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Andrew Collins

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Review Open access 2023

Advanced Control Strategies for Autonomous Engineering Systems

Autonomous engineering systems are a major technological advancement in modern industry and science, operating with minimal human intervention while ensuring high accuracy, reliability, adaptability, and efficiency. Before 2019, developments in control engineering, artificial intelligence, robotics, and embedded system...

Andrew Collins, Emma Roberts · 0 citations
Open access 2018

AI-Powered Intelligent Document Processing in Digital Enterprises

This paper explains how technologies like OCR convert scanned documents into machine-readable formats and how supervised and unsupervised learning improve classification and data extraction and highlights improved performance in terms of accuracy, precision, recall, and processing time compared to traditional systems.

Andrew Collins, Emma Roberts · 0 citations
Open access 2021

Scalable Data Engineering Architectures for Federated Learning in Decentralized Cloud Environments

This paper presents a comprehensive architectural framework for scalable data engineering tailored for FL in heterogeneous and resource-constrained environments and proposes a modular architecture that addresses data heterogeneity, scalability, and compliance.

Laura Conti, Andrew Collins · 0 citations

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