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Engineering Proceedings, Volume 97, Issue 1

2025 SMILE 2025 - 57 articles

The 1st International Conference on Smart Management in Industrial and Logistics Engineering (SMILE 2025)

Casablanca, Morocco | 16–19 April 2025 

Volume Editors:
Mustapha Hlyal, ESITH, Morocco
Abdessamad Ait El-Cadi, Université Polytechnique Hauts-de-France, France
Kaoutar Kouzmi, ESITH, Morocco
Mariam Atwani, ESITH, Morocco
Kenza Izikki, ESITH, Morocco

Cover Story: SMILE 2025 was held in Casablanca, Morocco, on 16–19 April 2025, co-organized by ESITH Morocco, through its Center of Excellence in Logistics (CELOG), and the Université Polytechnique Hauts-de-France, home to the Transport, Circular Economy and Sustainable Logistics Chair (TEC-LOGd). The conference aimed to foster dynamic, transdisciplinary dialog, bringing together researchers and industry professionals to exchange insights and co-develop knowledge on smart management in logistics, transport, and industrial engineering. Particular emphasis was placed on the integration of emerging technologies and the development of intelligent, end-to-end supply chain systems.
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Articles (57)

  • Proceeding Paper
  • Open Access
812 Views
7 Pages

Transport Optimization in the Supply Chain Using the Ant Colony Algorithm

  • Mourad Lahdhiri,
  • Mohamed Jmali,
  • Amel Babay and
  • Mustapha Hlyal

30 September 2025

The shortest path problem is algorithmic and involves finding the least costly path (in terms of distance, time, cost, or other criteria) between two nodes in a graph. This problem is fundamental in graph theory and has applications in logistics, net...

  • Proceeding Paper
  • Open Access
4 Citations
2,300 Views
22 Pages

The global energy transition and digitalization are reshaping traditional production and consumption paradigms. Green hydrogen is emerging as a key element for decarbonizing sectors like industry and transportation, offering a viable alternative to f...

  • Proceeding Paper
  • Open Access
891 Views
7 Pages

Multi-Criteria Decision-Making Using Fuzzy Logic for Production Order Planning in a Garment Workshop

  • Bessem Kordoghli,
  • Amel Babay,
  • Mustapha Ahlaqqach and
  • Mustapha Hlayal

This work presents a new approach to introducing a new product in a production workshop, taking into account the products already introduced in the production lines. The proposal is based on a study of the skill requirements of the workforce and the...

  • Proceeding Paper
  • Open Access
2,545 Views
9 Pages

Optimization of Mold Changeover Times in the Automotive Injection Industry Using Lean Manufacturing Tools and Fuzzy Logic to Enhance Production Line Balancing

  • Yasmine El Belghiti,
  • Abdelfattah Mouloud,
  • Samir Tetouani,
  • Mehdi El Bouchti,
  • Omar Cherkaoui and
  • Aziz Soulhi

The main thrust of the study is the need to cut down the time taken for mold changes in plastic injection molding which is fundamental to the productivity and efficiency of the process. The research encompasses Lean Manufacturing, DMAIC, and SMED whi...

  • Proceeding Paper
  • Open Access
1 Citations
802 Views
13 Pages

Advanced Apple Conformity Detection Through Fuzzy Logic: A Novel Approach to Post-Harvest Quality Control

  • El Mehdi Iyoubi,
  • Raja El Boq,
  • Samir Tetouani,
  • Omar Cherkaoui and
  • Aziz Soulhi

Evaluating the approach of the apple’s maturity is a crucial aspect of enhancing agricultural efficiency, especially in the context of harvesting. Traditional approaches depend on fixed criteria that fail to account for the natural growth condi...

  • Proceeding Paper
  • Open Access
1 Citations
4,578 Views
10 Pages

This review investigates the application of Artificial Intelligence (AI), deep learning (DL), and the Internet of Things (IoT) in water resource management, focusing on distribution optimization, demand prediction, and water quality enhancement. The...

  • Proceeding Paper
  • Open Access
847 Views
8 Pages

Optimizing Order Scheduling in Morocco’s Garment Industry for Fast Fashion: A K-Means Clustering-Driven Approach

  • Abdelfattah Mouloud,
  • Yasmine El Belghiti,
  • Samir Tetouani,
  • Omar Cherkaoui and
  • Aziz Soulhi

The Moroccan garment industry faces challenges in scheduling small order batches, often hindered by traditional product family-based methods that increase downtime by 15–20%. This study proposes a clustering-based scheduling approach, grouping...

  • Proceeding Paper
  • Open Access
1,491 Views
12 Pages

The Hub Location Problem in Air Transportation: A Review

  • Mohamed Anas Khalfi,
  • Jamila El Alami and
  • Mustapha Hlyal

The hub location problem is constantly examined in the field of air transportation, especially when designing networks for passenger airlines or express cargo providers. The competition that characterizes these businesses combined with the small bene...

  • Proceeding Paper
  • Open Access
1,073 Views
18 Pages

Rule-Based Decisional Assistance for Sustainable Tire Management in the Transportation Sector

  • Issam Mallouk,
  • Fatimaezahraa Aboumejd,
  • Chaima Zormati,
  • Yves Sallez,
  • Badr Abou El Majd,
  • Ali El Oualidi and
  • Mustapha Ahlaqqach

The transportation sector is considered the number one consumer of tires worldwide. At present, 1.1 billion vehicles relying on this industry, although this number is increasing significantly following supply chain demands and the rapid economic grow...

  • Proceeding Paper
  • Open Access
2,309 Views
16 Pages

Demand Forecasting in Multi-Retailer Supply Chains Within the Dairy Sector

  • Abdeslam Mozher,
  • Saad Fquiyeh,
  • Jamal Lmariouh and
  • Aziz Soulhi

The dairy industry faces unique challenges in demand forecasting due to the perishability of products and the variability in consumer demand. This paper explores the state of the art in demand forecasting for multi-retailers in the dairy industry, hi...

  • Proceeding Paper
  • Open Access
1,931 Views
14 Pages

Manufacturing enterprises implementing Industry 4.0 technologies face significant challenges in integrating heterogeneous maintenance data sources and deploying AI solutions effectively. While various AI methods exist for predictive maintenance, the...

  • Proceeding Paper
  • Open Access
2 Citations
4,265 Views
5 Pages

This research examines advanced machine learning techniques utilized for the predictive maintenance of industrial machinery. A hybrid model combining long-term memory networks (LSTM) and gated recurrent unit (GRU) networks alongside a random forest c...

  • Proceeding Paper
  • Open Access
659 Views
11 Pages

Enhanced Supplier Clustering Using an Improved Arithmetic Optimizer Algorithm

  • Asmaa Akiki,
  • Kaoutar Douaioui,
  • Achraf Touil,
  • Mustapha Ahlaqqach and
  • Mhammed El Bakkali

This paper presents a novel approach to supplier clustering by utilizing the Arithmetic Optimizer Algorithm (AOA), addressing the complex challenge of supplier segmentation in modern supply chain management. The AOA framework is applied to solve the...

  • Proceeding Paper
  • Open Access
2 Citations
1,934 Views
7 Pages

The integration of Industry 4.0 (I4.0) and lean manufacturing (LM) has become a crucial approach for industries aiming to enhance accuracy, customization, competitiveness, and environmental sustainability. Manufacturers want to make their factories s...

  • Proceeding Paper
  • Open Access
3 Citations
937 Views
8 Pages

Industrial progress has increased the need to improve the productivity of production systems. In this context, optimizing the problem of allocating and balancing workers on a multi-manned assembly line (MALW-a-BP) is a major challenge. This paper int...

  • Proceeding Paper
  • Open Access
2,024 Views
9 Pages

The Integration of Ethical and Trustworthy AI in Industrial Engineering: Practical Approaches

  • Silvia Di Salvatore,
  • Oumayma Drissi Yahyaoui,
  • Matteo De Marchi and
  • Erwin Rauch

The fast growth of artificial intelligence during recent years has resulted in its implementation across various sectors. The broad implementation of AI systems has generated substantial ethical issues because AI algorithm decisions can affect basic...

  • Proceeding Paper
  • Open Access
810 Views
12 Pages

Predicting Color Change of Cotton Fabric After Biopolishing Treatment Using Fuzzy Logic Modeling

  • Elkhaoudi Mostafa,
  • Elbakkali Mhammed,
  • Messnaoui Redouan,
  • Omar Cherkaoui and
  • Aziz Soulhi

A fuzzy prediction model has been developed considering the concentration of acetic acid (pH), temperature, and biopolishing time as input variables, while the color change, measured with DEcmc, between samples before and after biopolishing, was used...

  • Proceeding Paper
  • Open Access
1,314 Views
10 Pages

Lean manufacturing (LM) is one of the strongest tools used by manufacturing companies to improve and optimize their processes, making them more performant and agile. The current industrial revolution, or Industry 4.0, aims to give new momentum to man...

  • Proceeding Paper
  • Open Access
412 Views
17 Pages

Enhanced Water Access Segmentation Using an Improved Salp Swarm Algorithm for Regional Development Planning

  • Youness Boudrik,
  • Achraf Touil,
  • Rachid Hasnaoui,
  • Mustapha Ahlaqqach and
  • Mhammed El Bakkali

This paper presents a novel approach to water access segmentation by introducing an improved version of the Salp Swarm Algorithm (ISSA), addressing the complex challenge of household water access classification in developing regions. The proposed enh...

  • Proceeding Paper
  • Open Access
1 Citations
1,173 Views
9 Pages

Logistics efficiency is critical to operational success in manufacturing, especially for corrugated carton manufacturers. The challenges of this type of manufacturing include optimizing truck utilization, without which high costs, resource waste, and...

  • Proceeding Paper
  • Open Access
2,192 Views
12 Pages

The Employability of Engineers in the Era of Industry 4.0

  • Bahia Ismaili,
  • Soumia Bakkali and
  • Salwa Benriyene

This study explores the employability of engineers in the context of Industry 4.0, focusing on the KASH model (Knowledge, Attitude, Skills, Habits). Using a sequential exploratory design, we collected data from 800 engineers in Morocco through an onl...

  • Proceeding Paper
  • Open Access
2 Citations
3,512 Views
9 Pages

Geopolitical Risk, Economic Uncertainty, and Market Volatility Index Impact on Energy Price

  • Minh Tam Le,
  • Hang My Hanh Le,
  • Huong Quynh Nguyen and
  • Le Ngoc Nhu Pham

Using the OLS model with different quantiles of GPR, we aim to examine the impact of GPR, EPU, and VIX on monthly international crude oil prices, including WTI, BRENT, and DUBAI prices, while differentiating the impact on different levels of risks. A...

  • Proceeding Paper
  • Open Access
3 Citations
1,780 Views
13 Pages

Circular Economy Practices for Data Management

  • Miratul Khusna Mufida,
  • Ahmed Snoun,
  • Joseph Sarkis,
  • Abessamad Ait El-Cadi,
  • Thierry Delot and
  • Martin Trépanier

Data waste presents a growing challenge in the digital era, characterized by redundant, outdated, and underutilized data that contributes to inefficiencies, increased costs, and environmental concerns. This paper explores how circular economy (CE) pr...

  • Proceeding Paper
  • Open Access
906 Views
18 Pages

This paper tackles the logistics dilemma of how to meet customer expectations while at the same time respecting the internal processes and financial interests of the company and ensuring long-term sustainability. In this paper, integrated Quality Fun...

  • Proceeding Paper
  • Open Access
2,078 Views
26 Pages

Wage Rates and Job Requirements Prediction: An Application to Logistics Online Job Postings Using Search Tools and Web Scraping

  • Khoa Huu Dang Tran,
  • Huong Quynh Nguyen,
  • Hang My Hanh Le,
  • Lina Doan Tran and
  • Nhi To Yen Tran

This paper predicts offered wage rates and job requirements in the logistics industry by utilizing data from online job postings collected through two methods: search tools and web scraping. We apply conventional estimation techniques, such as ordina...

  • Proceeding Paper
  • Open Access
731 Views
9 Pages

The reverse logistics of medical textiles has become a major concern in Morocco today, compelling authorities and professionals to develop a sustainable reverse logistics model. This study proposes a model for designing a sustainable closed-loop supp...

  • Proceeding Paper
  • Open Access
530 Views
8 Pages

Digital transformation is crucial for businesses to thrive in today’s rapidly evolving marketplace. It is a strategic choice that enables organizations to improve customer service, strengthen supplier relationships, and boost sales and business...

  • Proceeding Paper
  • Open Access
890 Views
10 Pages

Bi-Objective Optimization for Sustainable Logistics in the Closed-Loop Inventory Routing Problem

  • Chaima Zormati,
  • Tarik Chargui,
  • Abdelghani Bekrar and
  • Abdessamad Ait-El-Cadi

This study proposes a bi-objective optimization model for the inventory routing problem with pickup and delivery (IRP–PD) in a closed-loop supply chain, addressing the growing demand for sustainable logistics solutions. The model simultaneously...

  • Proceeding Paper
  • Open Access
965 Views
19 Pages

This paper introduces a comprehensive framework for evaluating rural water access efficiency using Data Envelopment Analysis (DEA). Despite significant investment in water infrastructure, disparities in access efficiency across regions remain a criti...

  • Proceeding Paper
  • Open Access
1,069 Views
11 Pages

The globally used additive manufacturing technique called Fused Deposition Modeling plays a central role in advancing dematerialized logistics by enabling on-demand production and minimizing material waste. The integration of Artificial Intelligence...

  • Proceeding Paper
  • Open Access
959 Views
11 Pages

Leveraging Data Science for Impactful Logistics Automatons in the E-Commerce Sector

  • Nabila Belhaj,
  • Jérémy Patrix,
  • Ouail Oulmakki and
  • Jérôme Verny

Automation technologies play a pivotal role in optimizing logistics operations within warehouse facilities. Retail companies invest in these technologies to maintain pace with the customers demands by increasing their production capacity while reduci...

  • Proceeding Paper
  • Open Access
1,008 Views
12 Pages

Additive manufacturing (AM) is revolutionizing industrial production by enabling the fabrication of complex, customized components with reduced material waste. However, the scheduling of AM machines presents significant challenges in terms of optimiz...

  • Proceeding Paper
  • Open Access
875 Views
14 Pages

A Parallel Processing Architecture for Long-Term Power Load Forecasting

  • Adil Rizki,
  • Achraf Touil,
  • Abdelwahed Echchatbi and
  • Mustapha Ahlaqqach

The increasing complexity of power grids and integration of renewable energy sources necessitate accurate power load forecasting across multiple time horizons. While existing methods have advanced significantly, they often struggle with consistent pe...

  • Proceeding Paper
  • Open Access
1 Citations
1,690 Views
8 Pages

This study conducts a systematic literature review based on the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) process. The Scopus database is our main source of data, and our data analyses comprised bibliometric, systema...

  • Proceeding Paper
  • Open Access
3 Citations
5,124 Views
25 Pages

A Reinforcement Learning-Based Proximal Policy Optimization Approach to Solve the Economic Dispatch Problem

  • Adil Rizki,
  • Achraf Touil,
  • Abdelwahed Echchatbi,
  • Rachid Oucheikh and
  • Mustapha Ahlaqqach

This paper presents a novel approach to economic dispatch (ED) optimization in power systems through the application of Proximal Policy Optimization (PPO), an advanced reinforcement learning algorithm. The economic dispatch problem, a fundamental cha...

  • Proceeding Paper
  • Open Access
1 Citations
3,365 Views
11 Pages

Crises and disruptive events over new technologies like artificial intelligence, have transformed supply chains management. This literature review proposes a conceptual framework to identify the relevance of digitalization and artificial intelligence...

  • Editorial
  • Open Access
901 Views
3 Pages

SMILE 2025 was held in Casablanca, Morocco, on 16–19 April 2025, co-organized by ESITH Morocco, through its Center of Excellence in Logistics (CELOG), and the Université Polytechnique Hauts-de-France, home to the Transport, Circular Econ...

  • Proceeding Paper
  • Open Access
894 Views
10 Pages

The development of the supply chain’s outsourcing and globalization has intensified the requirement for sustainable transport. The evaluation of the transport providers’ maturity, which is crucial to all and any achievements in this conte...

  • Proceeding Paper
  • Open Access
2,589 Views
8 Pages

Public procurement refers to the purchasing of goods and services for public entities. Before launching the call for tender, the public body prepares an estimate of the procurement act; this estimate is taken into consideration by the tender commissi...

  • Proceeding Paper
  • Open Access
1 Citations
1,283 Views
10 Pages

With its potential to address persistent issues like inefficiency, fraud, and a lack of transparency, distributed ledger technology (DLT), and in particular blockchain, has become a game-changing breakthrough in the realm of international trade. With...

  • Proceeding Paper
  • Open Access
1 Citations
564 Views
11 Pages

Social Assessment of Alternative Urban Buses

  • Faissal Jelti and
  • Naoufel Cheikhrouhou

Public transportation in cities is negatively affected by reliance on petroleum-based fuels, leading to emissions and poor air quality. Although the environmental evaluation of alternative buses in terms of sustainability has been extensively studied...

  • Proceeding Paper
  • Open Access
3 Citations
2,994 Views
8 Pages

To promote sustainable development, adopting circular economy principles is crucial for preserving natural resources and ensuring environmental continuity. Among solid waste management strategies, composting plays a significant role by converting bio...

  • Proceeding Paper
  • Open Access
1 Citations
2,036 Views
9 Pages

The growing frequency and complexity of both natural and man- made crises like pandemics have highlighted the need for robust emergency logistics strategies during the last decade. Procurement is one of the critical areas impacting any emergency supp...

  • Proceeding Paper
  • Open Access
2 Citations
1,212 Views
9 Pages

The rapid advancement of digital technologies, referred to as Industry 4.0, has profoundly transformed the manufacturing landscape, necessitating a reevaluation of engineering education. Future engineers must possess diverse skills and competencies t...

  • Proceeding Paper
  • Open Access
1 Citations
8,517 Views
10 Pages

AI-Driven Innovations in Waste Management: Catalyzing the Circular Economy

  • Ahmed Snoun,
  • Miratul Khusna Mufida,
  • Abdessamad Ait El-Cadi and
  • Thierry Delot

An effective CE approach will require new waste management practices that provide more value and have improved resource use and ecological consequences. The innovations offered by artificial intelligence (AI) are revolutionary: automation, predictive...

  • Proceeding Paper
  • Open Access
1,768 Views
9 Pages

Location-Routing Optimization for Pickup Operation in Reverse Logistics Systems

  • Mozhgan Jahanafroozi,
  • Abdessamad Ait El Cadi,
  • Abdelghani Bekrar and
  • Abdelhakim Artiba

This paper presents a Location-Routing Problem (LRP) model for optimizing pickup operations in reverse logistics while incorporating drivers’ well-being constraints. The LRP is formulated as a Mixed-Integer Linear Programming (MILP) model, inte...

  • Proceeding Paper
  • Open Access
806 Views
12 Pages

The performance evaluation of production systems is essential for optimizing throughput caused by machine failures and operational constraints. In this study, we introduce an aggregation method designed to evaluate serial production lines (SPLs) that...

  • Proceeding Paper
  • Open Access
1 Citations
4,054 Views
10 Pages

With the increasing complexity of supply chain structures, effective coordination among stakeholders remains essential to maximize performance. This paper presents a systematic literature review of coordination contracts. Fourteen types were explored...

  • Proceeding Paper
  • Open Access
3,593 Views
13 Pages

Introducing a New Hybrid Project Management Framework for Moroccan Enterprises

  • Fatima-Zahra Eddoug,
  • Rajaa Benabbou,
  • Mustapha Ahlaqqach and
  • Jamal Benhra

The needs of modern businesses are constantly evolving, and project management must continuously adapt by proposing new solutions to emerging challenges. Building on previous research—a systematic literature review (SLR) identifying internation...

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Eng. Proc. - ISSN 2673-4591