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Engineering Proceedings, Volume 112, Issue 1

2025 ICATH 2025 - 82 articles

7th Edition of the International Conference on Advanced Technologies for Humanity (ICATH 2025)

Kenitra, Morocco | 9–11 July 2025

Volume Editors:
Brahim El bhiri, Harmony Technology, Rabat, Morocco
Ayman S. Mosallam, University of California, Irvine, CA, USA

Cover Story: The 7th International Conference on Advanced Technologies for Humanity (ICATH 2025), held from July 9 to 11, 2025, at ENSA Kenitra, Morocco, brought together leading experts, researchers, and innovators from around the world to present and discuss cutting-edge solutions for sustainable development. Organized under the aegis of the Ministry of Digital Transition and Administration Reform, with Minister Mrs. Amal El Fallah Seghrouchni serving as Honorary Chair and Plenary Keynote Speaker, ICATH 2025 showcased rigorous peer-reviewed contributions spanning artificial intelligence, sustainable energy, smart manufacturing, civil engineering, materials science, smart buildings, environmental technologies, and digital transformation, driving collaboration, innovation, and tangible impacts.
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Articles (82)

  • Proceeding Paper
  • Open Access
154 Views
10 Pages

6 February 2026

This article provides an in-depth evaluation of sustainability performance within the mining sector by employing the Fuzzy Analytic Network Process (FANP). The assessment centers on five fundamental dimensions: economic, social, environmental, operat...

  • Proceeding Paper
  • Open Access
224 Views
11 Pages

Predictive Maintenance in Pharma Manufacturing: Challenges and Strategic Directions

  • Oumaima Manchadi,
  • Fatima-Ezzahraa Ben-Bouazza,
  • Aymane Edder,
  • Idriss Tafala and
  • Bassma Jioudi

14 January 2026

Predictive maintenance (PdM) has emerged as a critical enabler for improving reliability, operational efficiency, and regulatory compliance in pharmaceutical manufacturing. Despite its proven effectiveness in several industrial sectors, PdM adoption...

  • Proceeding Paper
  • Open Access
194 Views
10 Pages

A Generic Model Integrating Machine Learning and Lean Six Sigma

  • Fadwa Farchi,
  • Chayma Farchi,
  • Badr Touzi and
  • Charif Mabrouki

19 January 2026

With rapid urbanization and population growth, efficient transportation systems are increasingly crucial, particularly in sectors like healthcare and pharmaceutical logistics, which face unique challenges. In Morocco, there is a lack of studies on ph...

  • Proceeding Paper
  • Open Access
247 Views
14 Pages

16 December 2025

Underwater Wireless Sensor Networks (UWSNs) are widely used technologies in aquatic environments. However, these types of networks face several constraints caused by the mobility of nodes, energy consumption, and constraints due to acoustic communica...

  • Proceeding Paper
  • Open Access
515 Views
10 Pages

11 December 2025

Automation and digitization have gained every aspect of our life. Performance and digital are precepted as twins, and thus process improvement (i.e., performance continuous seek) has fatally met digital. Digital transformation implies a good understa...

  • Proceeding Paper
  • Open Access
489 Views
8 Pages

12 December 2025

Smart cities increasingly rely on intelligent technologies to improve urban infrastructure, sustainability, and quality of life. Traffic flow prediction is essential for the optimization of the transportation system, reducing congestion and improving...

  • Proceeding Paper
  • Open Access
620 Views
11 Pages

8 December 2025

In this age of consumerism, most companies are doing their utmost to convince their customers of their products and to attract new customers. The IT development we see today is a perfect solution for strengthening the relationship between companies a...

  • Proceeding Paper
  • Open Access
564 Views
10 Pages

8 December 2025

This review explores the deployment of Artificial Intelligence (AI) technologies to augment key industry processes in the new paradigm of Industry 5.0. Based on a handpicked collection of 35 peer-reviewed articles and leading resources, the study int...

  • Proceeding Paper
  • Open Access
675 Views
10 Pages

3 December 2025

In the context of Industry 4.0, industrial firms are encountering new challenges related to data management, flow traceability, security and process transparency. Blockchain, as a distributed ledger technology, offers innovative solutions to meet the...

  • Proceeding Paper
  • Open Access
725 Views
8 Pages

A Comparative Analysis of Immunity-Inspired Cybersecurity Approaches

  • Abir Bala,
  • Brahim El Bhiri,
  • Ayoub Bahnasse and
  • Mouaad Mohy-Eddine

27 November 2025

Cybersecurity has evolved significantly over the years, with a growing interest in biologically inspired models that emulate the immune system’s defense mechanisms. This paper provides a comparative analysis of various immunity-based approaches...

  • Proceeding Paper
  • Open Access
2,447 Views
10 Pages

SQL and NoSQL Databases: A Comparative Study with Perspectives on IA-Based Migration Approach

  • Soukayna Abdellaoui,
  • Wafae Abbaoui,
  • Loubna Meziane,
  • Brahim El Bhiri and
  • Soumia Ziti

20 November 2025

Traditional relational databases have been widely used for many years and have been the go-to choice for the industry. However, the emergence of NoSQL databases coincided with the increasing popularity of the Internet, social networks, and cloud comp...

  • Proceeding Paper
  • Open Access
547 Views
9 Pages

18 November 2025

In the context of the Internet of Things (IoT), this article proposes an innovative approach combining ontologies and the Apache Spark MLlib library to design an intelligent system capable of dynamically adapting to its environment. The aim is to mod...

  • Proceeding Paper
  • Open Access
404 Views
14 Pages

Bi-Objective Production–Distribution Planning for Paper Manufacturing: A Credibility-Based Expected Value Approach

  • Yassine Boutmir,
  • Rachid Bannari,
  • Abdelfettah Bannari,
  • Fayçal Fedouaki and
  • Achraf Touil

12 November 2025

The paper manufacturing industry faces increasing challenges in balancing operational costs with service quality under uncertain market conditions. This research presents a bi-objective credibility-based expected value model for integrated production...

  • Proceeding Paper
  • Open Access
420 Views
13 Pages

8 November 2025

This paper presents an after-sales service optimization problem (ASOP) that integrates technician scheduling with spare parts inventory management, multi-day planning horizons, team coordination requirements, and customer satisfaction modeling. We de...

  • Proceeding Paper
  • Open Access
3,786 Views
10 Pages

Predictive Maintenance Approaches: A Systematic Literature Review

  • Zeineb El Hammoumi,
  • Dounia Tebr,
  • Youssef Charkaoui,
  • Imane Satauri and
  • Omar El Beqqali

11 November 2025

Since increasing attention has been given to predictive maintenance (PdM) of industrial equipment, in order to enhance operational efficiency, improve reliability, and reduce downtime, this powerful strategy offers significant benefits, holds clearly...

  • Proceeding Paper
  • Open Access
1,255 Views
9 Pages

5 November 2025

The rapid development of intelligent systems has created a need for techniques capable of handling complexities and developing in an automatic way. The integration of machine learning in model-driven engineering (MDE) offers several advantages for th...

  • Proceeding Paper
  • Open Access
555 Views
14 Pages

Integrated Production–Distribution Planning for Paper Manufacturing Under Fuzzy Uncertainty

  • Yassine Boutmir,
  • Rachid Bannari,
  • Fayçal Fedouaki,
  • Abdelfettah Bannari and
  • Achraf Touil

5 November 2025

The paper manufacturing industry faces significant challenges in coordinating production and distribution decisions under uncertain market conditions. This research presents an integrated production–distribution planning model for paper manufac...

  • Proceeding Paper
  • Open Access
960 Views
13 Pages

A Multimodal Deep Learning Pipeline for Enhanced Detection and Classification of Oral Cancer

  • Idriss Tafala,
  • Fatima-Ezzahraa Ben-Bouazza,
  • Manal Chakour El Mezali,
  • Ilyass Emssaad and
  • Bassma Jioudi

4 November 2025

Oral cancer represents a life-threatening malignancy with profound implications for patient survival and quality of life. Oral squamous cell carcinoma (OSCC), the predominant histological variant of oral cancer, constitutes a substantial healthcare c...

  • Proceeding Paper
  • Open Access
429 Views
7 Pages

Medical Specialty Classification: An Interactive Application with Iterative Improvement for Patient Triage

  • Anas Chahid,
  • Ismail Chahid,
  • Mohamed Emharraf and
  • Mohammed Ghaouth Belkasmi

4 November 2025

The challenge of accurately identifying the appropriate medical specialty based on patient symptoms leads to delays in diagnosis and treatment. This paper presents an AI model developed to classify medical specialties from symptom descriptions. The m...

  • Proceeding Paper
  • Open Access
671 Views
11 Pages

A Deep Learning Framework for Early Detection of Potential Cardiac Anomalies via Murmur Pattern Analysis in Phonocardiograms

  • Aymane Edder,
  • Fatima-Ezzahraa Ben-Bouazza,
  • Oumaima Manchadi,
  • Youssef Ait Bigane,
  • Djeneba Sangare and
  • Bassma Jioudi

31 October 2025

Heart murmurs, resulting from turbulent blood flow within the cardiac structure, represent some of the initial acoustic manifestations of potential underlying cardiovascular anomalies, such as arrhythmias. This research presents a deep learning frame...

  • Proceeding Paper
  • Open Access
390 Views
8 Pages

4 November 2025

This study presents a comprehensive overview of recent advancements in fire protection technologies for reinforced concrete (RC) structures, with a focus on sustainable and high-performance solutions. As climate change and urban densification continu...

  • Proceeding Paper
  • Open Access
1 Citations
2,709 Views
10 Pages

A Comprehensive Review of Human Factors and Ergonomics in Industry 5.0

  • Hajar Mouhib,
  • Sara Amar,
  • Samah Elrhanimi and
  • Laila El Abbadi

3 November 2025

The transition from Industry 4.0 to Industry 5.0 marks a pivotal shift toward human-centric manufacturing, where advanced technologies are designed to enhance rather than replace human capabilities. Human Factors and Ergonomics (HFE) play a vital rol...

  • Proceeding Paper
  • Open Access
669 Views
16 Pages

Mapping Green Hydrogen Research in North Africa: A Bibliometric Approach for Strategic Foresight

  • Hicham Boutracheh,
  • Mouhssine Yassine,
  • Rachid El Ansari and
  • Aniss Moumen

31 October 2025

This bibliometric analysis aims to map the evolution, disciplinary structure, and collaboration dynamics of green hydrogen (GH) research in North Africa from 2019 to 2025. Drawing on a corpus of ~39,000 global publications, indexed in Scopus and anal...

  • Proceeding Paper
  • Open Access
858 Views
10 Pages

3 November 2025

Deploying autonomous vehicles in urban mobility systems promises significant improvements in safety, efficiency, and sustainability. On the other hand, running these vehicles in the continuously changing and often uncertain conditions of modern citie...

  • Proceeding Paper
  • Open Access
844 Views
9 Pages

30 October 2025

Today, the right to easy access to medical care for all citizens is one of the universal rights promoted by the WHO to achieve the health goals of sustainable development. Furthermore, an intelligent reevaluation of hospital management is becoming an...

  • Proceeding Paper
  • Open Access
1,598 Views
12 Pages

Urban Traffic in Casablanca: A Novel Dataset and Its Application to Congestion Analysis via Fuzzy Clustering

  • Naoufal Rouky,
  • Abdellah Bousouf,
  • Mouhsene Fri,
  • Othmane Benmoussa and
  • Mohamed Amine El Amrani

30 October 2025

Understanding traffic congestion in urban areas is crucial for ensuring mobility, especially in metropolitan cities of developing countries. This study presents new spatial and temporal data to analyze congestion in Casablanca. Spatial data, collecte...

  • Proceeding Paper
  • Open Access
930 Views
9 Pages

Comparative Study of MRI Modality Embeddings for Glioma Survival Prediction

  • Fatima-Ezzahraa Ben-Bouazza,
  • Saadia Azeroual,
  • Bassma Jioudi and
  • Zakaria Hamane

30 October 2025

Accurately predicting survival within patients diagnosed with diffuse glioma remains one of the most difficult issues in neuro-oncology. While most prior research has focused on multimodal fusion or clinical data, we introduce a modality-specific dee...

  • Proceeding Paper
  • Open Access
1 Citations
751 Views
10 Pages

29 October 2025

Increased vulnerabilities brought about by the explosive growth of the Internet of Things (IoT) call for improved security measures to protect systems from attacks. Intrusion Detection Systems (IDS) that use machine learning (ML) are essential for id...

  • Proceeding Paper
  • Open Access
1,057 Views
10 Pages

28 October 2025

Process mining has become an essential technique for analyzing and optimizing business processes by leveraging digital traces recorded by enterprise systems. However, traditional process mining methods rely heavily on the concept of case identifiers,...

  • Proceeding Paper
  • Open Access
893 Views
9 Pages

Urban Mobility Modeling: Application to Seoul Bike-Sharing Data

  • Farouk Mselmi,
  • Mouhsene Fri and
  • Naoufal Rouky

27 October 2025

This study applies a model from the normal variance–mean mixture family to capture daily demand in urban bike sharing. We fit both a mixture-based model and a standard Gaussian model to the logarithmic returns of total daily rental counts from...

  • Proceeding Paper
  • Open Access
1,018 Views
9 Pages

28 October 2025

This paper presents a comparative empirical analysis of three modeling approaches applied to the forecasting of Morocco’s Real Effective Exchange Rate (REER): the ARIMA model, the Random Forest algorithm, and the Dynamic Factor Model (DFM). Uti...

  • Proceeding Paper
  • Open Access
1 Citations
1,333 Views
12 Pages

Trustworthy Multimodal AI Agents for Early Breast Cancer Detection and Clinical Decision Support

  • Ilyass Emssaad,
  • Fatima-Ezzahraa Ben-Bouazza,
  • Idriss Tafala,
  • Manal Chakour El Mezali and
  • Bassma Jioudi

27 October 2025

Timely and precise identification of breast cancer is crucial for enhancing clinical outcomes; however, current AI systems frequently exhibit deficiencies in transparency, trustworthiness, and the capacity to assimilate varied data modalities. We int...

  • Proceeding Paper
  • Open Access
652 Views
8 Pages

27 October 2025

Within the rapidly advancing disciplines of natural language processing (NLP) and artificial intelligence (AI), this paper introduces an innovative approach aimed at improving access to health-related information. Fueled by the growing reliance on di...

  • Proceeding Paper
  • Open Access
1,804 Views
12 Pages

24 October 2025

Flooding in Turkey is intensifying due to both climate change and unregulated development. Despite national frameworks, local-level gaps persist in risk assessment, infrastructure, and adaptation planning. This study evaluates Turkey’s flood vu...

  • Proceeding Paper
  • Open Access
2 Citations
2,699 Views
11 Pages

24 October 2025

The widespread integration of low-power electronic devices in IoT, biomedical, and sensing applications has intensified the demand for energy-autonomous solutions. Radio Frequency Energy Harvesting (RFEH) offers a promising alternative by leveraging...

  • Proceeding Paper
  • Open Access
743 Views
11 Pages

22 October 2025

We introduce an IoT architecture that addresses critical mobility challenges in Morocco’s urban transportation ecosystem. Using Design Science Research methodology, we developed a complete system integrating smart infrastructure, edge computing...

  • Proceeding Paper
  • Open Access
1 Citations
3,791 Views
8 Pages

A Review of Assistive Technology in Special Education

  • Nada Saabi,
  • Imane Chlioui and
  • Maryam Radgui

22 October 2025

Assistive technology (AT) is transforming special education by making learning more accessible and inclusive for students with disabilities. By leveraging emerging technologies, AT enhances engagement, personalizes learning experiences, and fosters i...

  • Proceeding Paper
  • Open Access
800 Views
10 Pages

22 October 2025

This paper explores how Smart Urban Governance, Smart Knowledge Management (Smart KM), and participatory digital tools can reshape cultural heritage rehabilitation in Morocco. Using a qualitative, multi-method approach including comparative case stud...

  • Proceeding Paper
  • Open Access
640 Views
11 Pages

20 October 2025

Traditional deep learning methods for histopathological analysis suffer from a lack of interpretability, which limits their use in the clinic despite their high accuracy. This paper proposes a Topological Data Analysis (TDA) framework for interpretab...

  • Proceeding Paper
  • Open Access
1,106 Views
11 Pages

21 October 2025

In emergency situations, rapid action is critical to save lives, yet humanitarian logistics often grapple with challenges like information dispersion, tight deadlines, and strict privacy regulations. This research introduces FL-DT-HSC, a novel approa...

  • Proceeding Paper
  • Open Access
716 Views
8 Pages

Ethical Prioritization Framework for the Responsible Integration of AI- and IoMT-Enabled Smart Medical Devices

  • Mustapha El Ansari,
  • Abdelouahad Achmamad,
  • Abdelhadi El Falaki,
  • Ibtissam Youlyouz Marfak and
  • Saad El Madani

20 October 2025

The integration of smart medical devices (SMDs) driven by artificial intelligence (AI) and the internet of medical things (IoMT) is revolutionizing healthcare through improved diagnostics and continuous monitoring. However, their deployment raises si...

  • Proceeding Paper
  • Open Access
992 Views
11 Pages

20 October 2025

With the rapid growth of LLM-based chatbots and their applications in fields such as health, education, and entertainment, there is a growing interest in developing systems capable of mimicking human behavior through conversation and natural language...

  • Proceeding Paper
  • Open Access
1,182 Views
12 Pages

17 October 2025

Precise stock price forecasting is essential for informed decision-making in financial markets. This study examines the combination of large language models (LLMs) with data augmentation approaches, utilizing improvements in cognitive computing to en...

  • Proceeding Paper
  • Open Access
809 Views
9 Pages

15 October 2025

Currently, the need to repair and strengthen structures is very important. The reinforcement of structures aims to repair or bring existing structures into conformity, either for reasons of loss of initial properties or for reasons of refurbishment l...

  • Proceeding Paper
  • Open Access
597 Views
9 Pages

16 October 2025

This exploratory study examines how 67 healthcare professionals across Morocco perceive the value generated by the use of IT in healthcare organizations through semi-structured interviews. The results reveal that most of these professionals perceive...

  • Proceeding Paper
  • Open Access
467 Views
9 Pages

An In-Depth Analytical Cryptanalysis for Substitution Boxes: Odd Size Case Study

  • Ismail El Gaabouri,
  • Mostafa Belkasmi,
  • Mohamed Senhadji and
  • Brahim El Bhiri

15 October 2025

From hieroglyphic writing in ancient Egypt to the post-quantum edge, cryptology is usually seen as an immortal concept that evolves within the enhancement of human civilization. However, modern cryptography primitives try to make revealing ciphered i...

  • Proceeding Paper
  • Open Access
2,374 Views
10 Pages

Narrative Review on Symbolic Approaches for Explainable Artificial Intelligence: Foundations, Challenges, and Perspectives

  • Loubna Meziane,
  • Wafae Abbaoui,
  • Soukayna Abdellaoui,
  • Brahim El Bhiri and
  • Soumia Ziti

17 October 2025

The review “Symbolic Approaches for Explainable Artificial Intelligence” discusses the potential of symbolic AI to improve transparency, contrasting it with opaque deep learning systems. Though connectionist models perform well, their poo...

  • Proceeding Paper
  • Open Access
1,010 Views
9 Pages

FDM Process Parameters Impact on Roughness and Dimensional Accuracy of PLA Parts

  • Niama Arreda,
  • Hamza Isksioui,
  • Haitam Boutahri,
  • Anasse L’kadiba and
  • Haj Elmoussami

16 October 2025

Interest in research on FDM systems using inexpensive materials like PLA and ABS is constantly increasing. In this regard, the scope of this study is narrowed to exclusively focus on PLA. To improve the surface finish of PLA printed products, it is i...

  • Proceeding Paper
  • Open Access
1,488 Views
9 Pages

16 October 2025

In the retail industry, demand forecasting is absolutely crucial for guaranteeing efficient inventory and supply chain control. Different artificial intelligence (AI) techniques have been used lately to improve forecasting performance. Demand fluctua...

  • Proceeding Paper
  • Open Access
1,168 Views
9 Pages

Generative AI for Code Translation: A Systematic Mapping Study

  • Aymane Rgaguena,
  • Imane Chlioui and
  • Maryam Radgui

15 October 2025

Generative artificial intelligence (AI) has greatly advanced the code translation process, particularly through large language models (LLMs), which translate source code from one programming language into another. This translation has historically be...

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Eng. Proc. - ISSN 2673-4591