Abstract
Generally, there is a tradeoff between quality and computational workload required to obtain that quality. In this paper, we focus on practical issues in implementing a pig activity monitoring system. We first propose a method for evaluating the quality-workload tradeoff in the activity monitoring application. Then, we derive the cost-effective solution within the acceptable range of quality for the activity monitoring application. Based on the experiments with the video monitoring data obtained from a pig farm, our method can derive the cost-effective resolution size and frame rate without degrading the accuracy significantly.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Hwang, J., Yoe, H.: Study of the Ubiquitous Hog Farm System using Wireless Sensor Networks for Environmental Monitoring and Facilities Control. Sensors 10, 10752–10777 (2010)
Hwang, J., Shin, C., Yoe, H.: Study on an Agricultural Environment Monitoring Server System using Wireless Sensor Networks. Sensors 10, 11189–11211 (2010)
Berckmans, D.: Automatic On-line Monitoring of Animals by Precision Livestock Farming. In: Keynote in the ISAH Conference “Animal Production in Europe: The Way forward in a Changing World”, vol. 1, pp. 27–30 (2004)
Cox, S. (ed.): Precision Livestock Farming. Academic Pub. (2003)
Davies, E.: The Application of Machine Vision to Food and Agriculture: a Review. The Imaging Science J. 57, 197–217 (2009)
Frost, A., Schofield, C., Beaulah, S., Mottram, T., Lines, J., Wathes, C.: A Review of Livestock Monitoring and the Need for Integrated Systems. Comput. Electron. Agric. 17, 139–159 (1997)
Ruiz-Garcia, L., Lunadei, L., Barreiro, P., Robla, J.: A Review of Wireless Sensor Technologies and Applications in Agriculture and Food Industry: State-of-the-art and Current Trends. Sensors 9, 4728–4750 (2009)
Wathes, C., Kristensen, H., Aerts, J., Berckmans, D.: Is Precision Livestock Farming an Engineer’s Daydream or Nightmare, an Animal’s Friend or Foe, and a Farmer’s Panacea or Pitfall? Comput. Electron. Agric. 64, 2–10 (2008)
Ekesbo, I.: Farm Animal Behavior: Characteristics for Assessment of Health and Welfare. CAB International (2011)
Brehme, U., Stollberg, U., Holz, R., Schleusener, T.: ALT Pedometer — New Sensor-Aided Measurement System for Improvement in Oestrus Detection. Comput. Electron. Agric. 62, 73–80 (2008)
Hu, W., Tan, T., Wang, L., Maybank, S.: A Survey on Visual Surveillance of Object Motion and Behaviors. IEEE Tr. Systems, Man, and Cybernetics – Part C34, 334–352 (2004)
Lian, C., Chien, S., Lin, C., Tseng, P., Chen, L.: Power-Aware Multimedia: Concepts and Design Perspectives. IEEE Circuits and Systems Magazine, 26–34 (2007)
He, Z., Cheng, W., Chen, X.: Energy Minimization of Portable Video Communication Devices based on Power-Rate-Distortion Optimization. IEEE Tr. Circuits and Systems for Video Technology 18(5), 596–608 (2008)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2014 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Kim, H., Chung, Y., Lee, S., Chung, Y., Park, D. (2014). Quality-Workload Tradeoff in Pig Activity Monitoring Application. In: Park, J., Adeli, H., Park, N., Woungang, I. (eds) Mobile, Ubiquitous, and Intelligent Computing. Lecture Notes in Electrical Engineering, vol 274. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-40675-1_17
Download citation
DOI: https://doi.org/10.1007/978-3-642-40675-1_17
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-40674-4
Online ISBN: 978-3-642-40675-1
eBook Packages: EngineeringEngineering (R0)