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Data quality analysis and cleaning strategy for wireless sensor networks

Hongju Cheng, Danyang Feng, Xiaobin Shi, Chongcheng Chen
2018 EURASIP Journal on Wireless Communications and Networking  
Finally, data cleaning strategy for wireless sensor networks based on the relationship between data quality indicators was proposed by comparing and analyzing data cleaning schemes with different orders  ...  The quality of data in wireless sensor networks has a significant impact on decision support, and data cleaning is an effective way to improve data quality.  ...  Availability of data and materials None. The authors declare that they have no competing interests.  ... 
doi:10.1186/s13638-018-1069-6 fatcat:2gvr72rv7vfmbd6f2vresa6x2a

Implementation on Data Cleaning for RFID and WSN Integration

Ms. Reshma Mahadule
2017 International Journal for Research in Applied Science and Engineering Technology  
Wireless sensor networks (WSNs) and radiofrequency identification (RFID) systems provide an excellent infrastructure for data acquisition, distribution, and processing.  ...  Wireless Sensor Network (WSN) and Radio Frequency Identification (RFID) integration is a developing innovation which utilizes focal points of the both frameworks making it more solid and productive.  ...  Transmitter for each sensor is simplified to a transistor connected to an antenna, and therefore, the cost for each sensor communicator is negligible, while energy used for wireless communication per sensor  ... 
doi:10.22214/ijraset.2017.3046 fatcat:vymt7l6t3ngatfgrinr76sm5xm

Distributed Sensor Networks for Health Monitoring of Civil Infrastructures

Ting-Hua Yi, Gangbing Song, Stathis C. Stiros, Bo Chen
2015 Shock and Vibration  
technology; intelligent algorithms and evaluation criteria in design of sensor networks; uncertainty, sensitivity, reliability, and redundancy in vibration monitoring; vibration data cleaning, compression  ...  These papers present the most recent advances, progress, and ideas in the field of distributed sensor networks for SHM and its application includes smart, bioinspired, nanometer, wireless, and remote sensing  ...  The Guest Editors also thank the reviewers for their valuable and insightful comments that greatly benefited the improvement Shock and Vibration 3 of paper quality.  ... 
doi:10.1155/2015/271912 fatcat:pw6yjy4svnfsbge5lr35lo6aua

Assessing data quality in a sensor network for environmental monitoring

Gesuri Ramirez, Olac Fuentes, Craig E. Tweedie
2011 2011 Annual Meeting of the North American Fuzzy Information Processing Society  
This study investigates machine learning methods to identify and clean incorrect data from a real-world environmental sensor network, the Jornada Experimental Range, located in Southern New Mexico.  ...  , such as icing or dust, are common.Traditional data quality checking and correction is a painstaking manual process, so the development of automatic systems for this task is highly desirable.  ...  Some examples of sensor network data stream-cleaning are listed below. Madden et al. [23] designed an acquisitional query processor for data collection in sensor networks.  ... 
doi:10.1109/nafips.2011.5752010 fatcat:qhz7fhgs5vghvnuq54uvbugxyq

New Advances on Environment Monitoring with Wireless Sensor Network

Xiao Cheng, Kun Mean Hou, Zhenhong Li
2016 International Journal of Distributed Sensor Networks  
New advances on environment monitoring with wireless sensor network.  ...  Acknowledgments We are grateful to all authors who submitted their papers for publication in this special issue.  ...  International Journal of Distributed Sensor Networks Moreover, WSN has brought new scientific problems in hardware and software design, communication, data management, and data analysis.  ... 
doi:10.1177/155014772378070 fatcat:5k3vsgldljd6dobvcn6fmc4yey

Optimization and Simulation of Farmland Protection Dynamic Monitoring System Based on Internet of Things Technology

Bixia Hu, Wei Zhang, Tao Ma, Zhizhong Zhao, Zhihan Lv
2021 Wireless Communications and Mobile Computing  
This paper puts forward relevant countermeasures and suggestions for the protection of cultivated land.  ...  Based on the status quo of cultivated land, this paper analyzes the existing problems and builds a dynamic monitoring system for cultivated land protection.  ...  ZigBee wireless sensor networks.  ... 
doi:10.1155/2021/6902998 fatcat:3tqctpjlcvavjnxkc64jvazvqy

Survey on Error Detection in Bulk Data Transmission on Wireless Sensor Network

Logapriya. R, Preethi. J
2016 International Journal of Engineering Research and  
Wireless sensor networks have the major role in monitoring our environment. Major issue in deployment of wireless sensor network is transmission of data without any error or loss of data.  ...  Efficient approach for detection and correction of error make the receiver to get noise free data.  ...  The sensor node is not only a device for collection of data, but it is also used for network analysis. It has the property of getting data from other sensor nodes.  ... 
doi:10.17577/ijertv5is020263 fatcat:iuwlnhunwvgapdotordfgmcsuy

A Study on Air Pollution Monitoring System using Wireless Sensor Network

Pradeep G Pillai, Saravanan. P
2018 International Journal of Trend in Scientific Research and Development  
In this paper we discussed about the use of Wireless Sensor Networks (WSN)for air pollution monitoring.  ...  These networks allow the physical environment to be measured at high resolutions, and greatly increase the quality and quantity of real-world data and information for applications like pollution monitoring  ...  CONCLUSION Here we use wireless sensor network technologies to acquire and record monitoring data for the goal of completely automatic air-quality monitoring.  ... 
doi:10.31142/ijtsrd8374 fatcat:bljiac5bmzeordam7dw32qyrsq


Saniya Ansari, S. M. Khairnar, Ravindra R. Patil, Rupali S. Kokate
2021 Information Technology in Industry  
The water pollutants monitoring techniques with prospered tools and sensors have been unfolded to find gap for future research maneuver.  ...  The need of real-time newer sensory system has been put forwarded for identification of mostly occurring harmful pollutants such as BOD, COD, TSS, and Hydrogen sulfide in examination of water quality.  ...  We also thank the anonymous reviewers for their valuable comments that greatly improved this article.  ... 
doi:10.17762/itii.v9i1.113 fatcat:fkbufnnrh5bifkuq6ogfa2xnyi

Design and Implementation of an Intelligent Expansion Module for Wireless Gas Sensor Networks

2015 Sensors & Transducers  
Emphasis is put on embedded sensor integration into the electrical design and methods for on-board data acquisition and processing for decision support at the node and network levels.  ...  We describe the design and evaluation of an electronic expansion module, MICARES, suitable for gas sensing applications with wireless sensor networks.  ...  By means of raw data analysis, event detection and decision can be implemented directly on the wireless sensor node or at the node cluster level.  ... 
doaj:863bf1a93ef84a5da982244ffdcd30f9 fatcat:fd57wa3f7nbfddoqrn65olixem

Energy Harvesting for Water Quality Monitoring using Floating Sensor Networks: A Generic Framework

2018 Sukkur IBA journal of emerging technologies  
So far, we proposed a generic framework for energy harvesting, reliable data transform congestion detection and deployment strategy for FSN to collect water quality data.  ...  Floating sensor networks (FSN) with in-situ sensors are now widely used to gather the water quality data.  ...  and Technology, Nawabshah, Pakistan for providing the necessary support.  ... 
doi:10.30537/sjet.v1i2.193 fatcat:fqtshcoa65fprfslikiijhylzm

A demonstration of wireless sensing for long term monitoring of water quality

Fiona Regan, Antoin Lawlor, Brendan O Flynn, J. Torres, R Martinez-Catala, C. O'Mathuna, John Wallace
2009 2009 IEEE 34th Conference on Local Computer Networks  
Abstract At a time when technological advances are providing new sensor capabilities, novel network capabilities, long-range communications technologies and data interpreting and delivery formats via the  ...  A demonstration of wireless sensing for long term monitoring of water quality. Access to the full text of the published version may require a subscription. Rights ©2009 IEEE.  ...  Tyndall are part of the SFI funded CLARITY Centre for Sensor Web Technologies under grant 07/CE/I1147.  ... 
doi:10.1109/lcn.2009.5355047 dblp:conf/lcn/ReganLFTMOW09 fatcat:4hy3uouszfherfqunk3n5yakcu

Applications of Information and Communication Technology for Improvements of Water and Soil Monitoring and Assessments in Agricultural Areas—A Case Study in the Taoyuan Irrigation District

Yu-Pin Lin, Tsun-Kuo Chang, Chihhao Fan, Johnathen Anthony, Joy Petway, Wan-Yu Lien, Chiu-Ping Liang, Yi-Fong Ho
2017 Environments  
wireless sensor nodes, and gateways in agricultural networks-to a case study in the Taoyuan irrigation district, which acts as a pilot area in Taiwan.  ...  Information and Communications Technology (ICT) systems are a convenient means of providing both these and other functions, such as wireless sensor networking, mobile phone applications, etc., to agricultural  ...  The first manuscript draft was written by Yu-Pin Lin and was substantially revised by Yu-Pin Lin, Johnathen Anthony, Joy R.  ... 
doi:10.3390/environments4010006 fatcat:gai45v46dffhtexski5g3wgwgm

Cyber-physical systems for water sustainability: challenges and opportunities

Zhaohui Wang, Houbing Song, David W. Watkins, Keat Ghee Ong, Pengfei Xue, Qing Yang, Xianming Shi
2015 IEEE Communications Magazine  
Key technologies, including wireless communications and networking, sensor technology, hydrodynamic modeling, data analysis, and control, enable intelligently networked water Cyber-Physical Systems (CPS  ...  This article will explore various challenges and opportunities for water CPS to be applied to remote, in-situ, real-time, and continuous water quality monitoring and management in support of sustainable  ...  for analysis.  ... 
doi:10.1109/mcom.2015.7105668 fatcat:oskigamtojf6dmbkqpewzpas3y

The Up-to-Date Progression and Prospect Drift of Wireless Sensor Networks

Hathal Salamah
2015 International Journal of Applied Information Systems  
It made out of different wireless sensor nodes which outline a sensor field and a sink.  ...  There are various new challenges that have surfaced for the originators of wireless sensor networks with a particular finished objective to meet the requirements of distinctive applications like identified  ...  With help of Wireless sensor networks we can test out the clean water ate up in watering framework/network and administer it.  ... 
doi:10.5120/ijais2015451428 fatcat:2sq6bn2idnawjlu6agwb5wkbem
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