Research publications and manuscripts exploring explainable AI and practical software systems.
Integrating Machine Learning and Knowledge Graphs for Explainable Soil Organic Carbon Assessment in Agroforestry Systems
This paper proposes a hybrid artificial intelligence architecture that integrates supervised machine learning with graph-based knowledge models to support explainable soil organic carbon assessment in agroforestry systems.
Bridging Organisational Data Silos through Multi-Agent Generative Systems and Integrated Relational Governance
This paper explores the convergence of Multi-Criteria Decision Analysis, Decision Intelligence, and Stakeholder Relationship Management into a unified framework termed Hybrid Decision Intelligence (HDI), facilitated by Multi-Agent Generative Systems (MAGS) to overcome organisational data silos.
ATMAS: Design, Implementation, and Evaluation of an Automated Test Management and Asset Scheduling System for a University Research Engineering Laboratory
This paper presents the design, implementation, and evaluation of ATMAS, an Automated Test Management and Asset Scheduling system developed for a university research engineering laboratory to replace spreadsheet-driven workflows.