On Distributed Sensor Fusion in Batteryless Intermittent Networks

被引:3
作者
Yildirim, Kasim Sinan [1 ,2 ]
Pawelczak, Przemyslaw [2 ]
机构
[1] Ege Univ, Dept Comp Engn, Izmir, Turkey
[2] Delft Univ Technol, Embedded & Networked Syst, Delft, Netherlands
来源
2019 15TH INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING IN SENSOR SYSTEMS (DCOSS) | 2019年
关键词
Batteryless sensors; Intermittent communication; Distributed sensor fusion; DESIGN; COMPUTATION; SYSTEM;
D O I
10.1109/DCOSS.2019.00096
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Distributed and collaborative computation has never been considered before in networks of batteryless sensors. This can bring many advantages for applications (e.g. longer transmission ranges, lower network costs), however introducing new research challenges. In this paper, we focus on the well-known distributed sensor fusion but in an intermittently-powered batteryless sensor network. The goal is to estimate a parameter collaboratively by considering individual sensor measurements. We show that, even though the nodes stop operation with high probability due to random power failures and they neither communicate with their neighbors nor perform computation most of the time, the simplest implementation of the fully-distributed sensor fusion based on average consensus improves the overall estimation quality of the network considerably. In the light of this, we anticipate that if harvested energy is used efficiently so that nodes have more opportunity to receive and send packets, existing fully-distributed protocols can be implemented with tiny modifications in networks of batteryless sensors.
引用
收藏
页码:495 / 501
页数:7
相关论文
共 37 条
[1]  
Alevizos P. N., 2018, IEEE T WIRELESS COMM
[2]   Hibernus plus plus : A Self-Calibrating and Adaptive System for Transiently-Powered Embedded Devices [J].
Balsamo, Domenico ;
Weddell, Alex S. ;
Das, Anup ;
Arreola, Alberto Rodriguez ;
Brunelli, Davide ;
Al-Hashimi, Bashir M. ;
Merrett, Geoff V. ;
Benini, Luca .
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2016, 35 (12) :1968-1980
[3]   Hibernus: Sustaining Computation During Intermittent Supply for Energy-Harvesting Systems [J].
Balsamo, Domenico ;
Weddell, Alex S. ;
Merrett, Geoff V. ;
Al-Hashimi, Bashir M. ;
Brunelli, Davide ;
Benini, Luca .
IEEE EMBEDDED SYSTEMS LETTERS, 2015, 7 (01) :15-18
[4]   HarvOS: Efficient Code Instrumentation for Transiently-powered Embedded Sensing [J].
Bhatti, Naveed Anwar ;
Mottola, Luca .
2017 16TH ACM/IEEE INTERNATIONAL CONFERENCE ON INFORMATION PROCESSING IN SENSOR NETWORKS (IPSN), 2017, :209-219
[5]  
Bullo F., 2018, LECT NETWORK SYSTEMS
[6]  
Burri N, 2007, PROCEEDINGS OF THE SIXTH INTERNATIONAL SYMPOSIUM ON INFORMATION PROCESSING IN SENSOR NETWORKS, P450, DOI 10.1109/IPSN.2007.4379705
[7]   Deploying Data-Driven Security Solutions on Resource-Constrained Wearable IoT Systems [J].
Cai, Hang ;
Yun, Tianlong ;
Hester, Josiah ;
Venkatasubramanian, Krishna K. .
2017 IEEE 37TH INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING SYSTEMS WORKSHOPS (ICDCSW), 2017, :199-204
[8]  
Chiasserini CF, 2002, 2002 MILCOM PROCEEDINGS, VOLS 1 AND 2, P260
[9]   Chain: Tasks and Channels for Reliable Intermittent Programs [J].
Colin, Alexei ;
Lucia, Brandon .
ACM SIGPLAN NOTICES, 2016, 51 (10) :514-530
[10]  
He T., 2004, ENERGY EFFICIENT SUR, P270, DOI DOI 10.1145/990064.990096