Energy Utilization-Aware Operation Control Algorithm in Energy Harvesting Base Stations

Radio frequency (RF) energy transfer has received high attention as a promising technology for wireless sensor networks (WSNs) due to its flexibility of energy supply. However, unplanned RF energy transmissions may lead to increased energy consumption in the main grid. To address this problem, we first develop the energy queuing models for base station (BS) and sensor node (SN). Based on them, we propose an energy utilization-aware operation control algorithm (EU-OCA) to minimize the energy outage probabilities of SNs while maintaining the energy consumption of the main grid below a certain level. In EU-OCA, a controller determines jointly the active/sleep modes and the transmission powers of renewable energy-based BSs with the consideration of the statistical information on the energy arrival of BSs and the energy consumption of SNs. Evaluation results demonstrate that EU-OCA can achieve longer lifetime compared to other BS operation control algorithms while maintaining the energy consumption of the main grid below a target level.

[1]  Yu Cheng,et al.  Energy-throughput tradeoff in sustainable Cloud-RAN with energy harvesting , 2017, 2017 IEEE International Conference on Communications (ICC).

[2]  Victor C. M. Leung,et al.  Energy-Efficient Sub-Carrier and Power Allocation in Cloud-Based Cellular Network With Ambient RF Energy Harvesting , 2017, IEEE Access.

[3]  Juyul Lee,et al.  Non-line-of-sight path loss model for low-height terminals in urban street grid environments , 2015, 2015 IEEE International Symposium on Antennas and Propagation & USNC/URSI National Radio Science Meeting.

[4]  Nirwan Ansari,et al.  Provisioning green energy for small cell BSs , 2014, 2014 IEEE Global Communications Conference.

[5]  Mohamad Yassin,et al.  Survey of ICIC techniques in LTE networks under various mobile environment parameters , 2017, Wirel. Networks.

[6]  Nirwan Ansari,et al.  Smart grid enabled mobile networks: Jointly optimizing BS operation and power distribution , 2014, 2014 IEEE International Conference on Communications (ICC).

[7]  Mohamed K. Watfa,et al.  Multi-Hop Wireless Energy Transfer in WSNs , 2011, IEEE Communications Letters.

[8]  Kenji Nakagawa ON THE SERIES EXPANSION FOR THE STATIONARY PROBABILITIES OF AN M/D/1 QUEUE , 2005 .

[9]  Wuyang Zhou,et al.  Optimal Base Station Sleeping Control in Energy Harvesting Heterogeneous Cellular Networks , 2016, 2016 IEEE 84th Vehicular Technology Conference (VTC-Fall).

[10]  Günes Karabulut-Kurt,et al.  Energy Harvesting From Multiple RF Sources in Wireless Fading Channels , 2016, IEEE Transactions on Vehicular Technology.

[11]  Jie Xu,et al.  UAV-Enabled Wireless Power Transfer: Trajectory Design and Energy Optimization , 2017, IEEE Transactions on Wireless Communications.

[12]  Nitin H. Vaidya,et al.  A MAC protocol to reduce sensor network energy consumption using a wakeup radio , 2005, IEEE Transactions on Mobile Computing.

[13]  Bang Wang,et al.  Energy Cost Minimization in Heterogeneous Cellular Networks with Hybrid Energy Supplies , 2016, Mob. Inf. Syst..

[14]  Shigenobu Sasaki,et al.  RF Energy Transfer for Cooperative Networks: Data Relaying or Energy Harvesting? , 2012, IEEE Communications Letters.

[15]  Slawomir Stanczak,et al.  Planning of Cellular Networks Enhanced by Energy Harvesting , 2013, IEEE Communications Letters.

[16]  Mianxiong Dong,et al.  Energy Cooperation in Battery-Free Wireless Communications with Radio Frequency Energy Harvesting , 2018, ACM Trans. Embed. Comput. Syst..

[17]  Olga Galinina,et al.  On feasibility of 5G-grade dedicated RF charging technology for wireless-powered wearables , 2015, IEEE Wireless Communications.

[18]  Sudarshan Guruacharya,et al.  Self-Sustainability of Energy Harvesting Systems: Concept, Analysis, and Design , 2017, IEEE Transactions on Green Communications and Networking.

[19]  Rui Zhang,et al.  Distributed Wireless Power Transfer With Energy Feedback , 2016, IEEE Transactions on Signal Processing.

[20]  Abolfazl Mehbodniya,et al.  Online Ski Rental for ON/OFF Scheduling of Energy Harvesting Base Stations , 2016, IEEE Transactions on Wireless Communications.

[21]  Mianxiong Dong,et al.  Optimising operation management for multi-micro-grids control , 2018, IET Cyper-Phys. Syst.: Theory & Appl..

[22]  Jaeho Kim,et al.  Energy adaptive MAC protocol for wireless sensor networks with RF energy transfer , 2011, 2011 Third International Conference on Ubiquitous and Future Networks (ICUFN).

[23]  Xuemin Shen,et al.  RF Energy Harvesting and Transfer in Cognitive Radio Sensor Networks: Opportunities and Challenges , 2018, IEEE Communications Magazine.

[24]  Harish Viswanathan,et al.  Wide-area Wireless Communication Challenges for the Internet of Things , 2015, IEEE Communications Magazine.

[25]  Behrouz Maham,et al.  Game-Theoretic Approaches for Energy Cooperation in Energy Harvesting Small Cell Networks , 2017, IEEE Transactions on Vehicular Technology.

[26]  Prusayon Nintanavongsa,et al.  Medium access control protocol design for sensors powered by wireless energy transfer , 2013, 2013 Proceedings IEEE INFOCOM.

[27]  Setareh Maghsudi,et al.  Distributed User Association in Energy Harvesting Small Cell Networks: A Probabilistic Bandit Model , 2016, IEEE Transactions on Wireless Communications.

[28]  Mohammad Reza Nakhai,et al.  Real-time power balancing in green CoMP network with wireless information and energy transfer , 2015, 2015 IEEE 26th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC).

[29]  Caijun Zhong,et al.  Application of smart antenna technologies in simultaneous wireless information and power transfer , 2014, IEEE Communications Magazine.

[30]  Nirwan Ansari,et al.  On Optimizing Green Energy Utilization for Cellular Networks with Hybrid Energy Supplies , 2013, IEEE Transactions on Wireless Communications.

[31]  Zheng Guo,et al.  Base station energy cooperation in green cellular networks , 2013, 2013 IEEE Global Conference on Signal and Information Processing.

[32]  Sangheon Pack,et al.  OB-DETA: Observation-based directional energy transmission algorithm in energy harvesting networks , 2019, Journal of Communications and Networks.

[33]  Tiankui Zhang,et al.  Two-Dimensional Optimization on User Association and Green Energy Allocation for HetNets With Hybrid Energy Sources , 2015, IEEE Transactions on Communications.

[34]  Mianxiong Dong,et al.  Energy-efficient routing for mobile data collectors in wireless sensor networks with obstacles , 2016, Peer-to-Peer Networking and Applications.

[35]  Swades De,et al.  Experimental demonstration of multi-hop RF energy transfer , 2013, 2013 IEEE 24th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC).

[36]  Tiejun Lv,et al.  Energy efficiency of two-tier heterogeneous networks with energy harvesting , 2017, 2017 IEEE International Conference on Communications (ICC).

[37]  Swades De,et al.  RF Energy Transfer Channel Models for Sustainable IoT , 2018, IEEE Internet of Things Journal.

[38]  Ozgur B. Akan,et al.  Internet of Hybrid Energy Harvesting Things , 2018, IEEE Internet of Things Journal.

[39]  Stefania Sesia,et al.  LTE - The UMTS Long Term Evolution, Second Edition , 2011 .

[40]  Khaled Ben Letaief,et al.  Joint base station assignment and power control in hybrid energy supply wireless networks , 2015, 2015 IEEE Wireless Communications and Networking Conference (WCNC).

[41]  Sangheon Pack,et al.  A Software-Defined Surveillance System With Energy Harvesting: Design and Performance Optimization , 2018, IEEE Internet of Things Journal.