Temperature in an urban area exhibits a complicated pattern due to complexity of infrastructure. Despite geographical proximity, structures of a group of buildings and streets affect changes in temperature. To investigate the pattern of fine-grained distribution of temperature, we installed a densely distributed sensor network called UScan. In this paper, we describe the system architecture of UScan as well as experience learned from installing 200 sensors in downtown Tokyo. The field experiment of UScan system operated for two months to collect long-term urban temperature data. To analyze the collected data in an efficient manner, we propose a lightweight clustering methodology to study the correlation between the pattern of temperature and various environmental factors including the amount of sunshine, the width of streets, and the existence of trees. The analysis reveals meaningful results and asserts the necessity of fine-grained deployment of sensors in an urban area.
References
[1]
Kahn, J.M.; Katz, R.H.; Pister, K.S.J. Next Century Challenges: Mobile Networking for “Smart Dust”. Proceedings of the 5th Annual ACM/ IEEE International Conference onMobile Computing and Networking (Mobicom 1999), Seattle, WA, USA, August 1999; pp. 271–278.
[2]
Brandl, M.; Grabner, J.; Kellner, K.; Seifert, F.; Nicolics, J.; Grabner, S.; Grabner, G. A Low-Cost Wireless Sensor System and Its Application in Dental Retainers. IEEE Sensors J?2009, 9, 255–262, doi:10.1109/JSEN.2008.2012205.
[3]
Lee, H.; Park, K.; Lee, B.; Choi, J.; Elmasri, R. Issues in Data Fusion for Healthcare Monitoring. Proceedings of the 1st International Conference on Pervasive Technologies Related to Assistive Environments (PETRA 2008), Athens, Greece, July 2008; pp. 1–8.
[4]
Uehara, Y.; Uchiyama, T.; Mori, M.; Saito, H.; Tobe, Y. Always-on Karte: A System for Elderly People’s Healthcare Using Wireless Sensors. Proceedings of the 3rd International Conference on Networked Sensing Systems (INSS 2006), Chicago, IL, USA, May 2006; pp. 45–48.
Mainwaring, A.; Polastre, J.; Szewczyk, R.; Culler, D.; Anderson, J. Wireless Sensor Networks for Habitat Monitoring. Proceedings of the 1st ACM International Workshop on Wireless Sensor Networks and Applications (WSNA), Atlanta, GA, USA, September 2002; pp. 88–97.
[7]
Cerpa, A.; Elson, J.; Hamilton, M.; Zhao, J.; Estrin, D.; Girod, L. Habitat Monitoring: Application Driver forWireless Communications Technology. Proceedings of the ACMSIGCOMMWorkshop on Data Communications in Latin America and the Caribbean, San Jose, Costa Rica, April 2001; pp. 20–41.
[8]
Tolle, G.; Polastre, J.; Szewczyk, R.; Culler, D.; Turner, N.; Tu, K.; Burgess, S.; Dawson, T.; Buonadonna, P.; Gay, D.; Hong, W. A Macroscope in the Redwoods. Proceedings of the 3rd International Conference on Embedded Networked Sensor Systems (SenSys 2005), San Diego, CA, USA, Novermber 2005; pp. 51–63.
[9]
Liu, T.; Sadler, C.M.; Zhang, P.; Martonosi, M. Implementing Software on Resource-Constrained Mobile Sensors: Experiences with Impala and ZebraNet. Proceedings of the 2nd International Conference on Mobile Systems, Applications, and Services (MobiSys 2004), Boston, MA, USA, June 2004; pp. 256–269.
[10]
Selavo, L.; Wood, A.; Cao, Q.; Sookoor, T.; Liu, H.; Srinivasan, A.; Wu, Y.; Kang, W.; Stankovic, J.; Young, D.; Porter, J. LUSTER: Wireless Sensor Network for Environmental Research. Proceedings of the 5th International Conference on Embedded Networked Sensor Systems (SenSys 2007), Sydney, Australia, November 2007; pp. 103–116.
[11]
Endo, T.; Banno, A.; Tamura, Y. Research of Sensor Networks by Utilizing Web API – Urban Navigation System with Data of Sensor Networks. Proceedings of the 5th International Conference on Networked Sensing Systems (INSS 2008), Kanazawa, Japan, June 2008; pp. 166–169.
[12]
Ito, M.; Katagiri, Y.; Ishikawa, M.; Tokuda, H. Airy Notes: An Experiment of Microclimate Monitoring in Shinjuku Gyoen Garden. Proceedings of the International Conference on Networked Sensing Systems (INSS 2007), Braunschweig, Germany, June 2007; pp. 260–266.
[13]
Murty, R.N.; Gosain, A.; Tierney, M.; Brody, A.; Fahad, A.; Bers, J.; Welsh, M. CitySense: A Vision for an Urban-Scale Wireless Networking Testbed. Proceedings of the IEEE International Conference on Technologies for Homeland Security (HST 2008), Waltham, MA, USA, May 2008; pp. 583–588.
[14]
Eisenman, S.B.; Miluzzo, E.; Lane, N.D.; Peterson, R.A.; Ahn, G.S.; Campbell, A.T. The BikeNet Mobile Sensing System for Cyclist Experience Mapping. Proceedings of the 5th International Conference on Embedded Networked Sensor Systems (SenSys 2007), Sydney, Australia, November 2007; pp. 87–101.
[15]
Hull, B.; Bychkovsky, V.; Zhang, Y.; Chen, K.; Goraczko, M.; Miu, A.; Shih, E.; Balakrishnan, H.; Madden, S. CarTel: A Distributed Mobile Sensor Computing System. Proceedings of the 4th International Conference on Embedded Networked Sensor Systems (SenSys 2006), Boulder, CO, USA, November 2006; pp. 125–138.
[16]
Ishida, Y.; Konomi, S.; Thepvilojanapong, N.; Suzuki, R.; Sezaki, K.; Tobe, Y. An Implicit and User-Modifiable Urban Sensing Environment. Proceedings of the International Workshop on Urban, Community, and Social Applications of Networked Sensing Systems (UrbanSense 2008), Raleigh, NC, USA, November 2008; pp. 36–40.
[17]
Ono, T.; Kanai, K.; Ishizuka, H.; Thepvilojanapong, N.; Tobe, Y. Analysis of Fine-Grained Urban Temperature Collected with A Sensor Network. Proceedings of the 7th IEEE Conference on Sensors (IEEE SENSORS 2008), Lecce, Italy, October 2008; pp. 712–715.
[18]
Beigl, M.; Krohn, A.; Riedel, T.; Zimmer, T.; Decker, C.; Isomura, M. The uPart Experience: Building a Wireless Sensor Network. Proceedings of the 5th International Symposium on Information Processing in Sensor Networks (IPSN 2006), Poster Session of SPOT Track, Nashville, TN, USA, April 2006; pp. 366–373.
[19]
Miluzzo, E.; Lane, N.D.; Fodor, K.; Peterson, R.; Lu, H.; Musolesi, M.; Eisenman, S.B.; Zheng, X.; Campbell, A.T. Sensing Meets Mobile Social Networks: the Design, Implementation and Evaluation of the CenceMe Application. Proceedings of the 6th International Conference on Embedded Networked Sensor Systems (SenSys 2008), Raleigh, NC, USA, November 2008; pp. 337–350.
[20]
Hantscher, S.; Diskus, C.G. Pulse-Based Radar Imaging Using a Genetic Optimization Approach for Echo Separation. IEEE Sensors J?2009, 9, 271–276, doi:10.1109/JSEN.2008.2012209.
[21]
Bulusu, N.; Chou, C.T.; Kanhere, S. Participatory Sensing in Commerce: Using Mobile Camera Phones to Track Market Price Dispersion. Proceedings of the International Workshop on Urban, Community, and Social Applications of Networked Sensing Systems (UrbanSense 2008), Raleigh, NC, USA, November 2008; pp. 6–10.
[22]
Somboon, P.; Wyszynski, B.; Nakamoto, T. Odor Recorder Capable of Wide Dynamic Recordable Range Based on Higher Order Sensing and Signal Extraction Technique for Small Signal. IEEE Sensors J?2009, 9, 93–102, doi:10.1109/JSEN.2008.2011072.
[23]
Mohan, P.; Padmanabhan, V.N.; Ramjee, R. Nericell: Rich Monitoring of Road and Traffic Conditions Using Mobile Smartphones. Proceedings of the 6th International Conference on Embedded Networked Sensor Systems (SenSys 2008), Raleigh, NC, USA, November 2008; pp. 323–336.
[24]
Rabiner, L.; Juang, B.H. Fundamentals of Speech Recognition; Prentice Hall PTR: Upper Saddle River, NJ, USA, 1993.
[25]
Werner-Allen, G.; Lorincz, K.; Welsh, M.; Marcillo, O.; Johnson, J.; Ruiz, M.; Lees, J. Deploying a Wireless Sensor Network on an Active Volcano. IEEE Internet Computing?2006, 10, 18–25.
[26]
Langendoen, K.; Baggio, A.; Visser, O. Murphy Loves Potatoes: Experiences from a Pilot Sensor Network Deployment in Precision Agriculture. Proceedings of the 20th IEEE International Parallel and Distributed Processing Symposium (IPDPS), Rhodes Island, Greece, April 2006.
[27]
Campbell, A.T.; Eisenman, S.B.; Lane, N.D.; Miluzzo, E.; Peterson, R.A. People-Centric Urban Sensing. Proceedings of the 2nd Annual International Wireless Internet Conference (WICON 2006), Boston, Massachusetts, USA, August 2006.
[28]
Burke, J.; Estrin, D.; Hansen, M.; Parker, A.; Ramanathan, N.; Reddy, S.; Srivastava, M.B. Participatory Sensing. Proceedings of theWorkshop onWorld-Sensor-Web (WSW2006), Boulder, CO, USA, November 2006; pp. 6–10.
[29]
Campbell, A.T.; Lane, N.D.; Miluzzo, E.; Peterson, R.A.; Lu, H.; Zheng, X.; Musolesi, M.; Fodor, K.; Eisenman, S.B.; Ahn, G.S. The Rise of People-Centric Sensing. IEEE Internet Computing?2008, 12, 12–21, doi:10.1109/MIC.2008.90.
[30]
Eisenman, S.B.; Ahn, G.S.; Lane, N.D.; Miluzzo, E.; Peterson, R.A.; Campbell, A.T. MetroSense Project: People-Centric Sensing at Scale. Proceedings of the Workshop on World-Sensor-Web (WSW 2006), Boulder, CO, USA, November 2006; pp. 11–16.
[31]
TecO/University of Karlsruhe. WBridge. Available online: http://particle.teco.edu/software/bridge/WBridge/v2.0/documentation/index.html (accessed on February 20, 2010).
[32]
OpenWrt. Available online: http://openwrt.org/ (accessedon February 19, 2010).
[33]
Munin. Available online: http://munin.projects.linpro.no/ (accessed on February 22, 2010).
[34]
OSOITE Project. UScan: Urban SCanning. Available online: http://uscan.osoite.jp/ (accessed on February 24, 2010).
[35]
Japan Meteorological Agency. Available online: http://www.jma.go.jp/jma/index.html/ (accessed on February 23, 2010).
[36]
W?hler, C.; Anlauf, J.K.; P?rtner, T.; Franke, U. A Time Delay Neural Network Algorithm for Real-Time Pedestrian Recognition. Proceedings of the IEEE International Conference on Intelligent Vehicles, Stuttgart, Germany, October 1998; pp. 247–252.
[37]
Zhao, L.; Thorpe, C.E. Stereo- and Neural Network-Based Pedestrian Detection. IEEE Trans. on ITS?2000, 1, 148–154.