default author photo

Saman Halgamuge

University of Melbourne - Department of Mechanical Engineering

185 Pelham Street

Carlton, Victoria 3053

Australia

SCHOLARLY PAPERS

2

DOWNLOADS

127

TOTAL CITATIONS

2

Scholarly Papers (2)

Actions:
Email selected abstracts
1.

Optimizing the Operation of a Hybrid Ground Source Heat Pump System Under Uncertainty

Number of pages: 22 Posted: 04 Oct 2021
Hansani Weeratunge, Simon Dunstall, Julian de Hoog, Guillermo Narsilio and Saman Halgamuge
University of Melbourne - Department of Mechanical Engineering, CSIRO Data61, University of Melbourne - Department of Mechanical Engineering, University of Melbourne - Department of Infrastructure Engineering and University of Melbourne - Department of Mechanical Engineering
Downloads 65 (924,743)
Citation 1

Abstract:

Loading...

Stochastic control, Optimization, model predictive control, Real options, Ground source heat pumps

2.

Distributed solar generation forecasting using attention-based deep neural networks for cloud movement prediction

Downloads 62 (970,490)
Citation 1

Distributed solar generation forecasting using attention-based deep neural networks for cloud movement prediction

Number of pages: 33 Posted: 19 Nov 2025
Maneesha Perera, Julian de Hoog, Kasun Bandara and Saman Halgamuge
University of Melbourne, University of Melbourne - Department of Mechanical Engineering, University of Melbourne and University of Melbourne - Department of Mechanical Engineering
Downloads 38 (1,252,562)
Citation 1

Abstract:

Loading...

Solar photovoltaic power forecasting, Deep neural networks, Infrared satellite imagery, Satellite image forecasting, Cloud forecasting

Distributed solar generation forecasting using attention-based deep neural networks for cloud movement prediction

Number of pages: 36 Posted: 14 Feb 2026
Maneesha Perera, Julian de Hoog, Kasun Bandara, Hansani Weeratunge and Saman Halgamuge
University of Melbourne, University of Melbourne - Department of Mechanical Engineering, University of Melbourne, Sri Lanka Institute of Information Technology and University of Melbourne - Department of Mechanical Engineering
Downloads 12 (1,606,395)

Abstract:

Loading...

Solar photovoltaic power forecasting, Deep neural networks, Infrared satellite imagery, Satellite image forecasting, Cloud forecasting

Distributed solar generation forecasting using attention-based deep neural networks for cloud movement prediction

Number of pages: 36 Posted: 09 May 2026
Maneesha Perera, Julian de Hoog, Kasun Bandara, Hansani Weeratunge and Saman Halgamuge
University of Melbourne, University of Melbourne - Department of Mechanical Engineering, University of Melbourne, Sri Lanka Institute of Information Technology and University of Melbourne - Department of Mechanical Engineering
Downloads 12 (1,589,301)

Abstract:

Loading...

Solar photovoltaic power forecasting, Deep neural networks, Infrared satellite imagery, Satellite image forecasting, Cloud forecasting