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Energy consumption is a fundamental concern in mobile application development, bearing substantial significance for both developers and end-users. Main objective of this research is to propose a novel neural network-based framework,…

Neural and Evolutionary Computing · Computer Science 2024-10-28 Seyed Jalaleddin Mousavirad , Luís A. Alexandre

Weather forecasting plays a vital role in numerous sectors, but accurately capturing the complex dynamics of weather systems remains a challenge for traditional statistical models. Apart from Auto Regressive time forecasting models like…

Neural and Evolutionary Computing · Computer Science 2023-11-27 Anuvab Sen , Arul Rhik Mazumder , Dibyarup Dutta , Udayon Sen , Pathikrit Syam , Sandipan Dhar

Energy efficiency has a significant influence on user experience of battery-driven devices such as smartphones and tablets. It is shown that software optimization plays an important role in reducing energy consumption of system. However, in…

Software Engineering · Computer Science 2016-05-19 Xueliang Li , John P. Gallagher

Web browsing is an activity that billions of mobile users perform on a daily basis. Battery life is a primary concern to many mobile users who often find their phone has died at most inconvenient times. The heterogeneous multi-core…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-10-11 Jie Ren , Ling Gao , Hai Wang , Zheng Wang

A hierarchical labeling system for mobile applications (apps) benefits a wide range of downstream businesses that integrate the labeling with their proprietary user data, to improve user modeling. Such a label hierarchy can define more…

Machine Learning · Computer Science 2025-07-08 Jiawei Guo , Yang Xiao , Weipeng Huang , Guangyuan Piao

The web has become a ubiquitous application development platform for mobile systems. Yet, web access on mobile devices remains an energy-hungry activity. Prior work in the field mainly focuses on the initial page loading stage, but fails to…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-08-07 Lu Yuan , Jie Ren , Ling Gao , Zhanyong Tang , Zheng Wang

In the field of human-computer interaction (HCI), the usability assessment of m-learning (mobile-learning) applications is a real challenge. Such assessment typically involves extraction of the best features of an application like…

Human-Computer Interaction · Computer Science 2024-04-26 Muhammad Asghar , Imran Sarwar Bajwa , Shabana Ramzan , Hina Afreen , Saima Abdullah

Managing the limited energy on mobile platforms executing long-running, resource intensive streaming applications requires adapting an application's operators in response to their power consumption. For example, the frame refresh rate may…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-16 Dipayan Mukherjee , Atul Sandur , Kirill Mechitov , Pratik Lahiri , Gul Agha

Energy efficiency is a crucial quality requirement for mobile applications. However, improving energy efficiency is far from trivial as developers lack the knowledge and tools to aid in this activity. In this paper we study the impact of…

Software Engineering · Computer Science 2019-08-29 Luis Cruz , Rui Abreu , John Grundy , Li Li , Xin Xia

The advent of edge devices dedicated to machine learning tasks enabled the execution of AI-based applications that efficiently process and classify the data acquired by the resource-constrained devices populating the Internet of Things. The…

Software Engineering · Computer Science 2023-09-04 Alessandro Tundo , Marco Mobilio , Shashikant Ilager , Ivona Brandić , Ezio Bartocci , Leonardo Mariani

Sustainable development has emerged as a global priority, and industries are increasingly striving to align their operations with sustainable practices. Parallel machine scheduling (PMS) is a critical aspect of production planning that…

Neural and Evolutionary Computing · Computer Science 2023-11-23 Absalom E. Ezugwu

Smartphones and smartphone apps have undergone an explosive growth in the past decade. However, smartphone battery technology hasn't been able to keep pace with the rapid growth of the capacity and the functionality of smartphones and apps.…

Human-Computer Interaction · Computer Science 2018-01-15 Huoran Li , Xuanzhe Liu , Qiaozhu Mei

The increasing usage of smartphones in everyday tasks has been motivated many studies on energy consumption characterization aiming to improve smartphone devices' effectiveness and increase user usage time. In this scenario, it is essential…

Human-Computer Interaction · Computer Science 2020-12-21 Antonio Sa Barreto Neto , Felipe Farias , Marco Aurelio Tomaz Mialaret , Bruno Cartaxo , Priscila Alves Lima , Paulo Maciel

In the power and energy systems area, a progressive increase of literature contributions containing applications of metaheuristic algorithms is occurring. In many cases, these applications are merely aimed at proposing the testing of an…

Artificial Intelligence · Computer Science 2020-08-19 Gianfranco Chicco , Andrea Mazza

Improving software performance through configuration parameter tuning is a common activity during software maintenance. Beyond traditional performance metrics like latency, mobile app developers are interested in reducing app energy usage.…

Software Engineering · Computer Science 2022-01-19 Qiang Xu , James C. Davis , Y. Charlie Hu , Abhilash Jindal

Energy efficiency is an important criterion to judge the quality of mobile apps, but one third of our randomly sampled apps suffer from energy issues that can quickly drain battery power. To understand these issues, we conducted an…

Software Engineering · Computer Science 2019-04-02 Xueliang Li , Yuming Yang , Yepang liu , John P. Gallagher , Kaishun Wu

The energy inefficiency of the apps can be a major issue for the app users which is discussed on App Stores extensively. Previous research has shown the importance of investigating the energy related app reviews to identify the major causes…

Artificial Intelligence · Computer Science 2023-04-25 Noshin Nawal

The impressive growth of smartphone devices in combination with the rising ubiquity of using mobile platforms for sensitive applications such as Internet banking, have triggered a rapid increase in mobile malware. In recent literature, many…

Cryptography and Security · Computer Science 2023-12-20 Harris Papadopoulos , Nestoras Georgiou , Charalambos Eliades , Andreas Konstantinidis

Metaheuristic algorithms are essential for solving complex optimization problems in different fields. However, the difficulty in comparing and rating these algorithms remains due to the wide range of performance metrics and problem…

Neural and Evolutionary Computing · Computer Science 2024-11-28 Evgenia-Maria K. Goula , Dimitris G. Sotiropoulos

By increasing mobile devices in technology and human life, using a runtime and mobile services has gotten more complex along with the composition of a large number of atomic services. Different services are provided by mobile cloud…

Networking and Internet Architecture · Computer Science 2020-07-01 Godar J. Ibrahim , Tarik A. Rashid , Mobayode O. Akinsolu
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