Design and Field Test of a WSN Platform Prototype for Long-Term Environmental Monitoring

Long-term wildfire monitoring using distributed in situ temperature sensors is an accurate, yet demanding environmental monitoring application, which requires long-life, low-maintenance, low-cost sensors and a simple, fast, error-proof deployment procedure. We present in this paper the most important design considerations and optimizations of all elements of a low-cost WSN platform prototype for long-term, low-maintenance pervasive wildfire monitoring, its preparation for a nearly three-month field test, the analysis of the causes of failure during the test and the lessons learned for platform improvement. The main components of the total cost of the platform (nodes, deployment and maintenance) are carefully analyzed and optimized for this application. The gateways are designed to operate with resources that are generally used for sensor nodes, while the requirements and cost of the sensor nodes are significantly lower. We define and test in simulation and in the field experiment a simple, but effective communication protocol for this application. It helps to lower the cost of the nodes and field deployment procedure, while extending the theoretical lifetime of the sensor nodes to over 16 years on a single 1 Ah lithium battery.

[1]  Juraj Micek,et al.  WSN sensor node for protected area monitoring , 2012, 2012 Federated Conference on Computer Science and Information Systems (FedCSIS).

[2]  Majid Bagheri,et al.  Forest Fire Modeling and Early Detection using Wireless Sensor Networks , 2009, Ad Hoc Sens. Wirel. Networks.

[3]  Premkumar T. Devanbu,et al.  How, and why, process metrics are better , 2013, 2013 35th International Conference on Software Engineering (ICSE).

[4]  D. Proske Risks and Disasters , 2008, Catalogue of Risks.

[5]  P. I. Fierens Number of sensors versus time to detection in wildfires , 2009 .

[6]  Yen-Fang Tu Assessment of the Current False Alarm Situation from Fire Detection Systems in New Zealand and the Development of an Expert System for their Identifications , 2002 .

[7]  Purushottam Kulkarni,et al.  Energy Harvesting Sensor Nodes: Survey and Implications , 2011, IEEE Communications Surveys & Tutorials.

[8]  Zhanqing Li,et al.  Enhancement of a fire detection algorithm by eliminating solar reflection in the mid-IR band: application to AVHRR data , 2012, International Journal of Remote Sensing.

[9]  P. Lousa,et al.  Scalable lidar technique for fire detection , 2014, Other Conferences.

[10]  Rob Bogue Sensors for fire detection , 2013 .

[11]  Shixing Liu,et al.  Multiparameter fire detection based on wireless sensor network , 2009, 2009 IEEE International Conference on Intelligent Computing and Intelligent Systems.

[12]  Raimundo S. Barreto,et al.  Assessing the communication performance of wireless sensor networks in rainforests , 2009, 2009 2nd IFIP Wireless Days (WD).

[13]  Ricardo Carmona-Galán,et al.  Towards an ultra‐low‐power low‐cost wireless visual sensor node for fine‐grain detection of forest fires , 2014 .

[14]  M. Mohamed Sathik,et al.  Fire Detection Using Support Vector Machine in Wireless Sensor Network and Rescue Using Pervasive Devices , 2010 .

[15]  S. Kim,et al.  Trio: enabling sustainable and scalable outdoor wireless sensor network deployments , 2006, 2006 5th International Conference on Information Processing in Sensor Networks.

[16]  Felix Wortmann,et al.  Internet of Things , 2015, Business & Information Systems Engineering.

[17]  Francis Y. Enomoto,et al.  The Ikhana unmanned airborne system (UAS) western states fire imaging missions: from concept to reality (2006–2010) , 2011 .

[18]  Matthew S. Carroll,et al.  Coping with Interface Wildfire as a Human Event: Lessons from the Disaster/Hazards Literature , 2004 .

[19]  H.H.T. Liu,et al.  A cooperative UAV/UGV platform for wildfire detection and fighting , 2008, 2008 Asia Simulation Conference - 7th International Conference on System Simulation and Scientific Computing.

[20]  Wen Hu,et al.  Springbrook: Challenges in developing a long-term, rainforest wireless sensor network , 2008, 2008 International Conference on Intelligent Sensors, Sensor Networks and Information Processing.

[21]  Magnus Norgren,et al.  A new thermally activated battery cell-based forest fire detection and monitoring system , 2012 .

[22]  E. N. Stavros,et al.  Assessing fire severity using imaging spectroscopy data from the Airborne Visible/Infrared Imaging Spectrometer (AVIRIS) and comparison with multispectral capabilities , 2014 .

[23]  Roberto Passerone,et al.  Combustible gases and early fire detection: an autonomous system for wireless sensor networks , 2010, e-Energy.

[24]  John Davidson,et al.  Ogc® sensor web enablement:overview and high level achhitecture. , 2007, 2007 IEEE Autotestcon.

[25]  Peter I. Corke,et al.  Environmental Wireless Sensor Networks , 2010, Proceedings of the IEEE.

[26]  Jorge A. Atempa,et al.  Wireless Sensor Networks and Fusion Information Methods for Forest Fire Detection , 2012 .

[27]  Maja Štula,et al.  Advanced automatic wildfire surveillance and monitoring network , 2010 .

[28]  Amre El-Hoiydi Aloha with preamble sampling for sporadic traffic in ad hoc wireless sensor networks , 2002, 2002 IEEE International Conference on Communications. Conference Proceedings. ICC 2002 (Cat. No.02CH37333).

[29]  Gürhan Küçük,et al.  FireSenseTB: a wireless sensor networks testbed for forest fire detection , 2009, IWCMC.

[30]  Yacine Challal,et al.  Energy efficiency in wireless sensor networks: A top-down survey , 2014, Comput. Networks.

[31]  Richard Han,et al.  FireWxNet: a multi-tiered portable wireless system for monitoring weather conditions in wildland fire environments , 2006, MobiSys '06.

[32]  George Boustras,et al.  Forest fires: proactive and reactive surveillance employing in-situ, aerial, and space technology , 2013, Other Conferences.

[33]  Igor Bisio,et al.  A survey of architectures and scenarios in satellite-based wireless sensor networks: system design aspects , 2013, Int. J. Satell. Commun. Netw..

[34]  P. Dennison Fire detection in imaging spectrometer data using atmospheric carbon dioxide absorption , 2006 .

[35]  Kameswari Chebrolu,et al.  Censor networks: a critique of "sensor networks" from a systems perspective , 2008, CCRV.

[36]  Roger Achkar,et al.  Firoxio: Forest fire detection and alerting system , 2014, MELECON 2014 - 2014 17th IEEE Mediterranean Electrotechnical Conference.

[37]  A. Ollero,et al.  Cooperative localization and tracking with a camera-based WSN , 2009, 2009 IEEE International Conference on Mechatronics.

[38]  Mohamed Abid,et al.  RESTful Sensor Web Enablement Services for Wireless Sensor Networks , 2012, 2012 IEEE Eighth World Congress on Services.

[39]  Kevin Ashton,et al.  That ‘Internet of Things’ Thing , 1999 .

[40]  Jukka Suhonen,et al.  Ultra-Low Energy Wireless Sensor Networks in Practice , 2007 .

[41]  Kevin Weekly,et al.  OpenWSN: a standards‐based low‐power wireless development environment , 2012, Trans. Emerg. Telecommun. Technol..

[42]  David E. Culler,et al.  Trio: enabling sustainable and scalable outdoor wireless sensor network deployments , 2006, 2006 5th International Conference on Information Processing in Sensor Networks.

[43]  M. Milz,et al.  Study on forest fire detection with satellite data , 2013 .

[44]  L. Vilar,et al.  Human Factors of Fire Occurrence in the Mediterranean , 2009 .

[45]  J. Boan,et al.  Radio Experiments With Fire , 2007, IEEE Antennas and Wireless Propagation Letters.

[46]  Özgür Ulusoy,et al.  A framework for use of wireless sensor networks in forest fire detection and monitoring , 2012, Comput. Environ. Urban Syst..

[47]  Santiago Celma,et al.  Development of a Wireless Sensor Network System for Early Forest Fire Detection , 2010 .

[48]  Gerhard P. Hancke,et al.  A survey of wireless sensor network applications from a power utility's distribution perspective , 2011, IEEE Africon '11.

[49]  Li Ma,et al.  Fire Smoke Detection in Video Images Using Kalman Filter and Gaussian Mixture Color Model , 2010, 2010 International Conference on Artificial Intelligence and Computational Intelligence.

[50]  Steven Verstockt,et al.  Video fire detection - Review , 2013, Digit. Signal Process..

[51]  Nirvana Meratnia,et al.  Automatic Fire Detection: A Survey from Wireless Sensor Network Perspective , 2008 .

[52]  A. Ager,et al.  Extreme Wildfire Spread and Behaviour: Case Studies from North Sardinia, Italy , 2012 .

[53]  Christoph Stasch,et al.  Discovery Mechanisms for the Sensor Web , 2009, Sensors.

[54]  Darko Stipani,et al.  Intelligent Forest Fire Monitoring System - from idea to realization , 2011 .

[55]  Turker Ince,et al.  Early Forest Fire Detection Using Radio-Acoustic Sounding System , 2009, Sensors.

[56]  Mihai T. Lazarescu,et al.  Design of a WSN Platform for Long-Term Environmental Monitoring for IoT Applications , 2013, IEEE Journal on Emerging and Selected Topics in Circuits and Systems.

[57]  Maja Stula,et al.  Observer network and forest fire detection , 2011, Inf. Fusion.

[58]  J. Morisette,et al.  Validation analyses of an operational fire monitoring product: The Hazard Mapping System , 2008 .

[59]  Maja Stula,et al.  Intelligent forest fire monitoring system , 2012, Inf. Syst. Frontiers.

[60]  Miguel Garcia,et al.  A Wireless Sensor Network Deployment for Rural and Forest Fire Detection and Verification , 2009, Sensors.

[61]  Stathes Hadjiefthymiades,et al.  Multisensor data fusion for fire detection , 2011, Inf. Fusion.

[62]  Seok-Hwan Yoon,et al.  An Intelligent Automatic Early Detection System of Forest Fire Smoke Signatures using Gaussian Mixture Model , 2013, J. Inf. Process. Syst..

[63]  Elias S. Manolakos,et al.  Wireless Sensor Network Application for Fire Hazard Detection and Monitoring , 2009, SENSAPPEAL.

[64]  Cristina Cano,et al.  A low power listening MAC with scheduled wake up after transmissions for WSNs , 2009, IEEE Communications Letters.

[65]  H. S. Wolff,et al.  iRun: Horizontal and Vertical Shape of a Region-Based Graph Compression , 2022, Sensors.

[66]  Marc G. Genton,et al.  Spatio-temporal analysis of wildfire ignitions in the St Johns River Water Management District, Florida , 2006 .

[67]  Pavlos Konstantinidis,et al.  SITHON: A Wireless Network of in Situ Optical Cameras Applied to the Early Detection-Notification-Monitoring of Forest Fires , 2009, Sensors.

[68]  George Percivall,et al.  Ogc® sensor web enablement:overview and high level achhitecture. , 2007 .

[69]  Krisjanis Nesenbergs,et al.  Wireless Sensor Network Operating System Design Rules Based on Real-World Deployment Survey , 2013, J. Sens. Actuator Networks.

[70]  Aníbal Ollero,et al.  An Intelligent System for False Alarm Reduction in Infrared Forest-Fire Detection , 2000, IEEE Intell. Syst..

[71]  Aníbal Ollero,et al.  Journal of Intelligent & Robotic Systems manuscript No. (will be inserted by the editor) An Unmanned Aircraft System for Automatic Forest Fire Monitoring and Measurement , 2022 .

[72]  Joseph Arvai,et al.  Letdowns, Wake-Up Calls, and Constructed Preferences: People’s Responses to Fuel and Wildfire Risks , 2006, Journal of Forestry.

[73]  Kay Römer,et al.  The design space of wireless sensor networks , 2004, IEEE Wireless Communications.

[74]  Franco Zambonelli,et al.  Landslide monitoring with sensor networks: experiences and lessons learnt from a real-world deployment , 2011, Int. J. Sens. Networks.

[75]  Ivan Stojmenovic,et al.  Sensor Networks , 2005 .

[76]  Davide Brunelli,et al.  Wireless Sensor Networks , 2012, Lecture Notes in Computer Science.

[77]  Weixing Wang,et al.  Design of WSN nodes and network performance analysis in a tea plantation , 2010 .

[78]  Ashish Mishra,et al.  A smart forest-fire early detection sensory system: Another approach of utilizing wireless sensor and neural networks , 2010, 2010 IEEE Sensors.

[79]  Nirvana Meratnia,et al.  Sensor fusion-based event detection in Wireless Sensor Networks , 2009, 2009 6th Annual International Mobile and Ubiquitous Systems: Networking & Services, MobiQuitous.

[80]  Marco Zennaro,et al.  Very long distance wi-fi networks , 2008, NSDR '08.

[81]  Kam-Weng Tam,et al.  A ZigBee-Based Wireless Sensor Network Node for Ultraviolet Detection of Flame , 2011, IEEE Transactions on Industrial Electronics.

[82]  Scott L. Stephens,et al.  Forest fire causes and extent on United States Forest Service lands , 2005 .

[83]  Yao Liang,et al.  Towards Long-Term Multi-Hop WSN Deployments for Environmental Monitoring: An Experimental Network Evaluation , 2014, J. Sens. Actuator Networks.

[84]  Anish Arora,et al.  Analyzing the yield of ExScal, a large-scale wireless sensor network experiment , 2005, 13TH IEEE International Conference on Network Protocols (ICNP'05).

[85]  Zoltan Gy. Kovacs,et al.  Case study of a simple, low power WSN implementation for forest monitoring , 2010, 2010 12th Biennial Baltic Electronics Conference.

[86]  Watchara Chatwiriya,et al.  Forest Fire Smoke Detection in Video Based on Digital Image Processing Approach with Static and Dynamic Characteristic Analysis , 2011, 2011 First ACIS/JNU International Conference on Computers, Networks, Systems and Industrial Engineering.

[87]  Hajime Igarashi,et al.  Detection and Verification of Potential Peat Fire Using Wireless Sensor Network and UAV , 2012 .

[88]  Andrei B. Utkin,et al.  Evaluation of smoke dispersion from forest fire plumes using lidar experiments and modelling , 2006 .

[89]  J. Schott,et al.  Remote optical detection of biomass burning using a potassium emission signature , 2002 .

[90]  Yunhao Liu,et al.  Does Wireless Sensor Network Scale? A Measurement Study on GreenOrbs , 2011, IEEE Transactions on Parallel and Distributed Systems.

[91]  Anantha Chandrakasan,et al.  Platform architecture for solar, thermal and vibration energy combining with MPPT and single inductor , 2011, 2011 Symposium on VLSI Circuits - Digest of Technical Papers.

[92]  Kechar Bouabdellah,et al.  Using Wireless Sensor Networks for Reliable Forest Fires Detection , 2013, ANT/SEIT.

[93]  Andrei B. Utkin,et al.  Feasibility of forest-fire smoke detection using lidar , 2003 .

[94]  Pablo Ignacio Fierens Number of wireless sensors needed to detect a wildfire , 2008, ArXiv.

[95]  Kay Römer,et al.  A Decade of Wireless Sensing Applications: Survey and Taxonomy , 2014 .