Database and Expert Systems Applications - DEXA 2025 Workshops

This volume constitutes the refereed proceedings of the 7th International Workshop on AI System Engineering: Math, Modelling and Software, AISys 2025 and the First International Workshop on Optimisation of Industrial Production with AI Algorithms, AI4IP, co-located with the 36th International Conference on Database and Expert Systems Applications, DEXA 2025, which took place in Bangkok, Thailand, during August 25-27, 2025.
The 11 full papers were thoroughly reviewed and selected from a total of 23 submissions. They are organized in topical sections as follows: AI System Engineering: Math, Modelling and Software; and Optimization of Industrial Production with AI Algorithms.

. - AI System Engineering: Math, Modelling and Software.

. - Exploring the benefits of iterative retrieval-augmented generation for risk mitiga tion in LLM response.

. - TrustAI: Designing and Implementing a Trustworthy and User-Centered AI Plat form.

. - Collaborative Trustworthy Foundation Model Framework: An Environmental Sustainability Use-Case to Detect Contamination Objects in Organic Waste Streams.

. - Optimisation of Industrial Production with AI Algorithms.

. - Efficient Federated Learning Integration into Existing MLOps Pipelines via Centralized Model Management.

. - Deep Photometric Stereo for Tool Wear Inspection.

. - Multi-Objective Reinforcement Learning for Energy-Efficient Industrial Control.

. - Deep learning-based defect detection in laser powder bed fusion.

. - Prediction of CNC Manufacturing Time Under Real-World Conditions Using Graph Convolutional Networks.

. - A Vision-Guided Approach to Pick-and-Place Robotics: From Assembly Drawings to Industrial Assembly Automation.

. - Towards Real-time Tool Wear Detection on Edge Devices: A Lightweight Di mensionality Reduction Approach for Spindle Integrated Cutting Force Sensor
Data.

. - Energy Optimized Piecewise Polynomial Approximation Utilizing Modern Ma chine Learning Optimizers.