Parameter estimation of unknown properties using transfer learning from virtual to existing buildings

Author:

Ko Yun-Dam1,Park Cheol-Soo1

Affiliation:

1. Department of Architecture and Architectural Engineering, Institute of Construction and Environmental Engineering, Institute of Engineering Research, College of Engineering, Seoul National University, Seoul, South Korea

Funder

The Institute of Engineering Research at Seoul National University

Energy Technology Evaluation and Planning(KETEP) and the Ministry of Trade, Industry & Energy(MOTIE) of the Republic of Korea

Institute of Construction and Environmental Engineering

Publisher

Informa UK Limited

Subject

Computer Science Applications,Modelling and Simulation,Building and Construction,Architecture

Reference40 articles.

1. Optimal control strategies of eight parallel heat pumps using Gaussian process emulator

2. Performance characteristics and practical applications of common building thermal insulation materials

3. ASHRAE (American Society of Heating, Refrigerating, and Air-Conditioning Engineers). 2011. ASHRAE Standard 189.1-2011: Standard for the Design of High-Performance Green Buildings Except Low-Rise Residential Buildings.

4. Transfer learning with deep neural networks for model predictive control of HVAC and natural ventilation in smart buildings

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