Regression-based network monitoring in swarm robotic systems

Mobile ad-hoc networks are becoming more common as robotic swarm technology becomes possible. One issue surrounding swarm technology is communication between robots. Communication costs time and energy, and can impact the performance of a swarm. In order to control the network, network state information must be acquired through network monitoring. We propose a novel REgression-based network Monitoring (REM) algorithm where robots in a swarm receive network state data only when necessary for the task at hand. This simple distributed algorithm will save time and energy in communication by creating predictive models using regressions, minimizing network monitoring overhead.

[1]  Guy Pujolle,et al.  ADMA: autonomous decentralized management architecture for MANETs: a simple self-configuring case study , 2009, IWCMC.

[2]  R. Chadha,et al.  Policy-based mobile ad hoc network management for drama , 2004, IEEE MILCOM 2004. Military Communications Conference, 2004..

[3]  George Pavlou,et al.  Exploiting Context-Awareness for the Autonomic Management of Mobile Ad Hoc Networks , 2007, Journal of Network and Systems Management.

[4]  Wenli Chen,et al.  ANMP: ad hoc network management protocol , 1999, IEEE J. Sel. Areas Commun..

[5]  Fatiha Zaïdi,et al.  Monitoring Dynamic Mobile Ad-Hoc Networks: A Fully Distributed Hybrid Architecture , 2017, 2017 IEEE 31st International Conference on Advanced Information Networking and Applications (AINA).

[6]  Fernando Matía,et al.  An Introduction to Swarm Robotics , 2013 .

[7]  F. Kamoun,et al.  The Monitoring of Ad Hoc Networks Based on Routing , .

[8]  Chien-Chung Shen,et al.  The Guerrilla management architecture for ad hoc networks , 2002, MILCOM 2002. Proceedings.

[9]  Petter Ögren,et al.  CRAWDAD dataset kth/rss (v.2016-01-05) , 2016 .

[10]  C. Jason Chiang,et al.  Managing network security policies in tactical MANETs using DRAMA , 2010, 2010 - MILCOM 2010 MILITARY COMMUNICATIONS CONFERENCE.

[11]  Wei Hong,et al.  Model-Driven Data Acquisition in Sensor Networks , 2004, VLDB.

[12]  Hamamache Kheddouci,et al.  Monitoring in mobile ad hoc networks: A survey , 2014, Comput. Networks.

[13]  Preeti Saxena,et al.  Energy Consumption in Wireless Ad Hoc Network , 2010, 2010 3rd International Conference on Emerging Trends in Engineering and Technology.

[14]  Luiz A. DaSilva,et al.  Protocol support for policy-based management of mobile ad hoc networks , 2004, 2004 IEEE/IFIP Network Operations and Management Symposium (IEEE Cat. No.04CH37507).

[15]  Arthur L. Liestman,et al.  Approximating minimum size weakly-connected dominating sets for clustering mobile ad hoc networks , 2002, MobiHoc '02.

[16]  Ralf Steinmetz,et al.  Mobi-G: Gossip-based monitoring in MANETs , 2014, 2014 IEEE Network Operations and Management Symposium (NOMS).

[17]  H.T. Friis,et al.  A Note on a Simple Transmission Formula , 1946, Proceedings of the IRE.

[18]  Paul Boustead,et al.  Resource Aware Information Collection ( RAIC ) in Ad hoc Networks , 2003 .

[19]  David Hausheer,et al.  BlockTree: Location-aware decentralized monitoring in mobile ad hoc networks , 2013, 38th Annual IEEE Conference on Local Computer Networks.

[20]  Lisandro Zambenedetti Granville,et al.  On using P2P technology to enable opportunistic management in DTNs through statistical estimation , 2014, 2014 IEEE International Conference on Communications (ICC).

[21]  Philippe Martins,et al.  Modeling energy consumption in cellular networks , 2013, Proceedings of the 2013 25th International Teletraffic Congress (ITC).

[22]  Kevin C. Almeroth,et al.  DAMON: a distributed architecture for monitoring multi-hop mobile networks , 2004, 2004 First Annual IEEE Communications Society Conference on Sensor and Ad Hoc Communications and Networks, 2004. IEEE SECON 2004..

[23]  Klara Nahrstedt,et al.  An overview of quality of service routing for next-generation high-speed networks: problems and solutions , 1998, IEEE Netw..

[24]  Y. Ahmet Sekercioglu,et al.  Swarm robotics reviewed , 2012, Robotica.

[25]  Lisandro Zambenedetti Granville,et al.  Hierarchy-based monitoring of Vehicular Delay-Tolerant Networks , 2016, 2016 13th IEEE Annual Consumer Communications & Networking Conference (CCNC).

[26]  Radu State,et al.  Probabilistic Management of Ad-Hoc Networks , 2006, 2006 IEEE/IFIP Network Operations and Management Symposium NOMS 2006.

[27]  Mahbub Hassan,et al.  WANMon: a resource usage monitoring tool for ad hoc wireless networks , 2003, 28th Annual IEEE International Conference on Local Computer Networks, 2003. LCN '03. Proceedings..

[28]  Luiz A. DaSilva,et al.  MMAN - a monitor for mobile ad hoc networks: design, implementation, and experimental evaluation , 2008, WiNTECH '08.