Robotic Data Mules for Collecting Data over Sparse Sensor Fields

被引:75
作者
Bhadauria, Deepak [1 ]
Tekdas, Onur [1 ]
Isler, Volkan [1 ]
机构
[1] Univ Minnesota, Minneapolis, MN 55455 USA
基金
美国国家科学基金会;
关键词
APPROXIMATION ALGORITHMS; NETWORKS; COVERAGE;
D O I
10.1002/rob.20384
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
We present a robotic system for collecting data from wireless devices dispersed across a large environment. In such applications, deploying a network of stationary wireless sensors may be infeasible because many relay nodes must be deployed to ensure connectivity. Instead, our system utilizes robots that act as data mules and gather the data from wireless sensor network nodes. We address the problem of planning paths of multiple robots so as to collect the data from all sensors in the shortest time. In this new routing problem, which we call the data gathering problem (DGP), the total download time depends on not only the robots' travel time but also the time to download data from a sensor and the number of sensors assigned to the robot. We start with a special case of DGP in which the robots' motion is restricted to a curve that contains the base station at one end. For this version, we present an optimal algorithm. Next, we study the two-dimensional version and present a constant factor approximation algorithm for DGP on the plane. Finally, we present field experiments in which an autonomous robotic data mule collects data from the nodes of a wireless sensor network deployed over a large field. (C) 2011 Wiley Periodicals, Inc.
引用
收藏
页码:388 / 404
页数:17
相关论文
共 27 条
[1]   Data Collection in Sensor Networks with Data Mules: an Integrated Simulation Analysis [J].
Anastasi, Giuseppe ;
Contio, Marco ;
Di Francesco, Mario .
2008 IEEE SYMPOSIUM ON COMPUTERS AND COMMUNICATIONS, VOLS 1-3, 2008, :271-+
[2]   An adaptive data-transfer protocol for sensor networks with data mules [J].
Anastasi, Giuseppe ;
Conti, Marco ;
Monaldi, Emmanuele ;
Passarella, Andrea .
2007 IEEE INTERNATIONAL SYMPOSIUM ON A WORLD OF WIRELESS, MOBILE AND MULTIMEDIA NETWORKS, VOL 1, 2007, :332-+
[3]  
Applegate David L, 2006, TRAVELING SALESMAN P
[4]  
BEAUFOUR A, 2002, P 1 ACM INT WORKSH W, P68
[5]   Data Gathering Tours for Mobile Robots [J].
Bhadauria, Deepak ;
Isler, Volkan .
2009 IEEE-RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, 2009, :3868-3873
[6]   Should I send now or send later?: A decision-theoretic approach to transmission scheduling in sensor networks with mobile sinks [J].
Boloni, Ladislau ;
Turgut, Damla .
WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2008, 8 (03) :385-403
[7]  
Chakrabarti A, 2003, LECT NOTES COMPUT SC, V2634, P129
[8]  
Christofides N., 1976, tech. rep.
[9]   Approximation algorithms for TSP with neighborhoods in the plane [J].
Dumitrescu, A ;
Mitchell, JSB .
JOURNAL OF ALGORITHMS, 2003, 48 (01) :135-159
[10]  
Dunbabin M, 2006, IEEE INT CONF ROBOT, P2091