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Information, Volume 16, Issue 9

2025 September - 109 articles

Cover Story: This work presents a real-world predictive maintenance solution in a food-processing facility, combining IoT sensor data on motor temperature and vibration with ERP production records. Ensemble machine-learning models such as XGBoost forecast critical threshold breaches up to ten minutes ahead, enabling proactive interventions and preventing costly failures. Through careful feature engineering, rigorous preprocessing, and sliding-window validation, the approach delivers high accuracy for temperature forecasting and promising results for vibration prediction. The deployed dashboard and API integrate into daily operations, reducing downtime, lowering maintenance costs, and improving equipment reliability—providing a scalable blueprint for Industry 4.0 manufacturers. View this paper
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Articles (109)

  • Article
  • Open Access
867 Views
23 Pages

From Digital Services to Sustainable Ones: Novel Industry 5.0 Environments Enhanced by Observability

  • Andrea Sabbioni,
  • Antonio Corradi,
  • Stefano Monti and
  • Carlos Roberto De Rolt

22 September 2025

The rapid evolution of Information Technologies is deeply transforming manufacturing, demanding innovative and enhanced production paradigms. Industry 5.0 further advances that transformation by fostering a more resilient, sustainable, and human-cent...

  • Article
  • Open Access
1,178 Views
26 Pages

22 September 2025

Parkinson’s disease (PD) is a progressive neurodegenerative disorder that impairs motor function, often causing tremors and difficulty with movement control. A promising diagnostic method involves analyzing hand-drawn patterns, such as spirals...

  • Review
  • Open Access
3 Citations
1,561 Views
24 Pages

Leveraging Artificial Intelligence for Sustainable Tutoring and Dropout Prevention in Higher Education: A Scoping Review on Digital Transformation

  • Washington Raúl Fierro Saltos,
  • Fabian Eduardo Fierro Saltos,
  • Veloz Segura Elizabeth Alexandra and
  • Edgar Fabián Rivera Guzmán

22 September 2025

The increasing integration of artificial intelligence into educational processes offers new opportunities to address critical issues in higher education, such as student dropout, academic underperformance, and the need for personalized tutoring. This...

  • Article
  • Open Access
1,119 Views
23 Pages

21 September 2025

In recent years, the remarkable versatility of large language models (LLMs) has spurred considerable interest in leveraging their capabilities for recommendation systems. Critically, we argue that the intrinsic aptitude of LLMs for modeling sequentia...

  • Article
  • Open Access
1,171 Views
17 Pages

20 September 2025

Measuring the reliability of performance evaluations is particularly important when we evaluate non-deterministic models. This is the case of using large language models (LLMs) in classification tasks, where different runs generate different outputs....

  • Article
  • Open Access
675 Views
31 Pages

20 September 2025

Industrial process monitoring increasingly relies on sensor-generated time-series data, yet the lack of labels, high variability, and operational noise make it difficult to extract meaningful patterns using conventional methods. Existing clustering t...

  • Article
  • Open Access
1,649 Views
28 Pages

19 September 2025

The display contrast and efficiency of power consumption for LCDs (Liquid Crystal Displays) continue to attract attention from both industry and academia. Local dimming approaches for direct-type backlight modules (BLMs, also referred to as backlight...

  • Article
  • Open Access
1 Citations
1,291 Views
17 Pages

19 September 2025

The governance of artificial intelligence (AI) in education requires theoretical grounding that extends beyond system compliance toward outcome-focused accountability. The EU AI Act classifies AI-based learning outcome assessment (AIB-LOA) as a high-...

  • Article
  • Open Access
919 Views
35 Pages

A Modified PESTEL- and FCM-Driven Decision Support System to Mitigate the Extinction of Marine Species in the Mediterranean Sea

  • Konstantinos Kokkinos,
  • Theodoros Pitropakis,
  • Teodora Karagyaurova,
  • Ia Mosashvili and
  • Dimitris Klaoudatos

18 September 2025

The Mediterranean Sea, a biodiversity hotspot with over 8500 marine species, faces escalating threats from climate change, pollution, overfishing, and habitat degradation. This study introduces a novel Decision Support System (DSS) integrating a modi...

  • Article
  • Open Access
1 Citations
2,540 Views
25 Pages

Story Generation from Visual Inputs: Techniques, Related Tasks, and Challenges

  • Daniel A. P. Oliveira,
  • Eugénio Ribeiro and
  • David Martins de Matos

18 September 2025

Creating engaging narratives from visual data is crucial for automated digital media consumption, assistive technologies, and interactive entertainment. This survey covers methodologies used in the generation of these narratives, focusing on their pr...

  • Article
  • Open Access
1,527 Views
20 Pages

18 September 2025

Over the last 15 years, cyberattacks have moved from attacking IT systems to targeted attacks on Operational Technology (OT) systems, also known as Cyber–Physical Systems (CPS). The first targeted OT cyberattack was Stuxnet in 2010, at which ti...

  • Article
  • Open Access
2 Citations
3,660 Views
14 Pages

18 September 2025

Today, the impact of information technologies (IT) on humanity in this artificial intelligence (AI) era is vast, transformative, and remarkable, especially on human beliefs, practices, and truth discovery. Modern IT advancements like AI, particularly...

  • Article
  • Open Access
1 Citations
2,874 Views
32 Pages

BPMN-Based Design of Multi-Agent Systems: Personalized Language Learning Workflow Automation with RAG-Enhanced Knowledge Access

  • Hedi Tebourbi,
  • Sana Nouzri,
  • Yazan Mualla,
  • Meryem El Fatimi,
  • Amro Najjar,
  • Abdeljalil Abbas-Turki and
  • Mahjoub Dridi

17 September 2025

The intersection of Artificial Intelligence (AI) and education is revolutionizing learning and teaching in this digital era, with Generative AI and large language models (LLMs) providing even greater possibilities for the future. The digital transfor...

  • Article
  • Open Access
1,457 Views
15 Pages

Smartphone-Based Seamless Scene and Object Recognition for Visually Impaired Persons

  • Fisilmi Azizah Rahman,
  • Ferina Ayu Pusparani,
  • Wen Liang Yeoh and
  • Osamu Fukuda

17 September 2025

This study introduces a mobile application designed to assist visually impaired persons (VIPs) in navigating complex environments, such as supermarkets. Recent assistive tools often identify objects in isolation without providing contextual awareness...

  • Article
  • Open Access
706 Views
18 Pages

A Multi-Angle Semantic Feature Fusion Method for Web User Behavior Anomaly Detection

  • Li Wang,
  • Mingshan Xia,
  • Yakang Li,
  • Jiahong Xu,
  • Fengyao Hou and
  • Fazhi Qi

17 September 2025

To address the increasing complexity of web user behavior anomaly detection and the issue of missing semantic information caused by relying solely on features like request semantics or request sequences, this study proposes a multi-angle semantic fea...

  • Article
  • Open Access
2,823 Views
24 Pages

17 September 2025

Machine learning in natural language processing (NLP) analyzes datasets to make future predictions, but developing accurate models requires large, high-quality, and balanced datasets. However, collecting such datasets, especially for low-resource lan...

  • Article
  • Open Access
2,469 Views
45 Pages

16 September 2025

Energy forecasting is critical for modern power systems, enabling proactive grid control and efficient resource optimization. However, energy forecasting projects require systematic approaches that span project inception to model deployment while ens...

  • Article
  • Open Access
2 Citations
1,680 Views
16 Pages

Secure Multifaceted-RAG: Hybrid Knowledge Retrieval with Security Filtering

  • Grace Byun,
  • Shinsun Lee,
  • Nayoung Choi and
  • Jinho D. Choi

16 September 2025

Existing Retrieval-Augmented Generation (RAG) systems face challenges in enterprise settings due to limited retrieval scope and data security risks. When relevant internal documents are unavailable, the system struggles to generate accurate and compl...

  • Article
  • Open Access
922 Views
20 Pages

15 September 2025

Locally Repairable Codes (LRCs) have become the dominant design in wide-stripe erasure coding storage systems due to their excellent locality and low repair bandwidth. In such systems, the repair degree—defined as the number of helper nodes con...

  • Article
  • Open Access
978 Views
23 Pages

A Container-Native IAM Framework for Secure Green Mobility: A Case Study with Keycloak and Kubernetes

  • Alexandre Sousa,
  • Frederico Branco,
  • Arsénio Reis and
  • Manuel J. C. S. Reis

15 September 2025

The rapid adoption of green mobility solutions—such as electric-vehicle sharing and intelligent transportation systems—has accelerated the integration of Internet of Things (IoT) technologies, introducing complex security and performance...

  • Article
  • Open Access
2 Citations
1,850 Views
13 Pages

15 September 2025

Blockchain is described as a technology of trust. Its design relies on cryptography, decentralization, and immutability to ensure secure and transparent transactions. Yet users frequently report confusion, frustration, and skepticism when engaging wi...

  • Article
  • Open Access
724 Views
17 Pages

15 September 2025

Effectively managing visual search tasks across multiple spatial regions during daily activities such as driving, cycling, and navigating complex environments often overwhelms visual processing capacity, increasing the risk of errors and missed criti...

  • Article
  • Open Access
1,453 Views
18 Pages

15 September 2025

Currently, high quality datasets focused on Sign Language Recognition are either private, proprietary or difficult to obtain due to costs. Therefore, we aim to mitigate this problem by augmenting a publicly available dataset with artificially generat...

  • Article
  • Open Access
1 Citations
1,480 Views
25 Pages

15 September 2025

Traffic sign detection is critically important for intelligent transportation systems, yet persistent challenges like multi-scale variation and complex background interference severely degrade detection accuracy and real-time performance. To address...

  • Article
  • Open Access
855 Views
25 Pages

A FinTech-Aligned Optimization Framework for IoT-Enabled Smart Agriculture to Mitigate Greenhouse Gas Emissions

  • Sofia Polymeni,
  • Dimitrios N. Skoutas,
  • Georgios Kormentzas and
  • Charalabos Skianis

14 September 2025

With agriculture being the second biggest contributor to greenhouse gas (GHG) emissions through the excessive use of fertilizers, machinery, and inefficient farming practices, global efforts to reduce emissions have been intensified, opting for smart...

  • Article
  • Open Access
1 Citations
1,611 Views
22 Pages

Detection of Fake News in Romanian: LLM-Based Approaches to COVID-19 Misinformation

  • Alexandru Dima,
  • Ecaterina Ilis,
  • Diana Florea and
  • Mihai Dascalu

13 September 2025

The spread of misinformation during the COVID-19 pandemic raised widespread concerns about public health communication and media reliability. In this study, we focus on these issues as they manifested in Romanian-language media and employ Large Langu...

  • Article
  • Open Access
1,762 Views
15 Pages

Digital Governance, Democracy and Public Funding Efficiency in the EU-27: Comparative Insights with Emphasis on Greece

  • Kyriaki Efthalitsidou,
  • Konstantinos Spinthiropoulos,
  • George Vittas and
  • Nikolaos Sariannidis

12 September 2025

This study explores the relationship between digital governance, democratic quality, and public funding efficiency across the EU-27, with an emphasis on Greece. Using 2023 cross-sectional data from the DESI, Worldwide Governance Indicators, and Euros...

  • Article
  • Open Access
2,329 Views
44 Pages

12 September 2025

The creation of digital educational games often lacks strong user-centered design despite available frameworks, which tend to focus on technical and instructional aspects. This paper presents the Empathic Design Thinking Framework (EDTF), a structure...

  • Article
  • Open Access
1 Citations
2,203 Views
41 Pages

Balancing Business, IT, and Human Capital: RPA Integration and Governance Dynamics

  • José Cascais Brás,
  • Ruben Filipe Pereira,
  • Marcella Melo,
  • Isaias Scalabrin Bianchi and
  • Rui Ribeiro

12 September 2025

In the era of rapid technological progress, Robotic Process Automation (RPA) has emerged as a pivotal tool across professional domains. Organizations pursue automation to boost efficiency and productivity, control costs, and reduce errors. RPA softwa...

  • Article
  • Open Access
1 Citations
832 Views
16 Pages

11 September 2025

To address the challenges of extensive domain expertise and deficient semantic comprehension in the digital preservation of ancient ceramics, this paper proposes a knowledge question answering (QA) system integrating Low-Rank Adaptation (LoRA) fine-t...

  • Review
  • Open Access
1,594 Views
40 Pages

11 September 2025

This paper addresses the nature of information through a thematic review of the literature. The nature of information describes its fundamental qualities, including structure, meaning, content and use. This paper reviews the critical and theoretical...

  • Article
  • Open Access
966 Views
18 Pages

HiPC-QR: Hierarchical Prompt Chaining for Query Reformulation

  • Hua Yang,
  • Hanyang Li and
  • Teresa Gonçalves

11 September 2025

Query reformulation techniques optimize user queries to better align with documents, thus improving the performance of Information Retrieval (IR) systems. Previous methods have primarily focused on query expansion using techniques such as synonym rep...

  • Article
  • Open Access
1,130 Views
33 Pages

10 September 2025

Dengue fever is a mosquito-borne viral disease that annually affects 100–400 million people worldwide. Early detection of dengue enables easy treatment planning and helps reduce mortality rates. This study proposes three Swarm-based Metaheurist...

  • Article
  • Open Access
607 Views
23 Pages

10 September 2025

In aluminum electrolysis workshops, real-time pose perception of shelling heads is crucial to process accuracy and equipment safety. However, due to high temperatures, smoke, dust, and metal obstructions, traditional pose estimation methods struggle...

  • Systematic Review
  • Open Access
1 Citations
5,636 Views
37 Pages

10 September 2025

Developmental dyscalculia is a neurobiologically based learning disorder that impairs numerical processing and calculation abilities. Numerous studies underscore the critical importance of early detection to enable effective intervention, highlightin...

  • Article
  • Open Access
1 Citations
3,128 Views
15 Pages

Analysis of Large Language Models for Company Annual Reports Based on Retrieval-Augmented Generation

  • Abhijit Mokashi,
  • Bennet Puthuparambil,
  • Chaissy Daniel and
  • Thomas Hanne

10 September 2025

Large language models (LLMs) like ChatGPT-4 and Gemini 1.0 demonstrate significant text generation capabilities but often struggle with outdated knowledge, domain specificity, and hallucinations. Retrieval-Augmented Generation (RAG) offers a promisin...

  • Article
  • Open Access
1 Citations
998 Views
20 Pages

10 September 2025

Scientific creativity is a crucial indicator of adolescents’ potential in science and technology, and its automated evaluation plays a vital role in the early identification of innovative talent. To address challenges such as limited sample siz...

  • Review
  • Open Access
2 Citations
1,278 Views
25 Pages

9 September 2025

The rapid growth of digital content in Urdu has created an urgent need for effective automatic text summarization (ATS) systems. While extractive methods have been widely studied, abstractive summarization for Urdu remains largely unexplored due to t...

  • Article
  • Open Access
923 Views
38 Pages

A Hybrid Framework for the Sensitivity Analysis of Software-Defined Networking Performance Metrics Using Design of Experiments and Machine Learning Techniques

  • Chekwube Ezechi,
  • Mobayode O. Akinsolu,
  • Wilson Sakpere,
  • Abimbola O. Sangodoyin,
  • Uyoata E. Uyoata,
  • Isaac Owusu-Nyarko and
  • Folahanmi T. Akinsolu

9 September 2025

Software-defined networking (SDN) is a transformative approach for managing modern network architectures, particularly in Internet-of-Things (IoT) applications. However, ensuring the optimal SDN performance and security often needs a robust sensitivi...

  • Article
  • Open Access
1 Citations
808 Views
25 Pages

Opinion Formation in Wikipedia Ising Networks

  • Leonardo Ermann,
  • Klaus M. Frahm and
  • Dima L. Shepelyansky

9 September 2025

We study the properties of opinion formation on Wikipedia Ising Networks. Each Wikipedia article is represented as a node, and links are formed by citations of one article to another, generating a directed network of a given language edition with mil...

  • Article
  • Open Access
897 Views
18 Pages

9 September 2025

With global supply chains being reshaped and costs surging, China’s manufacturing sector faces mounting pressure to retain its position as the world’s largest manufacturing center. Meeting this challenge demands the full mobilization of d...

  • Article
  • Open Access
747 Views
17 Pages

8 September 2025

The development of online courses aligned with sustainable education principles is crucial for equipping learners with 21st-century skills essential for a sustainable future. As online education expands, predicting achievers (in this research, studen...

  • Article
  • Open Access
795 Views
21 Pages

8 September 2025

Due to the increasing harmfulness of software vulnerabilities, it is increasingly suggested to propose more efficient vulnerability assessment methods. However, existing methods mainly rely on manual updates and inefficient rule matching, and they st...

  • Review
  • Open Access
4,870 Views
33 Pages

Identity Management Systems: A Comprehensive Review

  • Zhengze Feng,
  • Ziyi Li,
  • Hui Cui and
  • Monica T. Whitty

8 September 2025

Blockchain technology has introduced new paradigms for identity management systems (IDMSs), enabling users to regain control over their identity data and reduce reliance on centralized authorities. In recent years, numerous blockchain-based IDMS solu...

  • Article
  • Open Access
646 Views
19 Pages

7 September 2025

Compressive Learning (CL) is an emerging paradigm that allows machine learning models to perform inference directly from compressed measurements, significantly reducing sensing and computational costs. While existing CL approaches have achieved compe...

  • Article
  • Open Access
1,294 Views
15 Pages

7 September 2025

Large language models (LLMs) often fail to correctly associate biomedical terms with their standardized ontology identifiers, posing challenges for downstream applications that rely on accurate, machine-readable codes. These linking failures can comp...

  • Article
  • Open Access
978 Views
20 Pages

A Gramian Angular Field-Based Convolutional Neural Network Approach for Crack Detection in Low-Power Turbines from Vibration Signals

  • Angel H. Rangel-Rodriguez,
  • Juan P. Amezquita-Sanchez,
  • David Granados-Lieberman,
  • David Camarena-Martinez,
  • Maximiliano Bueno-Lopez and
  • Martin Valtierra-Rodriguez

6 September 2025

The detection of damage in wind turbine blades is critical for ensuring their operational efficiency and longevity. This study presents a novel method for wind turbine blade damage detection, utilizing Gramian Angular Field (GAF) transformations of v...

  • Article
  • Open Access
955 Views
21 Pages

6 September 2025

GitHub hosts over 10 million repositories, providing researchers with vast opportunities to study diverse software engineering problems. However, as anyone can create a repository for any purpose at no cost, open-source platforms contain many non-coo...

  • Article
  • Open Access
762 Views
23 Pages

Hardware Validation for Semi-Coherent Transmission Security

  • Michael Fletcher,
  • Jason McGinthy and
  • Alan J. Michaels

5 September 2025

The rapid growth of Internet-connected devices integrating into our everyday lives has no end in sight. As more devices and sensor networks are manufactured, security tends to be a low priority. However, the security of these devices is critical, and...

  • Article
  • Open Access
1,226 Views
29 Pages

5 September 2025

Social networks generate vast amounts of data that can reveal patterns of human behaviour, social attachment, and mental states. This paper explores advanced machine learning techniques to detect and model such patterns, focusing on community structu...

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Information - ISSN 2078-2489