IndTech

Publications

Publications

Here you can find publications of IndTech Graduate School. You can also visit each PhD. students’ individual pages to find those publications.  We expect to produce more than 50 scientific publications in the research fields. 

Software, Research

ReqRAG: Enhancing Software Release Management through Retrieval-Augmented LLMs: An Industrial Study. Authors: Md Saleh Ibtasham , Sarmad Bashir, Muhammad Abbas, Zulqarnain Haider, Mehrdad Saadatmand, Antonio Cicchetti

Leveraging Technical Interoperability for Design Manufacturing Integration in Low Volume Manufacturing Industry. Authors: Vésteinn Sigurjónsson, Jessica Bruch, Anna Granlund

EncCluster: Scalable functional encryption in federated learning through weight clustering and probabilistic filters. Authors: Vasileios Tsouvalas, Samaneh Mohammadi, Ali Balador, Tanir Özçelebi, Francesco Flammini, Nirvana Meratnia

A vision for leveraging product information and log files to enable Smart-troubleshooting of heterogeneous interconnected devices. Authors: Sania Partovian, Alessio Bucaioni, Francesco Flammini, Johan Thornadtsson

Balancing Privacy and Performance in Federated Learning: a Systematic Literature Review on Methods and Metrics. Authors: Mohammadi, Samaneh;Balador, Ali;Sinaei, Sima;Flammini, Francesco

A Conceptual Implementation Process for Smart Maintenance Technologies. Authors: San Giliyana, Antti Salonen, Marcus Bengtsson. 

The Importance of Using Domain Knowledge When Designing and Implementing Data-Driven Decision Models for Maintenance: Insights from Industrial Cases. Authors: Marcus Bengtsson, Robert Pettersson, San Giliyana, Antti Salonen.

ICPHM’23 Benchmark Vibration Dataset Applicable in Machine Learning for Systems’ Health Monitoring. Authors: Nastaran Enshaei, Haizhou Chen, Farnoosh Naderkhani, Jing (Janet) Lin, Soroush Shahsafi, San Giliyana, et. al. 

Anomaly detection using different types of machine learning models in the context of “smart maintenance technologies in the manufacturing industry”. Author: San Giliyana

Implementing and using smart maintenance technologies: Introducing challenges and enablers related to human, organizational and technological perspectives. Authors: San Giliyana, Marcus Bengtsson, Antti Salonen

Remanufacturing Components Using Twin Transition–An Exploratory Study in the Heavy-Duty Vehicle Industry. Authors: N Leberruyer, N Agerskans, M Elvin, K Chirumalla

Addressing challenges when adopting AI-driven Zero Defect Manufacturing: Insights from industry. Authors: Nicolas Leberruyer, Mats Ahlskog, Jessica Bruch.

Facilitating the adoption of AI-driven zero defect manufacturing in production systems. Author: Nicolas Leberruyer

Towards AI-centric Requirements Engineering for Industrial Systems. Author: Sarmad Bashir

A Multilevel Modelling Framework for Quarry Site Operations. Authors: Abdulkarim Habbab, Anas Fattouh, Bobbie Frank, Elianne Lindmark, Koteshwar Chirumalla, Markus Bohlin

EncCluster: Bringing Functional Encryption in Federated Foundational Models. Authors: Vasileios Tsouvalas, Samaneh Mohammadi, Ali Balador, Tanir Özçelebi, Francesco Flammini, Nirvana Meratnia

Enhancing Cybersecurity through Comprehensive Investigation of Data Flow-Based Attack Scenarios (Oct 2024). Authors: Sara Abbaspour, Shamoona Imtiaz, Alireza Dehlaghi Ghadim, Mikael Sjödin, Marjan Sirjani

Using Decision Support to Fortify Industrial Control System against Cyberattacks. Authors: Alireza Dehlaghi Ghadim, Lars-Göran Magnusson , Niclas Ericsson, Mats Eriksson , Mahshid Helali Moghadam, Ali Balador, Hans Hansson

Developing 3D Production Simulation Models in Industrial Production Systems. Authors: Akshay Goyal, Yuji Yamamoto, Ioanna Aslanidou

Deriving Input Variables through Applied Machine Learning for Short-Term Electric Load Forecasting in Eskilstuna, Sweden. Authors: Pontus Netzell,Hussain Kazmi, Konstantinos Kyprianidis

Sources of Complexity in the Development of Digital Twins in Manufacturing. Authors: Adrian Sanchez de Ocaña, Jessica Bruch, Ioanna Aslanidou

Advancing the Development Process of Digital Twins for Production Systems. Author: Adrian Sanchez de Ocaña

A Proposal for Enhancing IEC 61508 Methodology for the β-Factor Estimation. Authors: Sirisha Bai Govardhan Rao; Julieth Patricia Castellanos-Ardila; Sasikumar Punnekkat

Facilitating β-Factor Estimation for Common Cause Failures of Safety-Related System. Author: Sirisha Bai Govardhan Rao 

Analysis of Log Files to Enable Smart-Troubleshooting in Industry 4.0: A Systematic Mapping Study. Authors: Sania Partovian, Alessio Bucaioni, Francesco Flammini, Johan Thornadtsson.

Leveraging GANs to Generate Synthetic Log Files for Smart-Troubleshooting in Industry 4.0. Authors: Sania Partovian, Francesco Flammini, Alessio Bucaioni

Perspectives on Smart Maintenance Technologies – A Case Study in Large Manufacturing Companies. Authors: Giliyana San, Salonen Antti, Bengtsson Marcus

Toward Zero Defect Manufacturing with the support of Artificial Intelligence—Insights from an industrial application. Authors: Nicolas Leberruyer,Jessica Bruch,Mats Ahlskog,Sara Afshar

Enabling an AI-Based Defect Detection Approach to Facilitate Zero Defect Manufacturing. Authors:Nicolas Leberruye,Jessica Bruch,Mats Ahlskog,Sara Afshar

Requirements Classification for Smart Allocation: A Case Study in the Railway Industry. Authors: Sarmad Bashir, Muhammad Abbas, Alessio Ferrari ,Mehrdad Saadatmand ,Pernilla Lindberg

Requirement or Not, That is the Question: A Case from the Railway Industry. Authors: Sarmad Bashir, Muhammad Abbas, Mehrdad Saadatmand , Eduard Paul Enoiu, Markus Bohlin, Pernilla Lindberg

Mapping simulation optimization requirements for construction sites: A study in the heavy-duty vehicles industry. Authors: Abdulkarim Habbab, Anas Fattouh, Bobbie Frank , Koteshwar Chirumalla, Markus Bohlin

Exploring Challenges in a Low-Volume Product Industrialization Process–A Railway Case Study. Authors: Vésteinn Sigurjónsson, Jessica Bruch, Anna Granlund

Check for updates Exploring Challenges in a Low-Volume Product Industrialization Process–A Railway Case Study. Authors: Vésteinn Sigurjónsson, Jessica Bruch, Anna Granlund

Hyperparameters Optimization for Federated Learning System: Speech Emotion Recognition Case Study. Authors: Mischenko Kateryna, Mohammadi Samaneh, Mohammadi Mohammadreza, Sinaei Sima

Optimized Paillier Homomorphic Encryption in Federated Learning for Speech Emotion Recognition. Authors: Mohammadi Samaneh, Sinaei Sima, Balador Ali, Flammini Francesco

Secure and Efficient Federated Learning by Combining Homomorphic Encryption and Gradient Pruning in Speech Emotion Recognition. Authors: Mohammadi Samaneh,Sinaei Sima,Balador Ali,Flammini Francesco

ICSSIM — A framework for building industrial control systems security testbeds. Authors: Dehlaghi-Ghadim, Alireza;Helali Moghadam, Mahshid;Hansson, Hans

The Westermo network traffic data set. Authors:Strandberg, P. E.;Dehlaghi-Ghadim, Alireza;Leon, Miguel

Identification of Cyberattacks in Industrial Control Systems. Author:Dehlaghi-Ghadim, Alireza

Time-series Anomaly Detection and Classification with Long Short-Term Memory Network on Industrial Manufacturing Systems. Authors:Markovic, Tijana;Dehlaghi-Ghadim, Alireza;Leon, Miguel;Balador, Ali

Visualization of Industrial Production Processes using 3D Simulation Software for Enhanced Decision-Making.  Author: Akshay Goyal

Design of Machine Learning method for decision-making support and reliability improvement in the investment casting process. Authors: Antonia Antoniadou, Konstantinos Kyprianidis, Ioanna Aslanidou, Anestis Kalfas, Dimitrios Siafakas

Adopting a Digital Twin Framework for Autonomous Machine Operation at Construction Sites. Authors: Philip Wickberg, Anas Fattouh, Sara Afshar, Markus Bohlin

Model Simplification: Addressing Digital Twin Challenges and Requirements in Manufacturing. Authors: Sanchez de Ocana, Adrian; Aslanidou, Ioanna

Data-Driven Remaining Useful Life Estimation of Discrete Power Electronic Devices. Authors: Wilhelm Söderkvist Vermelin, Andreas Lövberg, Maciej Misiorny, Mattias P. Eng, and Klas Brinkfeldt.

Anomaly Detection Dataset for Industrial Control Systems. Authors: Dehlaghi Ghadim, Alireza, Balador, Ali, Hansson, Hans

Handbook for conducting thesis projects in co-production with industry. Authors: Sannö, Anna;Giliyana, San;Lindhult, Erik;Synnelius, Elvira

Comparison of Machine Learning’s- and Humans’- Ability to Consistently Classify Anomalies in Cylinder Locks. Authors: Andersson, Tim;Bohlin, Markus;Olsson, Tomas;Ahlskog, Mats

Exploring the operator’s perspective within changeable and automated manufacturing–A literature review. Authors: Vésteinn Sigurjónsson, Kerstin Johansen, Carin Rösiö

Self-supervised learning for efficient remaining useful life prediction. Authors: Wilhelm Söderkvist Vermelin,Andreas Lövberg,Konstantinos Kyprianidis.

Dynamic Maps Requirements for Autonomous Navigation on Construction Sites. Authors: Philip Wickberg, Anas Fattouh, Sara Afshar, Johan Sjöberg , Markus Bohlin.

Digital Twin-based Intrusion Detection for Industrial Control Systems. Authors: Anna Varghese, Seba;Dehlaghi Ghadim, Alireza;Balador, Ali;Alimadadi, Zahra; Papadimitratos, Panos