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Power efficiency is a crucial consideration for embedded systems design, particularly in the field of edge computing and IoT devices. This study aims to calibrate the power measurements obtained from the built-in sensors of NVIDIA Jetson…

Signal Processing · Electrical Eng. & Systems 2023-06-26 Neda Shalavi , Aria Khoshsirat , Marco Stellini , Andrea Zanella , Michele Rossi

Energy-constrained sensor nodes can adaptively optimize their energy consumption if a continuous measurement exists. This is of particular importance in scenarios of high dynamics such as energy harvesting or adaptive task scheduling.…

Signal Processing · Electrical Eng. & Systems 2022-07-19 Michel Rottleuthner , Thomas C. Schmidt , Matthias Wählisch

Profiling and minimizing the energy consumption of resource-constrained devices is an essential step towards employing IoT in various application domains. Due to the large size and high cost of commercial energy measurement platforms,…

Networking and Internet Architecture · Computer Science 2018-12-11 Behnam Dezfouli , Immanuel Amirtharaj , Chia-Chi Li

Energy-centric design is paramount in the current embedded computing era: use cases require increasingly high performance at an affordable power budget, often under real-time constraints. Hardware heterogeneity and parallelism help address…

Performance · Computer Science 2025-07-01 Sergio Mazzola , Gabriele Ara , Thomas Benz , Björn Forsberg , Tommaso Cucinotta , Luca Benini

The widespread adoption of IoT has driven the development of cyber-physical systems (CPS) in industrial environments, leveraging Industrial IoTs (IIoTs) to automate manufacturing processes and enhance productivity. The transition to…

Robotics · Computer Science 2025-05-06 Dimitris Kallis , Moysis Symeonides , Marios D. Dikaiakos

Fine-grained runtime power management techniques could be promising solutions for power reduction. Therefore, it is essential to establish accurate power monitoring schemes to obtain dynamic power variation in a short period (i.e., tens or…

Hardware Architecture · Computer Science 2020-09-04 Zhe Lin , Wei Zhang , Sharad Sinha

The amount of energy consumed during the execution of software, and the ability to predict future consumption, is an important factor in the design of embedded electronic systems. In this technical report I examine factors in the execution…

Software Engineering · Computer Science 2014-11-11 Jeremy Morse

Modern-day life is driven by electronic devices connected to the internet. The emerging research field of the Internet-of-Things (IoT) has become popular, just as there has been a steady increase in the number of connected devices. Since…

Hardware Architecture · Computer Science 2023-09-12 Pedro Machado , Ivica Matic , Francisco de Lemos , Isibor Kennedy Ihianle , David Ada Adama

Recent advances in Internet of Things (IoT) and Artificial Intelligence (AI) technologies help ecosystem monitoring to shift towards automated monitoring with low power sensors and embedded vision on powerful processing units. Vision-based…

Systems and Control · Electrical Eng. & Systems 2024-12-31 Marcel Balle , Wenxiu Xu , Kevin FA Darras , Thomas Cherico Wanger

Energy efficiency has emerged as a defining constraint in the evolution of sustainable Internet of Things (IoT) networks. This work moves beyond simulation-based or device-centric studies to deliver measurement-driven, network-level smart…

Networking and Internet Architecture · Computer Science 2025-10-14 Mohammud J. Bocus , Senhui Qiu , Robert J. Piechocki , Kerstin Eder

Accurate and reliable measurement of energy consumption is critical for making well-informed design choices when choosing and training large scale NLP models. In this work, we show that existing software-based energy measurements are not…

Computation and Language · Computer Science 2020-10-13 Qingqing Cao , Aruna Balasubramanian , Niranjan Balasubramanian

Dependable power measurements are the backbone of energy-efficient computing systems. The IBM PowerNV platform offers such power measurements through an embedded PowerPC 405 processor: The On-Chip Controller (OCC). Among other…

Hardware Architecture · Computer Science 2023-04-26 Hannes Tröpgen , Mario Bielert , Thomas Ilsche

Fine-grained power monitoring of software activities becomes unavoidable to maximize the power usage efficiency of data centers. In particular, achieving an optimal scheduling of containers requires the deployment of software-defined…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-28 Guillaume Fieni , Romain Rouvoy , Lionel Seinturier

Computer science marches towards energy-aware practices. This trend impacts not only the design of computer architectures, but also the design of programs. However, developers still lack affordable and accurate technology to measure energy…

Other Computer Science · Computer Science 2017-06-12 Tarsila Bessa , Christopher Gull , Pedro Quintão , Michael Frank , José Nacif , Fernando Magno Quintão Pereira

In the current high-performance and embedded computing era, full-stack energy-centric design is paramount. Use cases require increasingly high performance at an affordable power budget, often under real-time constraints. Extreme…

Performance · Computer Science 2024-01-04 Sergio Mazzola , Gabriele Ara , Thomas Benz , Björn Forsberg , Tommaso Cucinotta , Luca Benini

Low-power and cost-effective IoT sensing nodes enable scalable monitoring of different environments. Some of these environments impose rough and extreme operating conditions, requiring continuous adaptation and reconfiguration of physical…

Networking and Internet Architecture · Computer Science 2025-02-24 Waltenegus Dargie , Christian Poellabauer , Abiy Tasissa

In the ever-growing Internet of Things (IoT) landscape, smart power management algorithms combined with energy harvesting solutions are crucial to obtain self-sustainability. This paper presents an energy-aware adaptive sampling rate…

Systems and Control · Electrical Eng. & Systems 2023-12-22 Marco Giordano , Silvano Cortesi , Prodromos-Vasileios Mekikis , Michele Crabolu , Giovanni Bellusci , Michele Magno

The Internet of Things (IoT) sparks a whole new world of embedded applications. Most of these applications are based on deeply embedded systems that have to operate on limited or unreliable sources of energy, such as batteries or energy…

Software Engineering · Computer Science 2017-09-06 Kyriakos Georgiou , Samuel Xavier-de-Souza , Kerstin Eder

As the Internet of Things (IoT) continues to expand, data security has become increasingly important for ensuring privacy and safety, especially given the sensitive and, sometimes, critical nature of the data handled by IoT devices. There…

Cryptography and Security · Computer Science 2023-03-15 José Ferreira , Alan Oliveira , André Souto , José Cecílio

In recent years, a number of major improvements were introduced in the area of computer networks, energy-efficient network protocols and network management systems. Software Defined Networking (SDN) as a new paradigm for managing complex…

Networking and Internet Architecture · Computer Science 2016-09-20 Dimitar Minovski , Eric Rondeau , Jean-Philippe Georges
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