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Power consumption has become a critical aspect of modern life due to the consistent reliance on technological advancements. Reducing power consumption or following power usage predictions can lead to lower monthly costs and improved…

机器学习 · 计算机科学 2025-12-02 Shivani Mruthyunjaya , Anandi Dutta , Kazi Sifatul Islam

As technology advances, the use of Machine Learning (ML) in cybersecurity is becoming increasingly crucial to tackle the growing complexity of cyber threats. While traditional ML models can enhance cybersecurity, their high energy and…

密码学与安全 · 计算机科学 2024-07-29 Fatemeh Dehrouyeh , Li Yang , Firouz Badrkhani Ajaei , Abdallah Shami

Federated Machine Learning (Fed ML) is a new distributed machine learning technique applied to collaboratively train a global model using clients local data without transmitting it. Nodes only send parameter updates (e.g., weight updates in…

机器学习 · 计算机科学 2023-01-11 Rachid EL Mokadem , Yann Ben Maissa , Zineb El Akkaoui

On-device learning enables edge devices to continually adapt the AI models to new data, which requires a small memory footprint to fit the tight memory constraint of edge devices. Existing work solves this problem by reducing the number of…

计算机视觉与模式识别 · 计算机科学 2021-06-08 Han Cai , Chuang Gan , Ligeng Zhu , Song Han

The rapid expansion of the Internet of Things (IoT) in domains such as smart cities, transportation, and industrial systems has heightened the urgency of addressing their security vulnerabilities. IoT devices often operate under limited…

机器学习 · 计算机科学 2026-01-27 Jake Lyon , Ehsan Saeedizade , Shamik Sengupta

This study confronts the growing challenges of energy consumption and the depletion of energy resources, particularly in the context of smart buildings. As the demand for energy increases alongside the necessity for efficient building…

The preservation of cultural heritage faces growing challenges from climate change, tourism pressure, and limited conservation resources. Existing monitoring solutions are often cost-prohibitive, proprietary, and inflexible, leaving many…

计算机与社会 · 计算机科学 2025-08-05 Juan Palomeque-Gonzalez

The growing demand for Internet of Things (IoT) networks has sparked interest in sustainable, zero-energy designs through Energy Harvesting (EH) to extend the lifespans of IoT sensors. Visible Light Communication (VLC) is particularly…

网络与互联网体系结构 · 计算机科学 2026-05-05 Amila Perera , Roshan Godaliyadda , Marcos Katz

Enabling large-scale energy-efficient Internet-of-things (IoT) connectivity is an essential step towards realization of networked society. While legacy wide-area wireless systems are highly dependent on network-side coordination, the level…

网络与互联网体系结构 · 计算机科学 2018-07-26 Amin Azari , Cicek Cavdar

Earth observation (EO) missions traditionally rely on transmitting raw or minimally processed imagery from satellites to ground stations for computationally intensive analysis. This paradigm is infeasible for CubeSat systems due to…

计算机视觉与模式识别 · 计算机科学 2026-03-23 Luigi Capogrosso , Michele Magno

Internet of Things (IoT) devices in smart grids enable intelligent energy management for grid managers and personalized energy services for consumers. Investigating a smart grid with IoT devices requires a simulation framework with IoT…

系统与控制 · 电气工程与系统科学 2024-12-23 Bang Nguyen , Mayank Panwar , Rob Hovsapian , Yashodhan Agalgaonkar

Tiny Machine Learning (TinyML) is a novel research field aiming at integrating Machine Learning (ML) within embedded devices with limited memory, computation, and energy. Recently, a new branch of TinyML has emerged, focusing on integrating…

In the wake of disruptive IoT technologies generating massive amounts of diverse data, Machine Learning (ML) will play a crucial role in bringing intelligence to Internet of Things (IoT) networks. This paper provides a comprehensive…

网络与互联网体系结构 · 计算机科学 2024-12-30 Zhengdong Li

The low-power Internet of Things (IoT) has been thriving because of the recent technological advancement and ecosystems meeting the vertical application requirements and market needs. An open IoT technology ecosystem of the low-power IoT…

计算机与社会 · 计算机科学 2018-06-14 Peng Hu

The sustainability of Machine Learning-Enabled Systems (MLS), particularly with regard to energy efficiency, is an important challenge in their development and deployment. Self-adaptation techniques, recognized for their potential in energy…

软件工程 · 计算机科学 2024-04-18 Meghana Tedla , Shubham Kulkarni , Karthik Vaidhyanathan

The Internet of Things (IoT) relies on resource-constrained devices for data acquisition, but the vast amount of data generated and security concerns present challenges for efficient data handling and confidentiality. Conventional…

密码学与安全 · 计算机科学 2024-10-21 Gajraj Kuldeep , Qi Zhang

There have been significant issues given the IoT, with heterogeneity of billions of devices and with a large amount of data. This paper proposed an innovative design of the Internet of Things (IoT) Environment Intrusion Detection System (or…

Nowadays, the Internet of Things (IoT) is widely employed, and its usage is growing exponentially because it facilitates remote monitoring, predictive maintenance, and data-driven decision making, especially in the healthcare and industrial…

密码学与安全 · 计算机科学 2025-06-10 Silvia Lucia Sanna , Diego Soi , Davide Maiorca , Giorgio Giacinto

The increasing proliferation of electronic devices in the modern era has led to a significant surge in electronic waste (e-waste). Improper disposal and insufficient recycling of e-waste pose serious environmental and health risks. This…

计算机视觉与模式识别 · 计算机科学 2025-07-08 Ajesh Thangaraj Nadar , Gabriel Nixon Raj , Soham Chandane , Sushant Bhat

Internet of Things (IoT) Analytics often involves applying machine learning (ML) models on data streams. In such scenarios, traditional ML paradigms face obstacles related to continuous learning while dealing with concept drifts, temporal…

机器学习 · 计算机科学 2026-03-11 Federico Giannini , Emanuele Della Valle