Modeling and Analysis: Energy Harvesting in the Internet of Things

Yu-Hsuan Chen, Bryan K. F. Ng, Winston K.G. Seah, Ai-Chun Pang
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引用次数: 9

Abstract

In the Internet of Things(IoT), the size constraint of those small and embedded devices limits the network lifetime because limited energy can be stored on these devices. In recent years, energy harvesting technology has attracted increasing attention, due to its ability to extend the network lifetime significantly. However, the performance of IoT devices powered by energy harvesting sources has not been fully analyzed and understood. In this paper, we model the energy harvesting process in IoT devices using slotted Carrier Sense Multiple Access with Collision Avoidance (CSMA /CA) mechanism of IEEE 802.15.4 standard, and analyze the performance in terms of delay and throughput. Our new model successfully integrates the energy harvesting process and binary backoff process through a unified Markov chain model. Finally, the new model is validated by simulation and the throughput errors between simulation and analytical model are no more than 6%. We demonstrate the application of the model with different energy harvesting rate corresponding to different sources such as solar and vibration energy harvesters.
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建模与分析:物联网中的能量收集
在物联网(IoT)中,这些小型嵌入式设备的尺寸限制限制了网络的寿命,因为这些设备可以存储的能量有限。近年来,能量收集技术因其能够显著延长网络寿命而受到越来越多的关注。然而,由能量收集源供电的物联网设备的性能尚未得到充分的分析和理解。本文采用IEEE 802.15.4标准的开槽载波感知多址防碰撞(CSMA /CA)机制对物联网设备中的能量收集过程进行建模,并从延迟和吞吐量方面分析其性能。我们的新模型通过统一的马尔可夫链模型成功地将能量收集过程和二元回退过程集成在一起。最后,通过仿真验证了新模型的有效性,仿真结果与解析模型的吞吐量误差不超过6%。针对不同的能源,如太阳能和振动能量采集器,我们演示了不同能量收集率的模型的应用。
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