Author Page for Ralph Evins

1.

Deep Temporal Convolutional Residual Neural Network (ResNet)–Based Surrogate Models for Time-Series Load Prediction and Fast Demand Response Evaluation Across Buildings and Climates

Downloads 106 (684,672)

2

Deep Temporal Convolutional Residual Neural Network (ResNet)–Based Surrogate Models for Time-Series Load Prediction and Fast Demand Response Evaluation Across Buildings and Climates

Number of pages: 28 Posted: 03 Dec 2025

Qiwei QIN and Ralph Evins

University of Victoria and University of Victoria

Downloads 59 (1,017,159)

Abstract:

Deep Temporal Convolutional Residual Neural Network (ResNet)–Based Surrogate Models for Time-Series Load Prediction and Fast Demand Response Evaluation Across Buildings and Climates

Number of pages: 28 Posted: 28 Nov 2025

Qiwei QIN and Ralph Evins

University of Victoria and University of Victoria

Downloads 47 (1,144,483)

Abstract:

2.

Improved Surrogate Modeling for Multi-Energy System Design: Model Architecture, Sampling and Scaling Choices

Number of pages: 37 Posted: 26 Nov 2024

François Lédée, Curran Crawford and Ralph Evins

University of Victoria, University of Victoria and University of Victoria

Downloads 52 (1,074,648)

Abstract:

3.

Examining the Generalizability of Inverse Surrogate Models for Different Geometries and Locations

Number of pages: 36 Posted: 08 Nov 2024

Liam Jowett-Lockwood and Ralph Evins

University of Victoria and University of Victoria

Downloads 51 (1,063,489)

Abstract:

4.

Canadian residential heating decarbonization: An agent-based model simulation of heat pump adoption and policy interventions

Number of pages: 37 Posted: 03 Jul 2026

Monika Mikhail, Rodrigo Costa, Florent Herbinger and Ralph Evins

University of Victoria, University of Waterloo, University of Victoria and University of Victoria

Downloads 7

Ralph Evins

University of Victoria

4

216

0

Scholarly Papers (4)

Deep Temporal Convolutional Residual Neural Network (ResNet)–Based Surrogate Models for Time-Series Load Prediction and Fast Demand Response Evaluation Across Buildings and Climates

Deep Temporal Convolutional Residual Neural Network (ResNet)–Based Surrogate Models for Time-Series Load Prediction and Fast Demand Response Evaluation Across Buildings and Climates

Abstract:

Deep Temporal Convolutional Residual Neural Network (ResNet)–Based Surrogate Models for Time-Series Load Prediction and Fast Demand Response Evaluation Across Buildings and Climates

Abstract:

Improved Surrogate Modeling for Multi-Energy System Design: Model Architecture, Sampling and Scaling Choices

Abstract:

Examining the Generalizability of Inverse Surrogate Models for Different Geometries and Locations

Abstract:

Canadian residential heating decarbonization: An agent-based model simulation of heat pump adoption and policy interventions

Abstract: