Fish habitat evaluation systems considering spatiotemporal dynamics

2011 Fiscal Year Final Research Report

• 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
• 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

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
• [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
• [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] 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
• [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
• [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
  • Year and Date: 20111100
• [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
  • Year and Date: 20111000
• [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
  • Year and Date: 20111000
• [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
  • Year and Date: 20110900
• [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
  • Year and Date: 20110900
• [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
  • Year and Date: 20110900
• [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
  • Year and Date: 20110900
• [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
  • Year and Date: 20110600
• [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
  • Year and Date: 20110400
• [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
  • Year and Date: 20110000
• [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
  • Year and Date: 20101200
• [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
  • Year and Date: 20101000
• [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
  • Year and Date: 20101000
• [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
  • Year and Date: 20100900
• [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
  • Year and Date: 20100900
• [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
  • Year and Date: 20100900
• [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
  • Year and Date: 20100700
• [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