICS//ENERGY & FUELS//ENGINEERING, CHEMICAL 531182
283 3       POWDER TECHNOLOGY//ENGINEERING, CHEMICAL//FLUIDIZATION 42723
1005 2             STIRRED TANK//STIRRED VESSEL//MIXING 10375
12929 1                   STACKED NEURAL NETWORKS//EXTRACTIVE ALCOHOLIC FERMENTATION//ALCOHOLIC FERMENTATION PROCESS 871

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 STACKED NEURAL NETWORKS authKW 160251 1% 57% 8
2 EXTRACTIVE ALCOHOLIC FERMENTATION authKW 112179 0% 80% 4
3 ALCOHOLIC FERMENTATION PROCESS authKW 105169 0% 100% 3
4 DIRECT AND INVERSE NEURAL NETWORK MODELING authKW 105169 0% 100% 3
5 HYBRID NEURAL MODEL authKW 105169 0% 100% 3
6 HYBRID NEURAL MODELLING authKW 105169 0% 100% 3
7 PROJECTIVE ADAPTIVE RESONANCE THEORY authKW 105169 0% 100% 3
8 HYBRID MODELING authKW 93070 2% 15% 18
9 MULTIPLE NEURAL NETWORKS authKW 90138 1% 43% 6
10 FUNCTIONAL LINK NETWORKS authKW 79668 1% 45% 5

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 Engineering, Chemical 9102 43% 0% 371
2 Biotechnology & Applied Microbiology 6381 37% 0% 318
3 Food Science & Technology 1559 16% 0% 141
4 Automation & Control Systems 782 7% 0% 57
5 Computer Science, Interdisciplinary Applications 735 8% 0% 73
6 Computer Science, Artificial Intelligence 654 8% 0% 67
7 Computer Science, Theory & Methods 81 3% 0% 29
8 Engineering, General 47 2% 0% 20
9 Mathematical & Computational Biology 23 1% 0% 11
10 Engineering, Environmental 21 2% 0% 16

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 GEN CHEM BIOSYST 78875 0% 75% 3
2 BIOPROC CHEM PROC DEV 70113 0% 100% 2
3 SERV BIOTECHNOL CELLULES ANIM 70113 0% 100% 2
4 PROC ANAL CHEMOMETR CONTROL 56085 0% 40% 4
5 PROC ANALYT CONTROL TECHNOL 45592 1% 12% 11
6 DPQ 45063 1% 21% 6
7 ABT H1 2 35056 0% 100% 1
8 ABT HI2 35056 0% 100% 1
9 AREA TECNOL ALIMENTOS ETS INGENIARIAS AGRARIAS 35056 0% 100% 1
10 BIOINTEGRATED PROC GRP AMRI 35056 0% 100% 1

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 BIOPROCESS ENGINEERING 42076 4% 3% 38
2 COMPUTERS & CHEMICAL ENGINEERING 21579 7% 1% 63
3 SEIBUTSU-KOGAKU KAISHI-JOURNAL OF THE SOCIETY FOR FERMENTATION AND BIOENGINEERING 16995 1% 7% 7
4 HAKKOKOGAKU KAISHI-JOURNAL OF THE SOCIETY OF FERMENTATION TECHNOLOGY 16528 1% 4% 12
5 JOURNAL OF FERMENTATION AND BIOENGINEERING 11542 3% 1% 27
6 SEIBUTSU-KOGAKU KAISHI 10032 1% 4% 7
7 BRAZILIAN JOURNAL OF CHEMICAL ENGINEERING 8223 2% 1% 17
8 BIOPROCESS AND BIOSYSTEMS ENGINEERING 6164 2% 1% 18
9 BIOTECH FORUM EUROPE 4378 0% 6% 2
10 BIOTECHNOLOGY TECHNIQUES 3420 1% 1% 12

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 STACKED NEURAL NETWORKS 160251 1% 57% 8 Search STACKED+NEURAL+NETWORKS Search STACKED+NEURAL+NETWORKS
2 EXTRACTIVE ALCOHOLIC FERMENTATION 112179 0% 80% 4 Search EXTRACTIVE+ALCOHOLIC+FERMENTATION Search EXTRACTIVE+ALCOHOLIC+FERMENTATION
3 ALCOHOLIC FERMENTATION PROCESS 105169 0% 100% 3 Search ALCOHOLIC+FERMENTATION+PROCESS Search ALCOHOLIC+FERMENTATION+PROCESS
4 DIRECT AND INVERSE NEURAL NETWORK MODELING 105169 0% 100% 3 Search DIRECT+AND+INVERSE+NEURAL+NETWORK+MODELING Search DIRECT+AND+INVERSE+NEURAL+NETWORK+MODELING
5 HYBRID NEURAL MODEL 105169 0% 100% 3 Search HYBRID+NEURAL+MODEL Search HYBRID+NEURAL+MODEL
6 HYBRID NEURAL MODELLING 105169 0% 100% 3 Search HYBRID+NEURAL+MODELLING Search HYBRID+NEURAL+MODELLING
7 PROJECTIVE ADAPTIVE RESONANCE THEORY 105169 0% 100% 3 Search PROJECTIVE+ADAPTIVE+RESONANCE+THEORY Search PROJECTIVE+ADAPTIVE+RESONANCE+THEORY
8 HYBRID MODELING 93070 2% 15% 18 Search HYBRID+MODELING Search HYBRID+MODELING
9 MULTIPLE NEURAL NETWORKS 90138 1% 43% 6 Search MULTIPLE+NEURAL+NETWORKS Search MULTIPLE+NEURAL+NETWORKS
10 FUNCTIONAL LINK NETWORKS 79668 1% 45% 5 Search FUNCTIONAL+LINK+NETWORKS Search FUNCTIONAL+LINK+NETWORKS

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 VON STOSCH, M , OLIVEIRA, R , PERES, J , DE AZEVEDO, SF , (2014) HYBRID SEMI-PARAMETRIC MODELING IN PROCESS SYSTEMS ENGINEERING: PAST, PRESENT AND FUTURE.COMPUTERS & CHEMICAL ENGINEERING. VOL. 60. ISSUE . P. 86 -101 86 61% 4
2 HORIUCHI, JI , (2002) FUZZY MODELING AND CONTROL OF BIOLOGICAL PROCESSES.JOURNAL OF BIOSCIENCE AND BIOENGINEERING. VOL. 94. ISSUE 6. P. 574-578 34 92% 27
3 SHIOYA, S , SHIMIZU, K , YOSHIDA, T , (1999) KNOWLEDGE-BASED DESIGN AND OPERATION OF BIOPROCESS SYSTEMS.JOURNAL OF BIOSCIENCE AND BIOENGINEERING. VOL. 87. ISSUE 3. P. 261-266 39 74% 26
4 HONDA, H , KOBAYASHI, T , (2000) FUZZY CONTROL OF BIOPROCESS.JOURNAL OF BIOSCIENCE AND BIOENGINEERING. VOL. 89. ISSUE 5. P. 401 -408 26 87% 19
5 PIULEAC, CG , CURTEANU, S , (2010) DIFFERENT METHODS OF NEURAL NETWORK BASED MODELLING FOR POLYMERIZATION PROCESS.MATERIALE PLASTICE. VOL. 47. ISSUE 3. P. 311-318 18 82% 0
6 CURTEANU, S , LEON, F , (2006) HYBRID NEURAL NETWORK MODELS APPLIED TO A FREE RADICAL POLYMERIZATION PROCESS.POLYMER-PLASTICS TECHNOLOGY AND ENGINEERING. VOL. 45. ISSUE 9. P. 1013-1023 15 94% 8
7 CURTEANU, S , PETRILA, C , (2006) NEURAL NETWORK-BASED MODELING FOR SEMI-BATCH AND NONISOTHERMAL FREE RADICAL POLYMERIZATION.INTERNATIONAL JOURNAL OF QUANTUM CHEMISTRY. VOL. 106. ISSUE 6. P. 1445-1456 17 81% 10
8 NOOR, RAM , AHMAD, Z , DON, MM , UZIR, MH , (2010) MODELLING AND CONTROL OF DIFFERENT TYPES OF POLYMERIZATION PROCESSES USING NEURAL NETWORKS TECHNIQUE: A REVIEW.CANADIAN JOURNAL OF CHEMICAL ENGINEERING. VOL. 88. ISSUE 6. P. 1065 -1084 24 47% 20
9 TOMINAGA, O , ITO, F , HANAI, T , HONDA, H , KOBAYASHI, T , (2002) MODELING OF CONSUMERS' PREFERENCES FOR REGULAR COFFEE SAMPLES AND ITS APPLICATION TO PRODUCT DESIGN.FOOD SCIENCE AND TECHNOLOGY RESEARCH. VOL. 8. ISSUE 3. P. 281-285 14 100% 3
10 FONSECA, EF , ALVES, TLM , LIMA, EL , DE SOUZA, MB , (2004) A HYBRID NEURAL MODEL FOR THE PRODUCTION OF SORBITOL AND GLUCONIC ACID USING IMMOBILIZED ZYMOMONAS MOBILIS CELLS.LATIN AMERICAN APPLIED RESEARCH. VOL. 34. ISSUE 3. P. 187-193 17 74% 4

Classes with closest relation at Level 1


Rank Class id link
1 28992 UMR GENIE IND ALIMENTAIRE//EQUIPE AUTOMAT QUAL ALIMENTAIRE//PROCESS CONTROL AND INSTRUMENTATION
2 5670 GENERIC MODEL CONTROL//DYNAMIC MATRIX CONTROL//PH CONTROL
3 10974 ITERATIVE DYNAMIC PROGRAMMING//DYNAMIC OPTIMIZATION//CONTROL VECTOR PARAMETERIZATION
4 35835 CLIVIA MINIATA REGEL//AESCULUS GLABRA WILLD//ARYL 2 NITROPHENYL UREAS
5 27673 7 AVE COLONEL ROCHE//ALCOHOLIC DRINK PRODUCTION//BIOCHEM CAMPUSVEJ 55
6 3838 PLASMID STABILITY//HIGH CELL DENSITY CULTIVATION//RECOMBINANT ESCHERICHIA COLI
7 33276 MELT INDEX PREDICTION//FRUIT FLY OPTIMIZATION ALGORITHM//PROPYLENE POLYMERIZATION INDUSTRY
8 32857 PENICILLIN PROCESS//FLAVOBACTERIUM DEHYDROGENANS//ABASIDIA COERULEA
9 17549 SIGNED DIRECTED GRAPH//ALARM MANAGEMENT//PLANT ALARM SYSTEM
10 10673 BIOPROCESS MONITORING//2D FLUORESCENCE SPECTROSCOPY//SPEKE OPERAT

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