Skip to main content

2015 | OriginalPaper | Buchkapitel

Activity Recognition for Dogs Based on Time-series Data Analysis

verfasst von : Tatsuya Kiyohara, Ryohei Orihara, Yuichi Sei, Yasuyuki Tahara, Akihiko Ohsuga

Erschienen in: Agents and Artificial Intelligence

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Dogs are one of the most popular pets in the world, and more than 10 million dogs are bred annually in Japan now [4]. Recently, primitive commercial services have been started that record dogs’ activities and report them to their owners. Although it is expected that an owner would like to know the dog’s activity in greater detail, a method proposed in a previous study has failed to recognize some of the key actions. The demand for their identification is highlighted in responses to our questionnaire. In this paper, we show a method to recognize the actions of the dog by attaching only one off-the-shelf acceleration sensor to the neck of the dog. We apply DTW-D which is the state-of-the-art time series data search technique for activity recognition. Application of DTW-D to activity recognition of an animal is unprecedented according to our knowledge, and thus is the main contribution of this study. As a result, we were able to recognize eleven different activities with 75.1 % classification F-measure. We also evaluate the method taking account of real-world use cases.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
2.
Zurück zum Zitat Chen, Y., Hu, B., Keogh, E., Batista, G.E.A.P.A.: DTW-D: time series semi-supervised learning from a single example. In: Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Chicago, IL, USA, pp. 383–391 (2013) Chen, Y., Hu, B., Keogh, E., Batista, G.E.A.P.A.: DTW-D: time series semi-supervised learning from a single example. In: Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Chicago, IL, USA, pp. 383–391 (2013)
3.
Zurück zum Zitat Hammerla, N.Y., Kirkham, R., Andras, P., Ploötz, T.: On preserving statistical characteristics of accelerometry data using their empirical cumulative distribution. In: Proceedings of the 2013 International Symposium on Wearable Computers, Zurich, Switzerland, pp. 65–68 (2013) Hammerla, N.Y., Kirkham, R., Andras, P., Ploötz, T.: On preserving statistical characteristics of accelerometry data using their empirical cumulative distribution. In: Proceedings of the 2013 International Symposium on Wearable Computers, Zurich, Switzerland, pp. 65–68 (2013)
5.
Zurück zum Zitat Ladha, C., Hammerla, N., Hughs, E., Olivier, P., Plötz, T.: Dog’s Life: wearable activity recognition for dogs. In: Proceedings of the 2013 ACM International Joint Conference on Pervasive and Ubiquitous Computing, Zurich, Switzerland, pp. 415–418 (2013) Ladha, C., Hammerla, N., Hughs, E., Olivier, P., Plötz, T.: Dog’s Life: wearable activity recognition for dogs. In: Proceedings of the 2013 ACM International Joint Conference on Pervasive and Ubiquitous Computing, Zurich, Switzerland, pp. 415–418 (2013)
6.
Zurück zum Zitat MPI for Psycholinguistics: ELAN, ver. 4.6.2, Max Planck Institute for Psycholinguistics, Wundtlaan, Nijmegen, Nederland (2013) MPI for Psycholinguistics: ELAN, ver. 4.6.2, Max Planck Institute for Psycholinguistics, Wundtlaan, Nijmegen, Nederland (2013)
8.
Zurück zum Zitat Paasovaara, S., Paldanius, M., Saarinen, P., Hakkila, J., Vaananen-Vainio-Mattila, K.: The Secret life of my dog design and evaluation of paw tracker concept. In: Proceedings of the 11th International Conference on Human-Computer Interaction with Mobile Devices and Services, Bonn, Germany, pp. 231–240 (2011) Paasovaara, S., Paldanius, M., Saarinen, P., Hakkila, J., Vaananen-Vainio-Mattila, K.: The Secret life of my dog design and evaluation of paw tracker concept. In: Proceedings of the 11th International Conference on Human-Computer Interaction with Mobile Devices and Services, Bonn, Germany, pp. 231–240 (2011)
9.
Zurück zum Zitat Plötz, T., Moynihan, P., Pham, C., Olivier, P.: Activity recognition and healthier food preparation. In: Chen, L., Nugent, C.D., Biswas, J., Hoey, J. (eds.) Activity Recognition in Pervasive Intelligent Environments, pp. 313–327. Atlantis Press, Paris (2010) Plötz, T., Moynihan, P., Pham, C., Olivier, P.: Activity recognition and healthier food preparation. In: Chen, L., Nugent, C.D., Biswas, J., Hoey, J. (eds.) Activity Recognition in Pervasive Intelligent Environments, pp. 313–327. Atlantis Press, Paris (2010)
10.
Zurück zum Zitat Poh, M.Z., McDuff, D., Picard, R.: A medical for non-contact health monitoring. In: Special Interest Group on Computer Graphics and Interactive Techniques Conference, Vancouver, BC, Canada (2011). Article No. 2 Poh, M.Z., McDuff, D., Picard, R.: A medical for non-contact health monitoring. In: Special Interest Group on Computer Graphics and Interactive Techniques Conference, Vancouver, BC, Canada (2011). Article No. 2
11.
Zurück zum Zitat Rakthanmanon, T., Campana, B., Mueen, A., Batista, G., Westover, B., Zhu, Q., Zakaria, J., Keogh, E.: Searching and mining trillions of time series subsequences under dynamic time warping. In: Proceedings of the 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Beijing, China, pp. 262–270 (2012) Rakthanmanon, T., Campana, B., Mueen, A., Batista, G., Westover, B., Zhu, Q., Zakaria, J., Keogh, E.: Searching and mining trillions of time series subsequences under dynamic time warping. In: Proceedings of the 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Beijing, China, pp. 262–270 (2012)
Metadaten
Titel
Activity Recognition for Dogs Based on Time-series Data Analysis
verfasst von
Tatsuya Kiyohara
Ryohei Orihara
Yuichi Sei
Yasuyuki Tahara
Akihiko Ohsuga
Copyright-Jahr
2015
DOI
https://doi.org/10.1007/978-3-319-27947-3_9