Fish habitat evaluation systems considering spatiotemporal dynamics

• Project/Area Number: 21780225
• Research Category: Grant-in-Aid for Young Scientists (B)
• Allocation Type: Single-year Grants
• Research Field: Irrigation, drainage and rural engineering/Rural planning
• Research Institution: Kyushu University
• Principal Investigator: FUKUDA Shinji 九州大学, 熱帯農学研究センター, 助教 (70437771)
• Project Period (FY): 2009 – 2011
• Project Status: Completed (Fiscal Year 2011)
• Budget Amount: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000); Fiscal Year 2011: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000); Fiscal Year 2010: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000); Fiscal Year 2009: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
• Keywords: 生息場選好性 / モデル / 人工知能技術 / 遺伝的ファジィシステム / 生息環境評価・予測 / 汎化能力 / あいまいさ / 農業農村環境 / 生物分布モデル / 計算知能 / 不確実性 / 日周性 / Transferability

Research Abstract

This project aimed to develop a habitat evaluation system that can deal with spatiotemporal dynamics of fish habitat preference. Two hybrid models of a genetic Takagi-sugeno fuzzy model and a fuzzy neural networks model were developed and evaluated for its accuracy and applicability in ecology. Four major achievements in this project are as follows :(1) laboratory experiment on the diurnal changes of habitat preference of Japanese medaka,(2) new method for optimization of a genetic Takagi-sugeno fuzzy model,(3) evaluation of effects of data quality on a habitat preference model,(4) application of fuzzy habitat preference model to topmouth gudgeon.

Research Products

• [Journal Article] Do absence Do absence data matter when modelling fish habitat preference using a genetic Takagi-Sugeno fuzzy model? (2012)
  • Author(s): Fukuda, S., De Baets, B.
  • Journal Title: International Journal of Uncertainty, Fuzziness and Knowledge・Based Systems, Accepted.
• [Journal Article] Abundance versus presence/absence data for modelling fish habitat preference with a genetic Takagi-Sugeno fuzzy system (2011)
  • Author(s): Fukuda, S., Mouton, A. M., De Baets, B.
  • Journal Title: Environmental Monitoring and Assessment, in press Volume: (in press)
• [Journal Article] Predicting distributions of seven bitterling fishes in northern Kyushu, Japan (2011)
  • Author(s): Onikura, N., Nakajima, J., Miyake, T., Kawamura, K., Fukuda, S.
  • Journal Title: Ichthyological Research Volume: 59, 2
  • NAID: 10030628379
• [Journal Article] Evaluating the potential for invasion by alien freshwater fishes in northern Kyushu Island, Japan (2011)
  • Author(s): Onikura N., Nakajima J., Inui R., Mizutani H., Kobayakawa M., Fukuda S. Mukai T.
  • Journal Title: using the Fish Invasiveness Scoring Kit, Ichthyological Research Volume: 58, 4 Pages: 382-387
• [Journal Article] Modelling fish habitat preference with a genetic algorithmoptimized TakagiSugeno model based on pairwise comparisons (2011)
  • Author(s): Fukuda S., Waegeman W., Mouton A., De Baets B.
  • Journal Title: Advances in Intelligent and Soft Computing Volume: 107 Pages: 375-387
• [Journal Article] Assessing the applicability of fuzzy neural networks for habitat preference evaluation of Japanese medaka(Oryzias latlpes) (2011)
  • Author(s): Fukuda, S.
  • Journal Title: Ecological Informatics Volume: 6 Pages: 286-295
• [Journal Article] HSIモデルを用いたメダカの生息場選好性評価におけるデータ形式およびカテゴリー化手法の影響 (2011)
  • Author(s): 福田信二・増田慎也・平松和昭・原田昌佳
  • Journal Title: 農業農村工学会論文集 Volume: 272, 79(2) Pages: 11-19
  • NAID: 10028207933
• [Journal Article] Effect of model formulation on the optimization of a genetic Takagi-Sugeno fuzzy system for fish habitat suitability evaluation (2011)
  • Author(s): Fukuda, S., De Baets, B., Mouton, A. M., Waegeman, W., Naka j ima, J., Mukai, T., Hiramatsu, K., Onikura, N.
  • Journal Title: Ecological Modelling Volume: 222 Pages: 1401-1413
• [Journal Article] Comparing predictive accuracy of a genetic Takagi-Sugeno fuzzy model and random forests for fish habitat modelling (2011)
  • Author(s): Fukuda, S., De Baets, B., Nojima, Y
  • Journal Title: Proceedings of the IWACIII2011
  • Peer Reviewed
• [Journal Article] Abundance versus presence/absence data for modelling fish habitat preference with a genetic Takagi-Sugeno fuzzy system (2011)
  • Author(s): Fukuda, S., Mouton, A.M., De Baets, B
  • Journal Title: Environmental Monitoring and Assessment Volume: (in press) Issue: 10 Pages: 6159-6171
  • DOI: 10.1007/s10661-011-2410-2
  • Peer Reviewed
• [Journal Article] Modelling fish habitat preference with a genetic algorithm-optimized Takagi-Sugeno model based on pairwise comparisons (2011)
  • Author(s): Fukuda, S., Waegeman, W., Mouton, A.M., De Baets B.
  • Journal Title: Advances in Intelligent and Soft Computing Volume: 107 Pages: 375-387
  • DOI: 10.1007/978-3-642-24001-0_34
  • ISBN: 9783642240003, 9783642240010
  • Peer Reviewed
• [Journal Article] Assessing the applicability of fuzzy neural networks for habitat preference evaluation of Japanese medaka (Oryzias latipes) (2011)
  • Author(s): Fukuda, S.
  • Journal Title: Ecological Informatics Volume: 6 Issue: 5 Pages: 286-295
  • DOI: 10.1016/j.ecoinf.2011.05.007
  • Peer Reviewed
• [Journal Article] Application of a fuzzy neural network model to evaluate habitat preference of Japanese medaka (Oryzias latipes) (2011)
  • Author(s): Fukuda, S.
  • Journal Title: Proceeding of the 2011 IFSA World Congress and the 2011 AFSS
  • Peer Reviewed
• [Journal Article] Assessing the effects of zero abundance data on habitat preference modelling using a genetic Takagi-Sugeno fuzzy model (2011)
  • Author(s): Fukuda, S.
  • Journal Title: Proceeding of FUZZ-IEEE2011 Pages: 272-277
  • DOI: 10.1109/fuzzy.2011.6007723
  • Peer Reviewed
• [Journal Article] A discussion on the accuracy-complexity relationship in modelling fish habitat preference using a genetic Takagi-Sugeno fuzzy system (2011)
  • Author(s): Fukuda, S., De Baets, B., Waegeman, W., Mouton, A.M., Nakajima, J., Mukai, T., Onikura, N.
  • Journal Title: Proceedings of GEFS2011 Pages: 81-86
  • DOI: 10.1109/gefs.2011.5949490
  • Peer Reviewed
• [Journal Article] Application of fuzzy neural network model to evaluate habitat preference of Japanese medaka (Oryzias latipes) (2011)
  • Author(s): Fukuda, S.
  • Journal Title: Proceedings of the IFSA2011 Volume: (掲載決定)
  • Peer Reviewed
• [Journal Article] HSIモデルを用いたメダカの生息場選好性評価におけるデータ形式およびカテゴリー化手法の影響 (2011)
  • Author(s): 福田信二, 増田慎也, 平松和昭, 原田昌佳
  • Journal Title: 農業農村工学会論文集 Volume: (掲載決定)
  • NAID: 10028207933
  • Peer Reviewed
• [Journal Article] A Discussion on The Accuracy-Complexity Relationship in Modelling Fish Habitat Preference Using A Genetic Takagi-Sugeno Fuzzy System (2011)
  • Author(s): Fukuda, S., De Baets, B., Waegeman, W., Mouton, A.M., Nakajima, J., Mukai, T., Onikura, N.
  • Journal Title: Proceedings of the SSCI GEFS 2011 Volume: (掲載決定)
  • Peer Reviewed
• [Journal Article] The effects of weight decay back propagation on the fuzzy neural network model-based habitat evaluation for Japanese medaka(Oryzias latipes) (2010)
  • Author(s): Fukuda, S.
  • Journal Title: Bulletin of the Institute of Tropical Agriculture, Kyushu University Pages: 83-93
  • NAID: 130004491413
• [Journal Article] The application of entropy for detecting behavioural responses in Japanese medaka(Oryzias latipes) exposed to different toxicants (2010)
  • Author(s): Fukuda, S., Kang, I. J., Moroishi, J., Nakamura, A.
  • Journal Title: Environmental Toxicology Volume: 25 Pages: 446-455
• [Journal Article] The effects of weight decay backpropagation on the fuzzy neural network model-based habitat evaluation for Japanese medaka (Oryzias latipes) (2010)
  • Author(s): Fukuda, S.
  • Journal Title: Bulletin of the Institute of Tropical Agriculture, Kyushu University Volume: 33(印刷中)
  • NAID: 130004491413
  • Peer Reviewed
• [Journal Article] A Genetic Takagi-Sugeno Fuzzy System for Fish Habitat Preference Modelling (2010)
  • Author(s): Fukuda, S., Onikura, N., De Baets, B., Waegeman, W, Mouton, AM., Nakajima, J., Mukai, T.
  • Journal Title: Proceeding of the NaBIC2010 Pages: 281-286
  • Peer Reviewed
• [Journal Article] Effect of Data Quality on Habitat Preference Evaluation for Japanese Medaka (Oryzias Latipes) using A Simple Genetic Fuzzy System (2010)
  • Author(s): Fukuda, S.
  • Journal Title: 2010 IEEE International Conference on Fuzzy Systems Pages: 1231-1237
  • Peer Reviewed
• [Journal Article] The application of entropy for detecting behavioural responses in Japanese medaka (Oryzias latipes) exposed to different toxicants (2010)
  • Author(s): Fukuda, S., Kang, I.J., Moroishi, J., Nakamura, A.
  • Journal Title: Environmental Toxicology Volume: 25 Pages: 446-455
  • Peer Reviewed
• [Journal Article] Effect of Data Quality on Habitat Preference Evaluation for Japanese Medaka (Oryzias Latipes) using A Simple Genetic Fuzzy System (2010)
  • Author(s): Fukuda, S.
  • Journal Title: 2010 IEEE International Conference on Fuzzy Systems (IEEE Xplore) (accepted)(掲載決定)
  • Peer Reviewed
• [Journal Article] The application of entropy for detecting behavioural respomses in Japanese medaka (Oryzias latipes) exposed to different toxicants (2010)
  • Author(s): Fukuda, S., Kang, I.J., Moroishi, J., Nakamura, A.
  • Journal Title: Environmental Toxicology (in press)(印刷中)
  • Peer Reviewed
• [Journal Article] Assessing Transferability of Genetic Algorithm-Optimized Fuzzy Habitat Preference Models For Japanese Medaka (Oryzias Latipes) (2010)
  • Author(s): Fukuda, S.
  • Journal Title: Proceedings of GEFS2010 (IEEE Xplore) (印刷中)
  • Peer Reviewed
• [Journal Article] A Preliminary Analysis for Improving Model Structure of Fuzzy Habitat Preference Model for Japanese Medaka (Oryzias latipes) (2010)
  • Author(s): Fukuda, S.
  • Journal Title: Proceedings : IFSA/EUSFLAT2009 Pages: 1258-1263
  • Peer Reviewed
• [Presentation] Comparing predictive accuracy of a genetic Takagi-Sugeno fuzzy model and random forests for fish habitat modelling (2011)
  • Author(s): Fukuda, S., De Baets, B., Nojima, Y.
  • Organizer: International Workshop on Advanced Computational Intelligence and Intelligent Informatics
  • Place of Presentation: 蘇州大学(中国・蘇州)
  • Year and Date: 2011-11-20
• [Presentation] メダカの選好強度パターンのパラメータ最適化における不確実性の評価 (2011)
  • Author(s): 石橋俊一郎・福田信二・平松和昭・原田昌佳
  • Organizer: 農業農村工学会九州支部第92回講演会
  • Place of Presentation: 別府国際コンベンションセンター(別府市)
  • Year and Date: 2011-10-18
• [Presentation] ファジィニューラルネットワークモデルによるメダカの生息場選好性の評価 (2011)
  • Author(s): 福田信二
  • Organizer: 農業農村工学会九州支部第92回講演会
  • Place of Presentation: 別府国際コンベンションセンター(別府市)
  • Year and Date: 2011-10-18
• [Presentation] Modelling fish habitat preference with a genetic algorithm-optimized Takagi-Sugeno model based on pairwise comparisons (2011)
  • Author(s): Fukuda, S., Waegeman, W., Mouton, A., De Baets B.
  • Organizer: EUROFUSE 2011
  • Place of Presentation: Douro Museum(ポルトガル・ドゥーロ)
  • Year and Date: 2011-09-22
• [Presentation] 九州北部におけるモツゴの生息場選好性モデルの検証と空間汎化能力の評価 (2011)
  • Author(s): 福田信二・鬼倉徳雄・中島淳・向井貴彦
  • Organizer: 応用生態工学会第15回金沢大会
  • Place of Presentation: 金沢学院大学(金沢市)
  • Year and Date: 2011-09-16
• [Presentation] メダカの生息場選好性の日周性に関する基礎的実験 (2011)
  • Author(s): 福田信二・清田真帆・増田慎也・石橋俊一郎・平松和昭・原田昌佳
  • Organizer: 平成23年度農業農村工学会大会講演会
  • Place of Presentation: 九州大学(福岡市)
  • Year and Date: 2011-09-07
• [Presentation] HSIモデルを用いたメダカの生息場選好性評価における多変量モデルおよび単変量モデルの比較 (2011)
  • Author(s): 増田慎也・福田信二・平松和昭・原田昌佳
  • Organizer: 平成23年度農業農村工学会大会講演会
  • Place of Presentation: 九州大学(福岡市)
  • Year and Date: 2011-09-07
• [Presentation] Assessing the effects of zero abundance data on habitat preference modelling using a genetic Takagi-Sugeno fuzzy model (2011)
  • Author(s): Fukuda, S.
  • Organizer: 2011 IEEE International Conference on Fuzzy Systems
  • Place of Presentation: Grand Hyatt Taipei(台湾・台北市)
  • Year and Date: 2011-06-28
• [Presentation] Application of a fuzzy neural network model to evaluate habitat preference of Japanese medaka (Oryzias latipes) (2011)
  • Author(s): Fukuda, S.
  • Organizer: 2011 IFSA World Congress and the 2011 AFSS
  • Place of Presentation: Electronic Engineering Polytechnic Institute of Surabaya(インドネシア・スラバヤ)
  • Year and Date: 2011-06-21
• [Presentation] Modelling spawning habitat for European grayling (Thymallus thymallus L.) using a support vector machine and a genetic Takagi-Sugeno fuzzy model (2011)
  • Author(s): Fukuda, S., Waegeman, W., Mouton, A.M., De Baets, B.
  • Organizer: 7th European Conference on Ecological Modelling (ECEM2011)
  • Place of Presentation: Congress Center, Rivadel Garda(イタリア・リヴァデルガルダ)
  • Year and Date: 2011-05-31
• [Presentation] A Discussion on the accuracy-complexity relationship in modelling fish habitat preference using a genetic Takagi-Sugeno fuzzy system (2011)
  • Author(s): Fukuda, S., De Baets, B., Waegeman, W., Mouton, A.M., Nakajima, J., Mukai, T., Onikura, N.
  • Organizer: IEEE SSCI 2011 GEFS
  • Place of Presentation: Halle aux Farines(フランス・パリ)
  • Year and Date: 2011-04-15
• [Presentation] Comparing predictive accuracy of a genetic Takagi-Sugeno fuzzy model and random forests for fish habitat modelling (2011)
  • Author(s): Fukuda, S., De Baets, B., No j ima, Y.
  • Organizer: International Workshop on Advanced Computational Intelligence and Intelligent Informatics
  • Place of Presentation: 蘇州,中国
• [Presentation] メダカの選好強度パターンのパラメータ最適化における不確実性の評価 (2011)
  • Author(s): 石橋俊一郎・福田信二・平松和昭・原田昌佳
  • Organizer: 農業農村工学会九州支部第92回講演会
  • Place of Presentation: 別府市
• [Presentation] ファジィニューラルネットワークモデルによるメダカの生息場選好性の評価 (2011)
  • Author(s): 福田信二
  • Organizer: 農業農村工学会九州支部第92回講演会
  • Place of Presentation: 別府市
• [Presentation] メダカの生息場選好性の日周性に関する基礎的実験 (2011)
  • Author(s): 福田信二・清田真帆・増田慎也・石橋俊一郎・平松和昭・原田昌佳
  • Organizer: 平成23年度農業農村工学会大会講演会
  • Place of Presentation: 福岡市
• [Presentation] HSIモデルを用いたメダカの生息場選好性評価における多変量モデルおよび単変量モデルの比較 (2011)
  • Author(s): 増田慎也・福田信二・平松和昭・原田昌佳
  • Organizer: 平成23年度農業農村工学会大会講演会
  • Place of Presentation: 福岡市
• [Presentation] 九州北部におけるモツゴの生息場選好性モデルの検証と空間汎化能力の評価 (2011)
  • Author(s): 福田信二・鬼倉徳雄・中島淳・向井貴彦
  • Organizer: 応用生態工学会第15回金沢大会
  • Place of Presentation: 金沢市
• [Presentation] Application of a fuzzy neural network model to evaluate habitat preference of Japanese medaka(Oryzias Iatipes). (2011)
  • Author(s): Fukuda, S.
  • Organizer: 2011 IFSA World Congress and the 2011 AFSS
  • Place of Presentation: スラバヤ,インドネシア
• [Presentation] Assessing the effects of zero abundance data on habitat preference modelling using a genetic Takagi-Sugeno fuzzy model. (2011)
  • Author(s): Fukuda, S.
  • Organizer: 2011 IEEE International Conference on Fuzzy Systems
  • Place of Presentation: 台北,台湾
• [Presentation] A Discussion on the accuracy-Complexity relationship in modelling fish habitat preference using a genetic Takagi-Sugeno fuzzy system. (2011)
  • Author(s): Fukuda, S., De Baets, B., Waegeman, W., Mouton, A. M., Naka j ima, J., Mukai, T., Onikura, N.
  • Organizer: IEEE SSCI 2011 GEFS
  • Place of Presentation: パリ,フランス
• [Presentation] ファジィ生息場選好性モデルを用いた九州北西部におけるモツゴの生息環境評価 (2011)
  • Author(s): 福田信二・BernardDeBaets・鬼倉徳雄・中島淳・向井貴彦
  • Organizer: 応用生態工学会第14回札幌大会
  • Place of Presentation: 札幌市
• [Presentation] 生息環境評価におけるモデルの複雑性と再現性に関する一考察-ファジィ生息場選好性モデルを例にして- (2010)
  • Author(s): 福田信二, Bernard De Baets, 鬼倉徳雄, 中島淳, 向井貴彦
  • Organizer: 応用生態工学会福岡2010
  • Place of Presentation: 福岡県福岡市
  • Year and Date: 2010-12-08
• [Presentation] 遺伝的ファジイシステムを援用したモツゴの生息環境情報の抽出 (2010)
  • Author(s): 福田信二, Bernard De Baets, 鬼倉徳雄, 中島淳, 向井貴彦
  • Organizer: 農業農村工学会九州支部第91回講演会
  • Place of Presentation: 熊本県熊本市
  • Year and Date: 2010-10-19
• [Presentation] メダカ(Oryzias latipes)の生息場予測におけるHSIモデルのtransferabilityの評価 (2010)
  • Author(s): 増田慎也, 福田信二, 平松和昭, 原田昌佳
  • Organizer: 農業農村工学会九州支部第91回講演会
  • Place of Presentation: 熊本県熊本市
  • Year and Date: 2010-10-19
• [Presentation] ファジィ生息場選好性モデルを用いた九州北西部におけるモツゴの生息環境評価 (2010)
  • Author(s): 福田信二, Bernard De Baets, 鬼倉徳雄, 中島淳, 向井貴彦
  • Organizer: 応用生態工学会 第14回札幌大会
  • Place of Presentation: 北海道札幌市
  • Year and Date: 2010-09-23
• [Presentation] Comparing Prediction Ability and Model Characteristics of Fuzzy Habitat Preference Models for Japanese Medaka (Oryzias latipes) Developed by Using Density-Based and Presence-Absence Data (2010)
  • Author(s): Fukuda, S.
  • Organizer: 8th International Symposium on Ecohydraulics 2010
  • Place of Presentation: 大韓民国ソウル市
  • Year and Date: 2010-09-14
• [Presentation] Habitat suitability analysis for Japanese medaka (Oryzias latipes) using presence-absence data with four different categorization approaches (2010)
  • Author(s): Masuda, S., Fukuda, S., Hiramatsu, K., Harada, M.
  • Organizer: 8th International Symposium on Ecohydraulics 2010
  • Place of Presentation: 大韓民国ソウル市
  • Year and Date: 2010-09-14
• [Presentation] メダカの生息場選好性モデルの転用可能性に関する一考察 (2010)
  • Author(s): 福田信二
  • Organizer: 平成22年度 農業農村工学会大会講演会
  • Place of Presentation: 兵庫県神戸市
  • Year and Date: 2010-09-01
• [Presentation] Effect of Data Quality on Habitat Preference Evaluation for Japanese Medaka (Oryzias Latipes) using A Simple Genetic Fuzzy System (2010)
  • Author(s): Fukuda, S.
  • Organizer: IEEE World Congress on Computational Intelligence 2010
  • Place of Presentation: スペイン国バルセロナ市
  • Year and Date: 2010-07-19
• [Presentation] 生息環境評価におけるモデルの複雑性と再現性に関する一考察一ファジィ生息場選好性モデルを例にして一 (2010)
  • Author(s): 福田信二・Bernard De Baets・鬼倉徳雄・中島淳・向井貴彦
  • Organizer: 応用生態工学会福岡2010
  • Place of Presentation: 福岡市
• [Presentation] メダカ(Oryzias, latipes)の生息場予測におけるHSIモデルのtransferabilityの評価 (2010)
  • Author(s): 増田慎也・福田信二・平松和昭・原田昌佳
  • Organizer: 平成22年度農業農村工学会九州支部講演会
  • Place of Presentation: 鹿児島市
• [Presentation] 遺伝的ファジィシステムを援用したモツゴの生息環境情報の抽出 (2010)
  • Author(s): 福田信二・BernardDeBaets・鬼倉徳雄・中島淳・向井貴彦
  • Organizer: 農業農村工学会九州支部第91回講演会
  • Place of Presentation: 鹿児島市
• [Presentation] Habitat suitability analysis for Japanese medaka(Oryzias latipes) using presence-absence data with four different categorization approaches (2010)
  • Author(s): Masuda, S., Fukuda, S., Hiramatsu, K. and Harada, M.
  • Organizer: The 8th International Symposium on Ecohydraulics 2010
  • Place of Presentation: ソウル,韓国
• [Presentation] Comparing prediction ability and model characteristics of fuzzy habitat preference models for Japanese medaka(Oryzias latlpes) developed by using density-based and presence-absence data (2010)
  • Author(s): Fukuda, S.
  • Organizer: 8th International Symposium on Ecohydraulics 2010
  • Place of Presentation: ソウ,韓国
• [Presentation] メダカの生息場選好性モデルの転用可能性に関する一考察 (2010)
  • Author(s): 福田信二
  • Organizer: 平成22年度農業農村工学会大会講演会
  • Place of Presentation: 神戸市
• [Presentation] Effect of data quality on habitat preference evaluation for Japanese medaka(Oryzias latipes) using a simple genetic fuzzy system (2010)
  • Author(s): Fukuda, S.
  • Organizer: 2010 IEEE World Congress on Computational Intelligence
  • Place of Presentation: バルセロナ,スペイン
• [Presentation] Assessing Transferability of Genetic Algorithm-Optimized Fuzzy Habitat Preference Models for Japanese Medaka (Oryzias Latipes) (2010)
  • Author(s): Fukuda, S.
  • Organizer: Fourth International Workshop on Genetic and Evolutionary Fuzzy Systems (GEFS 2010)
  • Place of Presentation: スペイン国ミエレス市
• [Presentation] A preliminary Analysis for Improving Model Structure of Fuzzy Habitat Preference Model for Japanese Medaka (Oryzias latipes) (2009)
  • Author(s): Fukuda, S.
  • Organizer: 2009 IFSA World Congress and 2009 EUSFLAT Conference
  • Place of Presentation: ポルトガル国リスボン
• [Presentation] メダカの生息場選好性モデルへのあいまいさの導入の有効性に関する比較研究 (2009)
  • Author(s): 福田信二
  • Organizer: 平成21年農業農村工学会大会講演会
  • Place of Presentation: つくば市
• [Presentation] メダカのファジィ生息場選好性モデルの構造と予測精度に関する予備的検討 (2009)
  • Author(s): 福田信二
  • Organizer: 農業農村工学会九州支部会第90回講演会・シンポジウム
  • Place of Presentation: 鹿児島市
• [Presentation] Entropy-based analysis for detecting behavioral response of Japanese medaka (Oryzias latipes) to different toxicants (2009)
  • Author(s): Fukuda, S., Kang, IJ., Moroishi, J., Nakamura, A.
  • Organizer: 14th International Symposium on Toxicity Assessment
  • Place of Presentation: ラフンス国メッツ市
• [Presentation] Modelling fish habitat preference with a genetic algorithm-optimized Takagi-Sugeno model based on pairwise comparisons.
  • Author(s): Fukuda, S., Waegeman, W., Mouton, A., De Baets B.
  • Organizer: EUROFUSE 2011
  • Place of Presentation: ドゥーポルトガル
• [Presentation] Modelling spawning habitat for European grayling(Thymallus thymallus L.) using a support vector machine and a genetic Takagi-Sugeno fuzzy model.
  • Author(s): Fukuda, S., Waegeman, W., Mouton, A. M. De Baets, B.
  • Organizer: 7th European Conference on Ecological Modelling(ECEM2oll)
  • Place of Presentation: ヴァ・デル・ガルダ,イタリア
• [Remarks] ホームページ:
  • URL: http://hyoka.ofc.kyushu-u.ac.jp/search/details/K002980/index.html
• [Remarks] 九州大学研究者情報
  • URL: http://hyoka.ofc.kyushu-u.ac.jp/search/details/K002980/index.html
• [Remarks] 九州大学研究者情報
  • URL: http://hyoka.ofc.kyushu-u.ac.jp/search/details/K002980/index.html
• [Remarks] 九州大学研究者情報
  • URL: http://hyoka.ofc.kyushu-u.ac.jp/search/details/K002980/index.html