Dr Maria Read
Lecturer
School of Computing and Information Systems
61 Scholarly works
5 Projects
HIGHLIGHTS
2026
Journal article
MetaPilot: A DRL-based controller for dynamic adaptation to shifting scheduling objectives in HPC systems
DOI: 10.1016/j.future.2025.1082692026
Journal article
A Decentralized Root Cause Localization Approach for Edge Computing Environments
DOI: 10.1109/TSC.2026.36682282026
Journal article
TraDE: Network and Traffic-Aware Adaptive Scheduling for Microservices Under Dynamics
DOI: 10.1109/TPDS.2025.36264242025
Journal article
A Survey of Fundamental Principles and Analysis for Job Scheduling on Warehouse-Scale Computers
DOI: 10.1145/37665432025
Research grants (other domestic)
Scaling Up and Initial Commercialisation of a New Truly Simple and Affordable IoT Soil Moisture Sensor: A World First Shallow Install Sensor for Deep Root Crops for Smart Farming
2021
Research contracts (non-grants)
High Performance Stream Processing Platforms and Applications
2017
Research Grant
Cost-Efficient Orchestration of Containers in Clouds
RECENT SCHOLARLY WORKS
2025
Journal article
A Framework for Carbon-Aware Real-Time Workload Management in Clouds Using Renewables-Driven Cores
DOI: 10.1109/TC.2025.35714952025
Conference Proceedings
Aging-aware CPU Core Management for Embodied Carbon Amortization in Cloud LLM Inference
DOI: 10.1145/3679240.37346082025
Journal article
Efficient Training Approaches for Performance Anomaly Detection Models in Edge Computing Environments
DOI: 10.1145/37257362025
Journal article
CReMa: Crisis Response Through Computational Identification and Matching of Cross-Lingual Requests and Offers Shared on Social Media
DOI: 10.1109/TCSS.2024.34532262025
Conference Proceedings
ScalaSSC: Scalable Stateful Serverless Computing for Stream Processing Applications
DOI: 10.1109/CCGRID64434.2025.000622025
Book Chapter
On-Demand Cold Start Frequency Reduction with Off-Policy Reinforcement Learning in Serverless Computing
DOI: 10.1007/978-981-96-0451-7_1
RECENT PROJECTS
2022
Research Grant
Optimizing Deep Learning Clusters With Transient Capacity Using Artificial Intelligence
2020
Research Contracts
SDN in Multi-Bearer Networks for Military Applications