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Helen H. L. Kwok

Hong Kong University of Science & Technology (HKUST)

SCHOLARLY PAPERS

5

DOWNLOADS

393

TOTAL CITATIONS

3

Scholarly Papers (5)

1.

Occupancy-Driven Hvac Control Optimization Via Lstm and Deep Reinforcement Learning for Enhanced Indoor Air Quality, Thermal Comfort and Energy Efficiency

Number of pages: 30 Posted: 25 Apr 2025
Hong Kong University of Science & Technology (HKUST), Hong Kong University of Science & Technology (HKUST), The University of Hong Kong, Hong Kong University of Science & Technology (HKUST), Hong Kong University of Science & Technology (HKUST) and Hong Kong University of Science & Technology (HKUST)
Downloads 88 (777,583)

Abstract:

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Occupant state estimation, Deep reinforcement learning, indoor air quality, thermal comfort, energy efficiency, HVAC control

2.

Image2sim and Gaxboost: Automated Simulation Modeling and Sustainable Performance Evaluation for Flat Layout Design

Number of pages: 29 Posted: 15 Apr 2025
Wenli Liu, Zhaoji Wu, Xingyu Tao, Helen H. L. Kwok and Jack C.P. Cheng
Hong Kong University of Science & Technology (HKUST), Hong Kong University of Science & Technology (HKUST), affiliation not provided to SSRN, Hong Kong University of Science & Technology (HKUST) and Hong Kong University of Science & Technology (HKUST)
Downloads 83 (783,685)

Abstract:

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surrogate model, XGBoost, Building performance evaluation, Flat layout, Generative design

3.

Prediction and Optimization of Thermal Comfort, Iaq and Energy Consumption of Typical Air-Conditioned Rooms Based on a Hybrid Prediction Model

Number of pages: 25 Posted: 04 Jul 2022
Fangli Hou, Jun Ma, Helen H. L. Kwok and Jack C.P. Cheng
Hong Kong University of Science & Technology (HKUST), The University of Hong Kong, Hong Kong University of Science & Technology (HKUST) and Hong Kong University of Science & Technology (HKUST)
Downloads 78 (816,709)
Citation 3

Abstract:

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thermal comfort, Indoor air quality, Energy consumption, Hybrid prediction model, HVAC System

4.

Automated Openbim-Based Discrete Event Simulation Modeling for Cradle-to-Site Embodied Carbon Assessment

Number of pages: 42 Posted: 05 Nov 2024
Hong Kong University of Science & Technology (HKUST), Hong Kong University of Science & Technology (HKUST), Hong Kong University of Science & Technology (HKUST), Hong Kong University of Science & Technology (HKUST), Chulalongkorn University and Hong Kong University of Science & Technology (HKUST)
Downloads 75 (852,604)

Abstract:

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Building Information Modeling (BIM), openBIM, carbon management, Discrete Event Simulation (DES)

5.

CO2-Based Ventilation Control Strategy Via LSTM-Based Long-Term CO2 Prediction Model

Number of pages: 24 Posted: 01 Dec 2022
Jack C.P. Cheng, Fangli Hou, Helen H. L. Kwok and Jun Ma
Hong Kong University of Science & Technology (HKUST), Hong Kong University of Science & Technology (HKUST), Hong Kong University of Science & Technology (HKUST) and The University of Hong Kong
Downloads 69 (883,195)

Abstract:

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Indoor air quality, CO2-based ventilation control, Energy saving, Long-term prediction, Deep learning