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The Discontinuous Reception (DRX) mechanism is commonly employed in current LTE networks to improve energy efficiency of user equipment (UE). DRX allows UEs to monitor the physical downlink control channel (PDCCH) discontinuously when there…

Networking and Internet Architecture · Computer Science 2015-12-04 Sergio Herrería-Alonso , Miguel Rodríguez-Pérez , Manuel Fernández-Veiga , Cándido López-García

Discontinuous reception (DRX), where a user equip-ment (UE) temporarily disables its receiver, is a critical power saving feature in modern cellular systems. DRX is likely tobe particularly aggressively used in the mmWave and THzfrequencies…

Signal Processing · Electrical Eng. & Systems 2019-08-27 Syed Hashim Ali Shah , Sundar Aditya , Sourjya Dutta , Christopher Slezak , Sundeep Rangan

We present a Reinforcement Learning (RL) approach to the problem of controlling the Discontinuous Reception (DRX) policy from a Base Transceiver Station (BTS) in a cellular network. We do so by means of optimally timing the transmission of…

Information Theory · Computer Science 2024-06-21 Adriano Pastore , Adrián Agustín de Dios , Álvaro Valcarce

3GPP Release 18 cell discontinuous transmission and reception (cell DTX/DRX) is an important new network energy saving feature for 5G. As a time-domain technique, it periodically aggregates the user data transmissions in a given duration of…

Networking and Internet Architecture · Computer Science 2025-07-30 Wei Mao , Lili Wei , Omid Semiari , Shu-ping Yeh , Hosein Nikopour

Improved mobile device battery lifetime and latency mini-mization are critical requirements for enhancing the mobile broadband services and user experience. Long-term evolution (LTE) networks have adopted discontinuous reception (DRX) as…

Information Theory · Computer Science 2020-01-06 Soheil Rostami , Kari Heiska , Oleksandr Puchko , Kari Leppanen , Mikko Valkama

In this paper, we propose a two-timescale delay-optimal base station Discontinuous Transmission (BS-DTX) control and user scheduling for downlink coordinated MIMO systems with energy harvesting capability. To reduce the complexity and…

Systems and Control · Computer Science 2015-06-04 Ying Cui , Vincent K. N. Lau , Yueping Wu

Industrial Internet of Things (IIoT) applications involve real-time monitoring, detection, and data analysis. This is challenged by the intermittent activity of IIoT devices (IIoTDs) and their limited battery capacity. Indeed, the former…

Systems and Control · Electrical Eng. & Systems 2024-07-08 David E. Ruíz-Guirola , Onel L. A. López , Samuel Montejo-Sánchez

Considering grant-free transmissions in low-power IoT networks with unknown time-frequency distribution of interference, we address the problem of Dynamic Resource Configuration (DRC), which amounts to a Markov decision process.…

Information Theory · Computer Science 2021-06-08 Yang Huang , Caiyong Hao , Yijie Mao , Fuhui Zhou

With the advancement of the Industrial Internet of Things (IIoT), IIoT services now exhibit diverse Quality of Service (QoS) requirements in terms of delay, determinacy, and security, which pose significant challenges for alignment with…

Signal Processing · Electrical Eng. & Systems 2025-11-17 Rui Meng , Zhuo Meng , Jiaqi Lu , Xiaodong Xu , Jingxuan Zhang , Xiqi Cheng , Chen Dong

In the rapidly evolving Internet of Things (IoT) domain, we concentrate on enhancing energy efficiency in Deep Learning accelerators on FPGA-based heterogeneous platforms, aligning with the principles of sustainable computing. Instead of…

Hardware Architecture · Computer Science 2026-04-22 Chao Qian , Christopher Cichiwskyj , Tianheng Ling , Gregor Schiele

The Internet of Things paradigm envisages the presence of many battery-powered sensors and this entails the design of energy-aware protocols. Source coding techniques allow to save some energy by compressing the packets sent over the…

Information Theory · Computer Science 2017-02-14 Alessandro Biason , Chiara Pielli , Andrea Zanella , Michele Zorzi

Internet of Things (IoT) devices have become increasingly ubiquitous with applications not only in urban areas but remote areas as well. These devices support industries such as agriculture, forestry, and resource extraction. Due to the…

Networking and Internet Architecture · Computer Science 2025-03-11 Ethan Fettes , Pablo G. Madoery , Halim Yanikomeroglu , Gunes Karabulut-Kurt , Abhishek Naik , Colin Bellinger , Stephane Martel , Khaled Ahmed , Sameera Siddiqui

The Internet of Things (IoT) has been continuously rising in the past few years, and its potentials are now more apparent. However, transient data generation and limited energy resources are the major bottlenecks of these networks. Besides,…

Networking and Internet Architecture · Computer Science 2022-03-25 Hongda Wu , Ali Nasehzadeh , Ping Wang

We propose a decision triggered data transmission and collection (DTDTC) protocol for condition monitoring and anomaly detection in the industrial Internet of things (IIoT). In the IIoT, the collection, processing, encoding, and…

Signal Processing · Electrical Eng. & Systems 2020-02-21 Jiguang He , Long Kong , Tero Frondelius , Olli Silven , Markku Juntti

The wide adoption of wireless devices in the Internet of Things requires controllers that are able to operate with limited resources, such as battery life. Operating these devices robustly in an uncertain environment, while managing…

Systems and Control · Electrical Eng. & Systems 2021-12-03 Yingzhao Lian , Yuning Jiang , Naomi Stricker , Lothar Thiele , Colin N. Jones

Recently, the concept of wake-up radio based access has been considered as an effective power saving mechanism for 5G mobile devices. In this article, the average power consumption of a wake-up radio enabled mobile device is analyzed and…

Information Theory · Computer Science 2019-11-12 Soheil Rostami , Sandra Lagen , Mario Costa , Mikko Valkama , Paolo Dini

Energy efficiency is a key requirement for the Internet of Things, as many sensors are expected to be completely stand-alone and able to run for years without battery replacement. Data compression aims at saving some energy by reducing the…

Information Theory · Computer Science 2016-09-30 Chiara Pielli , Alessandro Biason , Andrea Zanella , Michele Zorzi

We propose a new energy harvesting strategy that uses a dedicated energy source (ES) to optimally replenish energy for radio frequency (RF) energy harvesting powered Internet of Things. Specifically, we develop a two-step dual tunnel energy…

Signal Processing · Electrical Eng. & Systems 2020-02-24 Yu Luo , Lina Pu , Yanxiao Zhao , Guodong Wang , Min Song

This paper presents an approach for energy-neutral Internet of Things (IoT) scenarios where the IoT devices (IoTDs) rely entirely on their energy harvesting capabilities to sustain operation. We use a Markov chain to represent the operation…

Systems and Control · Electrical Eng. & Systems 2024-05-13 David E. Ruíz-Guirola , Onel L. A. López , Samuel Montejo-Sánchez , Israel Leyva Mayorga , Zhu Han , Petar Popovski

With the advancement of video sensors in the Internet of Things, Internet of Video Things (IoVT) systems, capable of delivering abundant and diverse information, have been increasingly deployed for various applications. However, the…

Systems and Control · Electrical Eng. & Systems 2023-10-25 Baolin Chong , Hancheng Lu , Langtian Qin , Chenwu Zhang , Jiasen Li , Chang Wen Chen
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