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Volumn 15, Issue 11, 2015, Pages 28456-28471

In vivo pattern classification of ingestive behavior in ruminants using FBG sensors and machine learning

Author keywords

Biomechanical forces; Fiber Bragg grating sensor (FBG); Ingestive behavior; Machine learning; Pattern classification

Indexed keywords

ANIMALS; ARTIFICIAL INTELLIGENCE; BIOMECHANICS; BRAGG GRATINGS; DECISION TREES; DIETARY SUPPLEMENTS; ELECTRIC SENSING DEVICES; FIBER OPTIC SENSORS; LEARNING SYSTEMS; MAMMALS; NUTRITION; OPTICAL FIBERS; PATTERN RECOGNITION;

EID: 84946949558     PISSN: 14248220     EISSN: None     Source Type: Journal    
DOI: 10.3390/s151128456     Document Type: Article
Times cited : (39)

References (36)
  • 1
    • 0002052433 scopus 로고    scopus 로고
    • Ingestive Behavior
    • 1st ed.; Hodgson, J., Illius, A.W., Eds.; CAB International: Wallingford, UK
    • Ungar, E.D. Ingestive Behavior. In The Ecology of Management of Grazing Systems, 1st ed.; Hodgson, J., Illius, A.W., Eds.; CAB International: Wallingford, UK, 1996; pp. 185-218.
    • (1996) The Ecology of Management of Grazing Systems , pp. 185-218
    • Ungar, E.D.1
  • 2
    • 79955111189 scopus 로고    scopus 로고
    • Acoustic monitoring system to quantify ingestive behavior of free-grazing cattle
    • Clapham, W.M.; Fedders, J.M.; Beeman, K.; Neel, J.P.S. Acoustic monitoring system to quantify ingestive behavior of free-grazing cattle. Comput. Electron. Agric. 2011, 76, 96-104.
    • (2011) Comput. Electron. Agric. , vol.76 , pp. 96-104
    • Clapham, W.M.1    Fedders, J.M.2    Beeman, K.3    Neel, J.P.S.4
  • 3
    • 77957243464 scopus 로고    scopus 로고
    • Precision livestock production: Tools and concepts
    • Laca, E.A. Precision livestock production: Tools and concepts. Rev. Bras. Zootec. 2009, 38, 123-132.
    • (2009) Rev. Bras. Zootec. , vol.38 , pp. 123-132
    • Laca, E.A.1
  • 5
    • 84971092359 scopus 로고
    • The determinants of herbage intake by grazing sheep: The interrelationship of factors influencing herbage intake and availability
    • Allden, W.; McDwhittaker, I. The determinants of herbage intake by grazing sheep: The interrelationship of factors influencing herbage intake and availability. Aust. J. Agric. Res. 1970, 21, 755-766.
    • (1970) Aust. J. Agric. Res. , vol.21 , pp. 755-766
    • Allden, W.1    McDwhittaker, I.2
  • 7
    • 84990794585 scopus 로고
    • The development and use of equipment for the automatic recording of ingestive behaviour in sheep and cattle
    • Chambers, A.R.M.; Hodgson, J.; Milne, J.A. The development and use of equipment for the automatic recording of ingestive behaviour in sheep and cattle. Grass Forage Sci. 1981, 36, 97-105.
    • (1981) Grass Forage Sci. , vol.36 , pp. 97-105
    • Chambers, A.R.M.1    Hodgson, J.2    Milne, J.A.3
  • 10
    • 38149144191 scopus 로고
    • Mechanisms of handling time and intake rate of a large mammalian grazer
    • Laca, E.A.; Ungar, E.D.; Demment, M.W. Mechanisms of handling time and intake rate of a large mammalian grazer. Appl. Anim. Behav. Sci. 1994, 39, 3-19.
    • (1994) Appl. Anim. Behav. Sci. , vol.39 , pp. 3-19
    • Laca, E.A.1    Ungar, E.D.2    Demment, M.W.3
  • 15
    • 84946954204 scopus 로고    scopus 로고
    • Determination of chewing patterns in goats using fiber Bragg gratings
    • Beijing, China, 15-19 October 2012; Liao, Y., Jin, W., Sampson, D.D., Yamauchi, R., Chung, Y., Nakamura, K., Rao, Y., Eds.; Society of Photo-Optical Instrumentation Engineers (SPIE): Beijing, China
    • Wosniak, C.; Silva, W.J.; Cardoso, R.; Assmann, T.S.; Hill, J.A.G.; Silveira, A.L.F.; Sousa, K.M.; Kalinowski, H.J.; Silva, J.C.C. Determination of chewing patterns in goats using fiber Bragg gratings. In Proceedings of the OFS 2012 22nd International Conference on Optical Fiber Sensors, Beijing, China, 15-19 October 2012; Liao, Y., Jin, W., Sampson, D.D., Yamauchi, R., Chung, Y., Nakamura, K., Rao, Y., Eds.; Society of Photo-Optical Instrumentation Engineers (SPIE): Beijing, China, 2012.
    • (2012) Proceedings of the OFS 2012 22nd International Conference on Optical Fiber Sensors
    • Wosniak, C.1    Silva, W.J.2    Cardoso, R.3    Assmann, T.S.4    Hill, J.A.G.5    Silveira, A.L.F.6    Sousa, K.M.7    Kalinowski, H.J.8    Silva, J.C.C.9
  • 16
    • 84903218864 scopus 로고    scopus 로고
    • Ex vivo. Determination of chewing patterns using FBG and artificial neural networks
    • Santander, Spain, 2-6 June 2014; López-Higuera, J.M., Jones, J.D.C., López-Amo, M., Santos, J.L., Eds.; Society of Photo-Optical Instrumentation Engineers (SPIE): Santander, Spain
    • Karam, L.Z.; Pegorini, V.; Pitta, C.S.R.; Assmann, T.S.; Cardoso, R.; Kalinowski, H.J.; Silva, J.C.C. Ex vivo determination of chewing patterns using FBG and artificial neural networks. In Proceedings of the 23rd International Conference on Optical Fibre Sensors, Santander, Spain, 2-6 June 2014; López-Higuera, J.M., Jones, J.D.C., López-Amo, M., Santos, J.L., Eds.; Society of Photo-Optical Instrumentation Engineers (SPIE): Santander, Spain, 2014.
    • (2014) Proceedings of the 23rd International Conference on Optical Fibre Sensors
    • Karam, L.Z.1    Pegorini, V.2    Pitta, C.S.R.3    Assmann, T.S.4    Cardoso, R.5    Kalinowski, H.J.6    Silva, J.C.C.7
  • 18
    • 84868260182 scopus 로고    scopus 로고
    • The Use of Fiber Bragg Grating Sensors in Biomechanics and Rehabilitation Applications: The State-of-the-Art and Ongoing Research Topics
    • Al-Fakih, E.; Abu Osman, N.A.; Mahamd Adikan, F.R. The Use of Fiber Bragg Grating Sensors in Biomechanics and Rehabilitation Applications: The State-of-the-Art and Ongoing Research Topics. Sensors 2012, 12, 12890-12926.
    • (2012) Sensors , vol.12 , pp. 12890-12926
    • Al-Fakih, E.1    Abu Osman, N.A.2    Mahamd Adikan, F.R.3
  • 19
    • 84898652894 scopus 로고    scopus 로고
    • Advances in Bio-Tactile Sensors for Minimally Invasive Surgery Using the Fibre Bragg Grating Force Sensor Technique: A Survey
    • Abushagur, A.; Arsad, N.; Reaz, M.; Bakar, A. Advances in Bio-Tactile Sensors for Minimally Invasive Surgery Using the Fibre Bragg Grating Force Sensor Technique: A Survey. Sensors 2014, 14, 6633-6665.
    • (2014) Sensors , vol.14 , pp. 6633-6665
    • Abushagur, A.1    Arsad, N.2    Reaz, M.3    Bakar, A.4
  • 20
    • 0004255908 scopus 로고    scopus 로고
    • 1st ed.; McGraw-Hill, Inc.: New York, NY, USA
    • Mitchell, T.M. Machine Learning, 1st ed.; McGraw-Hill, Inc.: New York, NY, USA, 1997.
    • (1997) Machine Learning
    • Mitchell, T.M.1
  • 21
    • 0034274591 scopus 로고    scopus 로고
    • A Comparison of Prediction Accuracy, Complexity, and Training Time of Thirty-Three Old and New Classification Algorithms
    • Lim, T.S.; Loh, W.Y.; Shih, Y.S. A Comparison of Prediction Accuracy, Complexity, and Training Time of Thirty-Three Old and New Classification Algorithms. Mach. Learn. 2000, 40, 203-228.
    • (2000) Mach. Learn. , vol.40 , pp. 203-228
    • Lim, T.S.1    Loh, W.Y.2    Shih, Y.S.3
  • 22
    • 84884574830 scopus 로고    scopus 로고
    • Texture-based features for classification of mammograms using decision tree
    • Mohanty, A.K.; Senapati, M.R.; Beberta, S.; Lenka, S.K. Texture-based features for classification of mammograms using decision tree. Neural Comput. Appl. 2013, 23, 1011-1017.
    • (2013) Neural Comput. Appl. , vol.23 , pp. 1011-1017
    • Mohanty, A.K.1    Senapati, M.R.2    Beberta, S.3    Lenka, S.K.4
  • 23
    • 84887478929 scopus 로고    scopus 로고
    • Decision tree classifiers for automated medical diagnosis
    • Azar, A.T.; El-Metwally, S.M. Decision tree classifiers for automated medical diagnosis. Neural Comput. Appl. 2013, 23, 2387-2403.
    • (2013) Neural Comput. Appl. , vol.23 , pp. 2387-2403
    • Azar, A.T.1    El-Metwally, S.M.2
  • 24
    • 81855221688 scopus 로고    scopus 로고
    • Decision tree based light weight intrusion detection using a wrapper approach
    • Sindhu, S.S.S.; Geetha, S.; Kannan, A. Decision tree based light weight intrusion detection using a wrapper approach. Expert Syst. Appl. 2012, 39, 129-141.
    • (2012) Expert Syst. Appl. , vol.39 , pp. 129-141
    • Sindhu, S.S.S.1    Geetha, S.2    Kannan, A.3
  • 25
    • 81155152273 scopus 로고    scopus 로고
    • Decision tree approach for classification and dimensionality reduction of electronic nose data
    • Cho, J.H.; Kurup, P.U. Decision tree approach for classification and dimensionality reduction of electronic nose data. Sens. Actuators B Chem. 2011, 160, 542-548.
    • (2011) Sens. Actuators B Chem. , vol.160 , pp. 542-548
    • Cho, J.H.1    Kurup, P.U.2
  • 26
    • 63849111785 scopus 로고    scopus 로고
    • Spatial Forecast of Landslides in Three Gorges Based on Spatial Data Mining
    • Wang, X.; Niu, R. Spatial Forecast of Landslides in Three Gorges Based on Spatial Data Mining. Sensors 2009, 9, 2035-2061.
    • (2009) Sensors , vol.9 , pp. 2035-2061
    • Wang, X.1    Niu, R.2
  • 27
    • 0002442571 scopus 로고
    • Discovering Rules by Induction from Large Collections of Examples
    • Michie, D., Ed.; Edinburgh University Press: Edinburgh, UK
    • Quinlan, J.R. Discovering Rules by Induction from Large Collections of Examples. In Expert Systems in the Micro-Electronic Age; Michie, D., Ed.; Edinburgh University Press: Edinburgh, UK, 1979; pp. 168-201.
    • (1979) Expert Systems in the Micro-Electronic Age , pp. 168-201
    • Quinlan, J.R.1
  • 28
    • 84892332317 scopus 로고
    • Springer-Verlag New York, Inc.: New York, NY, USA
    • Gray, R.M. Entropy and Information Theory; Springer-Verlag New York, Inc.: New York, NY, USA, 1990.
    • (1990) Entropy and Information Theory
    • Gray, R.M.1
  • 29
    • 84968470212 scopus 로고
    • An Algorithm for the Machine Calculation of Complex Fourier Series
    • Cooley, J.W.; Tukey, J.W. An Algorithm for the Machine Calculation of Complex Fourier Series. Math. Comput. 1965, 19, 297-301.
    • (1965) Math. Comput. , vol.19 , pp. 297-301
    • Cooley, J.W.1    Tukey, J.W.2
  • 31
    • 85164392958 scopus 로고
    • A Study of Cross-validation and Bootstrap for Accuracy Estimation and Model Selection
    • IJCAI'95, Montreal, QC, Canada, 20-25 August 1995; Morgan Kaufmann Publishers Inc.: San Francisco, CA, USA
    • Kohavi, R. A Study of Cross-validation and Bootstrap for Accuracy Estimation and Model Selection. In Proceedings of the 14th International Joint Conference on Artificial Intelligence, IJCAI'95, Montreal, QC, Canada, 20-25 August 1995; Morgan Kaufmann Publishers Inc.: San Francisco, CA, USA, 1995; Volume 2, pp. 1137-1143.
    • (1995) Proceedings of the 14th International Joint Conference on Artificial Intelligence , vol.2 , pp. 1137-1143
    • Kohavi, R.1
  • 33
    • 0023417432 scopus 로고
    • Simplifying Decision Trees
    • Quinlan, J.R. Simplifying Decision Trees. Int. J. Man-Mach. Stud. 1987, 27, 221-234.
    • (1987) Int. J. Man-Mach. Stud. , vol.27 , pp. 221-234
    • Quinlan, J.R.1
  • 34
    • 0003945788 scopus 로고
    • Theory and practice of decision tree induction
    • Kim, H. Theory and practice of decision tree induction. Omega 1995, 23, 637-652.
    • (1995) Omega , vol.23 , pp. 637-652
    • Kim, H.1
  • 35
    • 80053571954 scopus 로고    scopus 로고
    • Ex Vivo Intervertebral Disc Bulging Measurement Using a Fibre Bragg Grating Sensor
    • Roriz, P.; Abe, I.; Schiller, M.; Gabriel, J.; Simões, J. Ex Vivo Intervertebral Disc Bulging Measurement Using a Fibre Bragg Grating Sensor. Exp. Mech. 2011, 51, 1573-1577.
    • (2011) Exp. Mech. , vol.51 , pp. 1573-1577
    • Roriz, P.1    Abe, I.2    Schiller, M.3    Gabriel, J.4    Simões, J.5
  • 36
    • 84946913990 scopus 로고    scopus 로고
    • Strain monitoring of the periodontal ligament in pig's mandibles
    • Beijing, China, 15-19 October 2012; Liao, Y., Jin, W., Sampson, D.D., Yamauchi, R., Chung, Y., Nakamura, K., Rao, Y., Eds.; Society of Photo-Optical Instrumentation Engineers (SPIE): Beijing, China
    • Karam, L.Z.; Milczewski, M.S.; Kalinowski, H.J. Strain monitoring of the periodontal ligament in pig's mandibles. In Proceedings of the OFS 2012 22nd International Conference on Optical Fiber Sensors, Beijing, China, 15-19 October 2012; Liao, Y., Jin, W., Sampson, D.D., Yamauchi, R., Chung, Y., Nakamura, K., Rao, Y., Eds.; Society of Photo-Optical Instrumentation Engineers (SPIE): Beijing, China, 2012; pp.1-4.
    • (2012) Proceedings of the OFS 2012 22nd International Conference on Optical Fiber Sensors , pp. 1-4
    • Karam, L.Z.1    Milczewski, M.S.2    Kalinowski, H.J.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.