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Titolo:
MODELING OF SENSORY EVALUATION FOR INTERI OR TILES USING A FUZZY NEURAL-NETWORK
Autore:
HANAI T; ANDO K; NOGUCHI H; HONDA H; TAKAI C; FURUHASHI T; UCHIKAWA Y; KOBAYASHI T;
Indirizzi:
NAGOYA UNIV,GRAD SCH ENGN,DEPT BIOTECHNOL NAGOYA AICHI 4648603 JAPAN NAGOYA UNIV,GRAD SCH ENGN,DEPT INFORMAT ELECT NAGOYA AICHI 4648603 JAPAN INAX CORP,SPACE DESIGN & TECH LAB TOKONAME AICHI 4790848 JAPAN
Titolo Testata:
Kagaku kogaku ronbunshu
fascicolo: 1, volume: 24, anno: 1998,
pagine: 18 - 23
SICI:
0386-216X(1998)24:1<18:MOSEFI>2.0.ZU;2-J
Fonte:
ISI
Lingua:
JPN
Keywords:
SENSORY MODELING; FUZZY NEURAL NETWORK; TOTAL EVALUATION; SENSORY EVALUATION; INTERIOR TILE;
Tipo documento:
Article
Natura:
Periodico
Settore Disciplinare:
Science Citation Index Expanded
Citazioni:
8
Recensione:
Indirizzi per estratti:
Citazione:
T. Hanai et al., "MODELING OF SENSORY EVALUATION FOR INTERI OR TILES USING A FUZZY NEURAL-NETWORK", Kagaku kogaku ronbunshu, 24(1), 1998, pp. 18-23

Abstract

In order to construct a novel design method for interior tiles, the relationship between image words (sensory evaluation) and total evaluation for interior tiles was studied. At first, the model for estimationof the total evaluation from image words was constructed using a fuzzy neural network (FNN) and MRA (multi regression analysis). The FNN model could estimate the total evaluation more correctly than the MRA model. Secondly, a FNN model for the estimation of the total evaluation from analytical data for interior tiles was constructed. This model was less accurate than the FNN model from image words, but could estimate within 10% errors. Lastly, in order to improve accuracy of the estimation, a FNN model for estimation of the total evaluation from both analytical data and image words was constructed. This model showed the highest accuracy among all models. ''Jyouhinna-gehinna'', ''shareta-yabona'' among image words and ''average value of green color'', ''arithmetical mean deviation'', ''peak count'' among analytical data were needed to construct the model for estimation of the total evaluation.

ASDD Area Sistemi Dipartimentali e Documentali, Università di Bologna, Catalogo delle riviste ed altri periodici
Documento generato il 09/04/20 alle ore 12:19:13