TY - JOUR
T1 - Markov decision processes with applications in wireless sensor networks
T2 - A survey
AU - Abu Alsheikh, Mohammad
AU - Hoang, Dinh Thai
AU - Niyato, Dusit
AU - Tan, Hwee Pink
AU - Lin, Shaowei
PY - 2015/7/1
Y1 - 2015/7/1
N2 - Wireless sensor networks (WSNs) consist of autonomous and resource-limited devices. The devices cooperate to monitor one or more physical phenomena within an area of interest. WSNs operate as stochastic systems because of randomness in the monitored environments. For long service time and low maintenance cost, WSNs require adaptive and robust methods to address data exchange, topology formulation, resource and power optimization, sensing coverage and object detection, and security challenges. In these problems, sensor nodes are used to make optimized decisions from a set of accessible strategies to achieve design goals. This survey reviews numerous applications of the Markov decision process (MDP) framework, a powerful decision-making tool to develop adaptive algorithms and protocols for WSNs. Furthermore, various solution methods are discussed and compared to serve as a guide for using MDPs in WSNs.
AB - Wireless sensor networks (WSNs) consist of autonomous and resource-limited devices. The devices cooperate to monitor one or more physical phenomena within an area of interest. WSNs operate as stochastic systems because of randomness in the monitored environments. For long service time and low maintenance cost, WSNs require adaptive and robust methods to address data exchange, topology formulation, resource and power optimization, sensing coverage and object detection, and security challenges. In these problems, sensor nodes are used to make optimized decisions from a set of accessible strategies to achieve design goals. This survey reviews numerous applications of the Markov decision process (MDP) framework, a powerful decision-making tool to develop adaptive algorithms and protocols for WSNs. Furthermore, various solution methods are discussed and compared to serve as a guide for using MDPs in WSNs.
KW - decision making tools
KW - Markov decision processes (MDPs)
KW - multi-agent systems
KW - optimization methods
KW - stochastic control
KW - Wireless sensor networks
UR - http://www.scopus.com/inward/record.url?scp=84940107302&partnerID=8YFLogxK
UR - http://www.mendeley.com/research/markov-decision-processes-applications-wireless-sensor-networks-survey
U2 - 10.1109/COMST.2015.2420686
DO - 10.1109/COMST.2015.2420686
M3 - Article
AN - SCOPUS:84940107302
SN - 1553-877X
VL - 17
SP - 1239
EP - 1267
JO - IEEE Communications Surveys and Tutorials
JF - IEEE Communications Surveys and Tutorials
IS - 3
M1 - 7080987
ER -