Author

Mohammad Abboush

Observed names: Abbousch, Mohammad, Abboush, Mohammad

Institution: Clausthal University of Technology

Observed institutions: University of Siegen, Clausthal University of Technology

ORCID: 0000-0002-5533-0029

Observed ORCID: 0000-0002-5533-0029

OpenAlex ID: A5034074829

Hardware-in-the-Loop-Based Real-Time Fault Injection Framework for Dynamic Behavior Analysis of Automotive Software Systems

2022 · Mohammad Abboush, Daniel Bamal, et al. · Sensors · 45

Intelligent Fault Detection and Classification Based on Hybrid Deep Learning Methods for Hardware-in-the-Loop Test of Automotive Software Systems

2022 · Mohammad Abboush, Daniel Bamal, et al. · Sensors · 41

A Virtual Testing Framework for Real-Time Validation of Automotive Software Systems Based on Hardware in the Loop and Fault Injection

2024 · Mohammad Abboush, Christoph Knieke, et al. · Sensors · 34

Automating Fault Test Cases Generation and Execution for Automotive Safety Validation via NLP and HIL Simulation

2024 · Ayman Amyan, Mohammad Abboush, et al. · Sensors · 15

GRU-Based Denoising Autoencoder for Detection and Clustering of Unknown Single and Concurrent Faults during System Integration Testing of Automotive Software Systems

2023 · Mohammad Abboush, Christoph Knieke, et al. · Sensors · 14

Intelligent Identification of Simultaneous Faults of Automotive Software Systems Under Noisy and Imbalanced Data Using Ensemble LSTM and Random Forest

2023 · Mohammad Abboush, Christoph Knieke, et al. · IEEE Access · 14

Representative Real-Time Dataset Generation Based on Automated Fault Injection and HIL Simulation for ML-Assisted Validation of Automotive Software Systems

2024 · Mohammad Abboush, Christoph Knieke, et al. · Electronics · 13

Deep Learning Application in Mechatronics Systems’ Fault Diagnosis, a Case Study of the Demand-Controlled Ventilation and Heating System

2019 · Ali Behravan, Mohammad Abboush, et al. · Advances in Science and Engineering Technology International Conferences (ASET) · 10

Fault Injection Framework for Demand-Controlled Ventilation and Heating Systems Based on Wireless Sensor and Actuator Networks

2018 · Ali Behravan, Roman Obermaisser, et al. · IEEE Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON) · 7

Advancing real-time validation of automotive software systems via continuous integration and intelligent failure analysis

2025 · Mohammad Abboush, Christoph Knieke, et al. · Scientific Reports · 6

Intelligent back-to-back testing with denoising autoencoder-based fault detection and DBSCAN clustering

2025 · Mohammad Abboush, Christoph Knieke, et al. · Results in Engineering · 6

An explainable hybrid deep learning-enabled intelligent fault detection and diagnosis approach for automotive software systems validation

2025 · Mohammad Abboush, Ehab Ghannoum, et al. · Knowledge-Based Systems · 4

Toward Formalizing The Emergent Behavior in Software Engineering

2021 · Toufik Mohamed Ailane, Mohammad Abboush, et al. · 4

Machine Learning-assisted Test Records Analysis during the Real-Time Validation of Automotive Software Systems based on HIL Simulation

2025 · Mohammad Abboush, Christoph Knieke, et al. · Proceedings of the ... Annual Hawaii International Conference on System Sciences/Proceedings of the Annual Hawaii International Conference on System Sciences · 2

Robust and Interpretable Anomaly Detection in Automotive Test Recordings Using Denoising Autoencoders with Adaptive Thresholding

2026 · Mohammad Abboush, Franck Andy Dzoupet Yimtchi, et al. · Electronics · 1

LLMs-Powered Real-Time Fault Injection: An Approach Toward Intelligent Fault Test Cases Generation

2025 · Mohammad Abboush, Ahmad Hatahet, et al. · IEEE International Conference on Intelligent Transportation Systems (ITSC) · 1

Representative Dataset Generation Framework for AI-based Failure Analysis during real-time Validation of Automotive Software Systems

2024 · Mohammad Abboush, Christoph Knieke, et al. · Proceedings of the ... Annual Hawaii International Conference on System Sciences/Proceedings of the Annual Hawaii International Conference on System Sciences · 1

LLM Ensemble Fault Classification for Automotive HiL Validation

2026 · Hamza Ouarrad, Mohammad Abboush, et al. · ACM/IEEE International Conference on Model Driven Engineering Languages and Systems (MODELS)

Translation as a Decision Space: A Multi-Agent Perspective on Low-Resource Dialect Generation

2026 · Alkhder, Hasan, Abboush, Mohammad, et al. · arXiv (Cornell University)

Knowledge-Graph-Guided Retrieval-Augmented LLMs for Explainable Root Cause Analysis in Automotive HiL Validation

2026 · Ouarrad, Hamza, Abboush, Mohammad, et al. · arXiv (Cornell University)

Sensor-Level Fault Diagnosis for Automotive Software Validation Using Large Language Models

2026 · Abboush, Mohammad, Ouarrad, Hamza, et al. · arXiv (Cornell University)

Fault Detection and Explainable Classification in Automotive HIL Validation via Denoising Autoencoders and In-Context Large Language Models

2026 · Abboush, Mohammad, Ouarrad, Hamza, et al. · arXiv (Cornell University)

SDNLP at AMIYA 2026: Syrian Arabic Dialect Modeling with LoRA

2026 · Association for Computational Linguistics 2026, Abboush, Mohammad, et al. · Underline Science Inc.

Adaptive Fault Detection and Localization in Automotive Hardware-in-the-Loop Testing via Drift-Aware Continual Learning

2026 · Mohammad Abboush, Hamza Ouarrad, et al. · SSRN Electronic Journal

A Comparative Study of Hybrid ML and Deep Learning for Fault Detection and Diagnosis in Automotive Hardware-in-the-Loop Testing

2026 · Mohammad Abboush, Andreas Rausch · SSRN Electronic Journal

Works count: 36

Citation count: 218

H-index: 8

I10-index: 8