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相关论文: A Multi-Modal IoT Node for Energy-Efficient Enviro…

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This study investigates the effectiveness and efficiency of two variants of the XGBoost regression model, the full-capacity and lightweight (tiny) versions, for predicting the concentrations of carbon monoxide (CO) and nitrogen dioxide…

机器学习 · 计算机科学 2025-12-01 Md. Sad Abdullah Sami , Mushfiquzzaman Abid

In this paper, the energy efficiency of edge computing platforms for IoT networks connected to a passive optical network (PON) is investigated. We have developed a mixed integer linear programming (MILP) optimization model, which optimizes…

网络与互联网体系结构 · 计算机科学 2020-04-21 Zaineb T. Al-Azez , Ahmed Q. Lawey , Taisir E. H. El-Gorashi , Jaafar M. H. Elmirghani

Air Quality Multi-sensors Systems (AQMS) are IoT devices based on low cost chemical microsensors array that recently have showed capable to provide relatively accurate air pollutant quantitative estimations. Their availability permits to…

信号处理 · 电气工程与系统科学 2020-03-27 Saverio De Vito , Girolamo Di Francia , Elena Esposito , Sergio Ferlito , Fabrizio Formisano , Ettore Massera

Time-series data processing is an important component of many real-world applications, such as health monitoring, environmental monitoring, and digital agriculture. These applications collect distinct windows of sensor data (e.g., few…

机器学习 · 计算机科学 2024-07-12 Dina Hussein , Lubah Nelson , Ganapati Bhat

The Internet of Things (IoT) enables a wide variety of applications where large sensor networks are deployed in remote areas without power grid access. Thus, the sensor nodes often run on batteries, whose replacement and disposal represent…

网络与互联网体系结构 · 计算机科学 2022-12-20 Martina Capuzzo , Carmen Delgado , Jeroen Famaey , Andrea Zanella

This paper introduces EcoPull, a sustainable Internet of Things (IoT) framework empowered by tiny machine learning (TinyML) models for fetching images from wireless visual sensor networks. Two types of learnable TinyML models are installed…

网络与互联网体系结构 · 计算机科学 2024-05-02 Mathias Thorsager , Victor Croisfelt , Junya Shiraishi , Petar Popovski

This study focused on the development of a smart greenhouse system for hydroponic gardens with the adaptation of the Internet of Things and monitored through mobile as one of the solutions towards the negative effects of the worlds booming…

系统与控制 · 电气工程与系统科学 2023-05-03 Arcel Christian H. Austria , John Simon Fabros , Kurt Russel G. Sumilang , Jocelyn Bernardino , Anabella C. Doctor

Maintaining optimal water quality in aquariums is critical for aquatic health but remains challenging due to the need for continuous monitoring of multiple parameters. Traditional manual methods are inefficient, labor-intensive, and prone…

计算机视觉与模式识别 · 计算机科学 2026-01-14 MD Fatin Ishraque Ayon , Sabrin Nahar , Ataur Rahman , Md. Taslim Arif , Abdul Hasib , A. S. M. Ahsanul Sarkar Akib

In an IoP environment, edge computing has been proposed to address the problems of resource limitations of edge devices such as smartphones as well as the high-latency, user privacy exposure and network bottleneck that the cloud computing…

分布式、并行与集群计算 · 计算机科学 2020-11-03 Khaled Alanezi , Shivakant Mishra

This study presents high-throughput, real-time multi-agent affective computing framework designed to enhance classroom learning through emotional state monitoring. As large classroom sizes and limited teacher student interaction…

计算机视觉与模式识别 · 计算机科学 2026-03-18 Hai Nguyen , Hieu Dao , Hung Nguyen , Nam Vu , Cong Tran

Deep learning (DL) models have emerged as a promising solution for the Internet of Things (IoT). However, due to their computational complexity, DL models consume significant amounts of energy, which can rapidly drain the battery and…

系统与控制 · 电气工程与系统科学 2024-11-05 Marcello Bullo , Seifallah Jardak , Pietro Carnelli , Deniz Gündüz

Scalable and effective calibration is a fundamental requirement for Low Cost Air Quality Monitoring Systems and will enable accurate and pervasive monitoring in cities. Suffering from environmental interferences and fabrication variance,…

Particulate matter (PM) is considered the primary contributor to air pollution and has severe implications for general health. PM concentration has high spatial variability and thus needs to be monitored locally. Traditional PM monitoring…

Small-scale farming communities are disproportionately affected by water scarcity, erratic climate patterns, and a lack of access to advanced, affordable agricultural technologies. To address these challenges, this paper presents a novel,…

As the number of Internet of Things (IoT) devices continuously grows and application scenarios constantly enrich, the volume of sensor data experiences an explosive increase. However, substantial data demands considerable energy during…

网络与互联网体系结构 · 计算机科学 2025-10-27 Zongyang Yuan , Lailong Luo , Qianzhen Zhang , Bangbang Ren , Deke Guo , Richard T. B. Ma

Advancements in nanotechnology promises new capabilities for Internet of Things (IoT) to monitor extremely fine-grained events by deploying sensors as small as a few hundred nanometers. Researchers predict that such tiny sensors can…

信号处理 · 电气工程与系统科学 2018-08-22 Shree Prasad M. , Trilochan Panigrahi , Mahbub Hassan

Applications in the Internet of Things (IoT) utilize machine learning to analyze sensor-generated data. However, a major challenge lies in the lack of targeted intelligence in current sensing systems, leading to vast data generation and…

机器学习 · 计算机科学 2024-02-08 Wenjun Huang , Arghavan Rezvani , Hanning Chen , Yang Ni , Sanggeon Yun , Sungheon Jeong , Mohsen Imani

This work presents an innovative, multidisciplinary and cost-effective ecosystem of ICT solutions able to collect, process and distribute geo-referenced information about the influence of pollution and micro-climatic conditions on the…

网络与互联网体系结构 · 计算机科学 2022-05-31 Bacco Manlio , Delmastro Franca , Ferro Erina , Gotta Alberto

Given the increasingly serious air pollution problem, the monitoring of air quality index (AQI) in urban areas has drawn considerable attention. This paper presents ImgSensingNet, a vision guided aerial-ground sensing system, for…

系统与控制 · 计算机科学 2019-05-28 Yuzhe Yang , Zhiwen Hu , Kaigui Bian , Lingyang Song

The proliferation of the Internet of Things (IoT) technologies have strengthen the self-monitoring and autonomous characteristics of the sensor networks deployed in numerous application areas. The recent developments of the edge computing…

网络与互联网体系结构 · 计算机科学 2019-03-15 Archana Rajakaruna , Ahsan Manzoor , Pawani Porambage , Madhusanka Liyanage , Mika Ylianttila , Andrei Gurtov