Publications

Last updated: 23 June 2021.

A more complete list can be found on Google Scholar.

In many cases I have included PDF versions (sometimes of pre-publication drafts). In some cases I am only allowed to add the link to the publisher and the paper may be obtained from them.

For any missing publications or broken links, please don’t hesitate to email me.

2021

Solar PV Maps for Estimation and Forecasting of Distributed Solar Generation
Julian de Hoog, Maneesha Perera, Kasun Bandara, Damith Senanayake, Saman Halgamuge
ICML Workshop: Tackling Climate Change with Machine Learning
Link
Feasibility and performance analysis of hybrid ground source heat pump systems in fourteen cities
Hansani Weeratunge, Gregorius Riyan Aditya, Simon Dunstall, Julian de Hoog, Guillermo Narsilio, Saman Halgamuge
Energy
Link

2020

Using Satellite and Aerial Imagery for Identification of Solar PV: State of the Art and Research Opportunities
Julian de Hoog, Stefan Maetschke, Peter Ilfrich, Ramachandra Rao Kolluri
ACM e-Energy 2020
Link
Adaptive Control Using Machine Learning for Distributed Storage in Microgrids
Ramachandra Rao Kolluri and Julian de Hoog
Workshop on Energy Storage, ACM e-Energy 2020
Link
Continuous Near-Optimal Control of Energy Storage Systems
Julian de Hoog, Ramachandra Rao Kolluri and Peter Ilfrich
In Proceedings of IFAC World Congress 2020
Link
Controlling DC Microgrids in Communities, Buildings and Data Centers
Ramachandra Rao Kolluri, Iven Mareels and Julian de Hoog
IET Smart Grid
Link
Hybrid Edge-Cloud based Ensemble Learning for Forecasting Occupancy of Open-plan Offices
Fatemeh Jalali, Subhrajit Roy, Ramachandra Rao Kolluri, Maneesha Perera, Mahsa Salehi, John D. Vasquez, Julian de Hoog
Workshop on AIoT at KDD 2020
PDF

2019

Data Visualization and Forecast Combination for Probabilistic Load Forecasting in GEFCom2017 Final Match
Julian de Hoog and Khalid Abdulla
International Journal of Forecasting. Volume 35, 2019, pages 1451-1459.
BibTeX | PDF | Link
Rooftop Solar Photovoltaic Power Forecasting Using Characteristic Generation Profiles (Poster)
Julian de Hoog, Ramachandra Rao Kolluri, Fatemeh Jalali, and Sangchul Lee
In Proceedings of the Tenth ACM International Conference on Future Energy Systems (e-Energy ’19). ACM, New York, NY, USA, 376-377.
BibTeX | PDF | Link
Microgrid Design: A Piecewise Linear Approach (Poster)
Ramachandra Rao Kolluri, Julian de Hoog, Olivia J Smith, and Iven Mareels
In Proceedings of the Tenth ACM International Conference on Future Energy Systems (e-Energy ’19). ACM, New York, NY, USA, 388-390.
BibTeX | PDF | Link
Experimental Platform for Measuring the Impacts of Different Charging Strategies on Battery Degradation (Poster)
Ying Ying Beh, David Ripper, Shyam Shiv Kumar, Hou Nam U, Hansani Weeratunge, Guillermo Narsilio, Saman Halgamuge, Julian de Hoog, and Ramachandra Rao Kolluri
In Proceedings of the Tenth ACM International Conference on Future Energy Systems (e-Energy ’19). ACM, New York, NY, USA, 367-369.
BibTeX | PDF | Link

2018

Quantile Regression Neural Network for Energy Demand Forecasting
Julian de Hoog and Khalid Abdulla
Submitted to Special Issue on GEFCom2017, International Journal of Forecasting, 31 Dec. 2017. Under review.
BibTeX | PDF | Link
Scheduling Fast Local Rule-Based Controllers for Optimal Operation of Energy Storage
Julian de Hoog, Khalid Abdulla, Ramachandra Rao Kolluri, and Paras Karki
In Proceedings of ACM E-Energy, Karlsruhe, Germany, June 2018 (Notes paper) Won Best Presentation
BibTeX | PDF | Link
Consensus only control in DC Microgrids
Ramachandra Rao Kolluri, Iven Mareels and Julian de Hoog
In Proceedings of ACM E-Energy, Karlsruhe, Germany, June 2018 (Poster).
BibTeX | PDF | Link
Overcoming the Impact of Clock Drifts on Power Sharing for Microgrids
Ramachandra Rao Kolluri, Iven Mareels, Carlos Teixeira, Shengfeng Tong, Tansu Alpcan, Marcus Brazil, Julian de Hoog and Doreen Thomas
In Proceedings of the IEEE Power and Energy Society General Meeting. Portland, USA, August 2018 (Poster).
BibTeX | PDF | Link
Optimizing the Operation of a Hybrid Solar Assisted Ground Source Heat Pump System
Hansani Weeratunge, Simon Dunstall, Julian de Hoog, Guillermo Narsilio, Saman Halgamuge
In Proceedings of the IEEE International Conference on Information and Automation for Sustainability. Colombo, Sri Lanka, December 2018.
BibTeX | PDF | Link
Life Cycle Cost Optimization of a Solar Assisted Ground Source Heat Pump
Hansani Weeratunge, Julian de Hoog, Simon Dunstall, Guillermo Narsilio, Saman Halgamuge
In Proceedings of the IEEE Power and Energy Society General Meeting. Portland, USA, August 2018.
BibTeX | PDF | Link
Model Predictive Control for a Solar Assisted Ground Source Heat Pump System
Hansani Weeratunge, Guillermo Narsilio, Julian de Hoog, Simon Dunstall, Saman Halgamuge
Energy
BibTeX | PDF | Link
Stability and Active Power Sharing in Droop Controlled Inverter Interfaced Microgrids: Effect of Clock Mismatches
Ramachandra Rao Kolluri, Iven Mareels, Tansu Alpcan, Marcus Brazil, Julian de Hoog, Doreen Anne Thomas
Automatica. Volume 93, July 2018, Pages 469-475
BibTeX | PDF | Link
“I had super-powers when eBike riding”: Towards Understanding the Design of Integrated Exertion
Josh Andres, Julian de Hoog and Florian ‘Floyd’ Mueller
ACM CHIPLAY’18, Melbourne, Australia, Oct. 2018. To appear.
BibTeX | PDF | Link

2017

Multi-resolution Dynamic Programming for the Receding Horizon Control of Energy Storage
Khalid Abdulla, Julian de Hoog, Kent Steer, Andrew Wirth, Saman Halgamuge
IEEE Transactions on Sustainable Energy. Accepted, to appear.
BibTeX | PDF | Link
Siting and Sizing Distributed Storage for Microgrid Applications
Ramachandra Rao Kolluri, Julian de Hoog, Khalid Abdulla, Iven Mareels, Tansu Alpcan, Marcus Brazil, Doreen Anne Thomas
In Proceedings of IEEE SmartGridComm 2017. Dresden, Germany, October 2017.
BibTeX | PDF | Link
An IoT Solution for Optimal Energy Storage Operation
Julian de Hoog, Bhagya Amarasekara, Fatemeh Jalali
In Workshop on AI for Internet of Things, IJCAI 2017. Melbourne, Australia, August 2017.
BibTeX | PDF | Link
Power Sharing in Angle Droop Controlled Microgrids
Ramachandra Rao Kolluri, Iven Mareels, Tansu Alpcan, Marcus Brazil, Julian de Hoog, Doreen Thomas
IEEE Transactions on Power Systems. Volume 32, Issue 6, Nov. 2017.
BibTeX | PDF | Link
The Importance of Temporal Resolution in Evaluating Residential Energy Storage
Khalid Abdulla, Kent Steer, Andrew Wirth, Julian de Hoog, Saman Halgamuge
In Proceedings of the IEEE Power and Energy Society General Meeting. Chicago, USA, July 2017.
BibTeX | PDF | Link

2016

Optimal Operation of Energy Storage Systems Considering Forecasts and Battery Degradation
Khalid Abdulla, Julian de Hoog, Valentin Muenzel, Frank Suits, Kent Steer, Andrew Wirth, and Saman Halgamuge
IEEE Transactions on Smart Grid.
BibTeX | PDF | Link
Integrating Data-Driven Forecasting and Optimization to Improve the Operation of Distributed Energy Storage
Khalid Abdulla, Kent Steer, Andrew Wirth, Julian de Hoog and Saman Halgamuge
In Proceedings of IEEE 14th International Conference on Smart City. Sydney, Australia, December 2016. Won Best Student Paper.
BibTeX | PDF | Link
Accounting for Forecast Uncertainty in the Optimized Operation of Energy Storage
Khalid Abdulla, Kent Steer, Andrew Wirth, Saman Halgamuge and Julian de Hoog
In Proceedings of IEEE Innovative Smart Grid Technologies (ISGT) Conference – Asia. Melbourne, Australia, November 2016.
BibTeX | PDF | Link
Interconnecting Fog Computing and Microgrids for Greening IoT
Fatemeh Jalali, Arun Vishwanath, Julian de Hoog and Frank Suits
In Proceedings of IEEE Innovative Smart Grid Technologies (ISGT) Conference – Asia. Melbourne, Australia, November 2016.
BibTeX | PDF | Link
Exploring Human – eBike Interaction to Support Rider Autonomy
Josh Andres, Julian de Hoog, Jürg von Känel, Julian Berk, Bach Le, Xizi Wang, Marcus Brazil and Florian Mueller
In Proceedings of the ACM SIGCHI Annual Symposium on Computer-Human Interaction in Play (CHI PLAY). Austin, Texas, USA, October 2016.
BibTeX | PDF | Link
Making batteries viable: Boosting the value of storage
Julian de Hoog and Khalid Abdulla
Renew Magazine, September 2016, Issue 136
BibTeX | PDF | Link

2015

Optimal Charging of Electric Vehicles Taking Distribution Network Constraints Into Account
Julian de Hoog, Tansu Alpcan, Marcus Brazil, Doreen Anne Thomas, and Iven Mareels
IEEE Transactions on Power Systems. Volume 30, Issue 1, Jan. 2015.
BibTeX | PDF | Link (IEEE Xplore)
A Market Mechanism for Electric Vehicle Charging Under Network Constraints
Julian de Hoog, Tansu Alpcan, Marcus Brazil, Doreen Anne Thomas and Iven Mareels
IEEE Transactions on Smart Grid. Volume 7, Issue 2, March 2016.
BibTeX | PDF | Link
Local Measurements and Virtual Pricing Signals for Residential Demand Side Management
Lu Xia, Julian de Hoog, Tansu Alpcan, Marcus Brazil, Doreen Anne Thomas and Iven Mareels
Sustainable Energy, Grids and Networks. Vol. 4, Dec. 2015, Pages 62-71.
BibTeX | PDF | Link
A Comparative Testing Study of Commercial 18650-Format Lithium-Ion Battery Cells
Valentin Muenzel, Anthony F. Hollenkamp, Anand I. Bhatt, Julian de Hoog, Marcus Brazil, Doreen A. Thomas, and Iven Mareels
Journal of The Electrochemical Society, 162 (8) A1592-A1600 (2015)
BibTeX | PDF | Link
The role of electric vehicles in demand response: Implementation, network impacts, and market requirements
Julian de Hoog, Kristian Handberg and Raman Jegatheesan
International Journal of Electric and Hybrid Vehicles (IJEHV), Vol. 7, No. 3, 2015
BibTeX | PDF | Link
Modelling Voltage-Demand Relationship on Power Distribution Grid for Distributed Demand Management
Lu Xia, Tansu Alpcan, Iven Mareels, Marcus Brazil, Julian de Hoog, Doreen Thomas
In Proceedings of the Australian Control Conference (AUCC). Gold Coast, Australia, 2015.
BibTeX | PDF | Link
A Multi-Factor Battery Life Prediction Methodology for Optimal Battery Management
Valentin Muenzel, Julian de Hoog, Marcus Brazil, Arun Vishwanath and Shivkumar Kalyanaraman
In Proceedings of ACM e-Energy. Bangalore, India, July 2015.
BibTeX | PDF | Link
PV Generation and Demand Mismatch: Evaluating the Potential of Residential Storage
Valentin Muenzel, Julian de Hoog, Iven Mareels, Arun Vishwanath, Shivkumar Kalyanaraman, Andrew Gort
In Proceedings of IEEE Conference on Innovative Smart Grid Technologies (ISGT). Washington DC, USA, February 2015.
BibTeX | PDF | Link
Power Sharing Correction in Angle Droop Controlled Inverter Interfaced Microgrids
Ramachandra Rao Kolluri, Iven Mareels, Tansu Alpcan, Marcus Brazil, Julian de Hoog, Doreen Thomas
In Proceedings of the IEEE Power and Energy Society General Meeting. Denver, Colorado, USA, July 2015.
BibTeX | PDF | Link

2014

On making energy demand and network constraints compatible in the last mile of the power grid
Iven Mareels, Julian de Hoog, Doreen Thomas, Marcus Brazil, Tansu Alpcan, Derek Jayasuriya, Valentin Muenzel, Lu Xia, Ramachandra Rao Kolluri
Annual Reviews in Control.
BibTeX | PDF | Link (ScienceDirect)
The Importance of Spatial Distribution when Analysing the Impact of Electric Vehicles on Voltage Stability in Distribution Networks
Julian de Hoog, Valentin Muenzel, Derek Chanaka Jayasuriya, Tansu Alpcan, Marcus Brazil, Doreen Anne Thomas, Iven Mareels, Glenn Dahlenburg, Raman Jegatheesan
Energy Systems.
BibTeX | PDF | Link (SpringerLink)
Affordable batteries for green energy are closer than we think
Valentin Muenzel, Iven Mareels, Julian de Hoog, Arun Vishwanath, Shivkumar Kalyanaraman
The Conversation. Online, 23 July 2014. Accessed 24 July 2014.
BibTeX | PDF | Link (The Conversation)
Electric vehicles and the grid: How EVs affect demand management
Marcus Brazil and Julian de Hoog
Renew Magazine. Online, 17 September 2014. Accessed 20 September 2014.
BibTeX | PDF | Link (Renew Magazine)
On the Effect of Component Mismatches in Inverter Interfaced Microgrids
Ramachandra Rao Kolluri, Tansu Alpcan, Iven Mareels, Marcus Brazil, Julian de Hoog and Doreen Thomas
In Proceedings of the Australasian University Power Engineering Conference (AUPEC). Perth, Australia, September 2014.
BibTeX | PDF | Link
Analysis of Constraints for Optimal Electric Vehicle Charging
Julian de Hoog, Lu Xia, Tansu Alpcan, Marcus Brazil, Doreen A. Thomas, and Iven Mareels
In Proceedings of IFAC World Congress 2014. Cape Town, South Africa, August 2014.
BibTeX | PDF | Link
Battery Management using Secondary Loads: A Novel Integrated Approach
Valentin Muenzel, Julian de Hoog, Marcus Brazil, Doreen A. Thomas, and Iven Mareels
In Proceedings of IFAC World Congress 2014. Cape Town, South Africa, August 2014.
BibTeX | PDF | Link
Electric Vehicle Charging: A Noncooperative Game Using Local Measurements
Lu Xia, Julian de Hoog, Tansu Alpcan, Marcus Brazil, Iven Mareels, and Doreen A. Thomas
In Proceedings of IFAC World Congress 2014. Cape Town, South Africa, August 2014.
BibTeX | PDF | Link
A Distributed Greedy Fair Charging Algorithm for Electric Vehicles Demand Management using Only Local Measurements
Lu Xia, Iven Mareels, Tansu Alpcan, Marcus Brazil, Julian de Hoog, and Doreen A. Thomas
In Proceedings of IEEE Conference on Innovative Smart Grid Technologies (ISGT). Washington DC, USA, February 2014.
BibTeX | PDF | Link (IEEE Xplore)

2013

Grid-Friendly Charging: How Electric Vehicles Can Benefit Everybody
Kristian Handberg, Julian de Hoog and Raman Jegatheesan
In Metering International, Issue 3, 2013, pages 130-134
BibTeX | Link
Demonstrating Demand Management: How Intelligent EV Charging Can Benefit Everyone
Julian de Hoog, Kristian Handberg, and Raman Jegatheesan
In Proceedings of EVS27, the 27th International Electric Vehicle Symposium and Exhibition. Barcelona, Spain, November 2013.
BibTeX | PDF
Time Preference for Information in Multi-Agent Exploration with Limited Communication
Victor Spirin, Stephen Cameron, and Julian de Hoog
In Proceedings of TAROS (Towards Autonomous Robotic Systems). Oxford, UK, August 2013.
BibTeX | PDF | Link (SpringerLink)
Electric Vehicle Charging and Grid Constraints: Comparing Distributed and Centralized Approaches
Julian de Hoog, Doreen A. Thomas, Valentin Muenzel, Derek C. Jayasuriya, Tansu Alpcan, Marcus Brazil, and Iven Mareels
In Proceedings of the IEEE Power and Energy Society General Meeting. Vancouver, Canada, July 2013. Nominated for Best Paper.
BibTeX | PDF | Link (IEEE Xplore)
Smart grids and electric vehicles: a quiet revolution
Julian de Hoog
In Celebrating 100 years of ACE: The Association for Consultancy and Engineering’s Centenary Magazine.
Link (pp. 50-51)
Discussion of Multi-Robot Exploration in Communication-Limited Environments
Arnoud Visser, Julian de Hoog, Adrian Jimenez-Gonzalez and Jose Ramiro Martinez de Dios
In Workshop “Towards Fully Decentralized Multi-Robot Systems: Hardware, Software and Integration”, IEEE International Conference on Robotics and Automation (ICRA). Karlsruhe, Germany, May 2013.
BibTeX | PDF
Modeling and Validation of an Unbalanced LV Network Using Smart Meter and SCADA Inputs
Derek C. Jayasuriya, Max Rankin, Terry Jones, Geoff Thorn, Kenneth Chew, Julian de Hoog, Doreen A. Thomas, and Iven Mareels
In Proceedings of IEEE TENCON Spring Conference. Sydney, Australia, April 2013.
BibTeX | PDF | Link (IEEE Xplore)
Modeling Reversible Self-Discharge in Series-Connected Li-ion Battery Cells
Valentin Muenzel, Marcus Brazil, Iven Mareels, Julian de Hoog, and Doreen Thomas
In Proceedings of IEEE TENCON Spring Conference. Sydney, Australia, April 2013.
BibTeX | PDF | Link (IEEE Xplore)

2011

Role-Based Multi−Robot Exploration
Julian de Hoog
PhD Thesis, Department of Computer Science, University of Oxford
BibTeX | PDF
Using Mobile Relays in Multi-Robot Exploration
Julian de Hoog, Adrian Jiménez-González, Stephen Cameron, J. Ramiro Martínez de-Dios, and Anibal Ollero
In Proceedings of ACRA (Australian Conference on Robotics and Automation). Melbourne, Australia, December 2011.
BibTeX | PDF
Using Rendezvous to Overcome Communication Limitations in Multirobot Exploration
Briana Lowe Wellman, Julian de Hoog, Shameka Dawson, and Monika Anderson
In Proceedings of SMC (IEEE International Conference on Systems, Man and Cybernetics). Anchorage, USA, October 2011.
BibTeX | PDF | Link (IEEE Xplore)
Amsterdam Oxford Joint Rescue Forces − Team Description Paper − Virtual Robot competition − Rescue Simulation League − RoboCup 2011
Nick Dijkshoorn‚ Helen Flynn‚ Okke Formsma‚ Sander van Noort‚ Carsten van Weelden‚ Chaim Bastiaan‚ Niels Out‚ Olaf Zwennes‚ Sevaztian Soffia Otarola‚ Julian de Hoog‚ Stephen Cameron and Arnoud Visser
In Proceedings CD of the 15th RoboCup Symposium. Istanbul, Turkey, July 2011.
BibTeX | PDF

2010

Autonomous Multi−Robot Exploration in Communication−Limited Environments
Julian de Hoog‚ Stephen Cameron and Arnoud Visser
In Proceedings of TAROS (Towards Autonomous Robotic Systems). Plymouth, UK, September 2010.
BibTeX | PDF
Dynamic Team Hierarchies in Communication-Limited Multi-Robot Exploration
Julian de Hoog‚ Stephen Cameron and Arnoud Visser
In Proceedings of SSRR (IEEE International Workshop on Safety, Security, and Rescue Robotics). Bremen, Germany, July 2010
BibTeX | PDF | Link (IEEE Xplore)
Selection of Rendezvous Points for Multi-Robot Exploration in Dynamic Environments.
Julian de Hoog‚ Stephen Cameron and Arnoud Visser
In Proceedings of AAMAS (Workshop on Agents in Realtime and Dynamic Environments, International Conference on Autonomous Agents and Multi-Agent Systems). Toronto, Canada, May 2010
BibTeX | PDF

2009

Role-Based Autonomous Multi-Robot Exploration
Julian de Hoog‚ Stephen Cameron and Arnoud Visser
In Proceedings of COGNITIVE (International Conference on Advanced Cognitive Technologies and Applications). Athens, Greece, November 2009.
BibTeX | PDF | Link (IEEE Xplore)
Integrating Automated Object Detection into Mapping in USARSim
Helen Flynn, Julian de Hoog and Stephen Cameron
In Proceedings of IROS (IEEE/RSJ International Conference on Intelligent Systems and Robots). St.Louis, USA, October 2009.
BibTeX | PDF
Amsterdam Oxford Joint Rescue Forces – Team Description Paper – Virtual Robot competition – Rescue Simulation League – RoboCup 2009
A. Visser, G. de Buy Wenniger, H. Nijhuis, F. Alnajar, B. Huijten, M. van der Velden, W. Josemans, B. Terwijn, R. Sobolewski, H. Flynn, M. Jankowska and J. de Hoog.
In Proceedings of the 13th RoboCup Symposium. Graz, Austria, July 2009.
BibTeX | PDF

2008

Robotic Search−and−Rescue: An Integrated Approach
Julian de Hoog, Stephen Cameron and Arnoud Visser
In Proceedings of the Oxford University Computing Laboratory Student Conference. Oxford, UK, October 2008. (Won best presentation)
BibTeX | PDF
Amsterdam Oxford Joint Rescue Forces – Team Description Paper – Virtual Robot competition – Rescue Simulation League – RoboCup 2008
S. Roebert A. Visser T. Schmits and J. de Hoog
In Proceedings of the 12th RoboCup Symposium. Suzhou, China, July 2008.
BibTeX | PDF

2007

Machine Learning Techniques Applied to Multi−Agent Cooperation
Julian de Hoog
MSc Thesis, Department of Computer Science, University of Oxford
BibTeX | PDF