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Siyi Guo

affiliation not provided to SSRN

SCHOLARLY PAPERS

4

DOWNLOADS

154

TOTAL CITATIONS

0

Scholarly Papers (4)

1.

A Physics-Guided Rnn-Kan Network for Multi-Step Prediction of Heat Pump Operation States

Number of pages: 25 Posted: 04 Nov 2024
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and Shanghai Jiao Tong University (SJTU) - Institute of Refrigeration and Cryogenics
Downloads 45 (1,121,190)

Abstract:

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RNN-KAN, Heat pump, heating capacity, multi-step prediction, error-based training

2.

Tracing the sources of online prediction errors in building energy consumption: a bias-variance and time-frequency domain based approach

Number of pages: 40 Posted: 25 Nov 2025
affiliation not provided to SSRN, Aalto University, affiliation not provided to SSRN, affiliation not provided to SSRN and Shanghai Jiao Tong University (SJTU) - Institute of Refrigeration and Cryogenics
Downloads 39 (1,196,171)

Abstract:

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Energy Consumption, online prediction, error source identification, bias-variance decomposition, time-frequency identification

3.

A Multi-Objective Collaborative Planning Method for a Pv-Powered Hybrid Energy System Considering Source-Load Matching

Number of pages: 46 Posted: 14 Mar 2024
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and Shanghai Jiao Tong University (SJTU) - Institute of Refrigeration and Cryogenics
Downloads 36 (1,249,711)

Abstract:

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Multi-objective optimization, PV-powered hybrid system, Air-source heat pump, Energy scheduling scheme, demand response

4.

Real-Time Prediction of Thermal Load and Indoor Temperature for Buildings with a Recursive Identification Method in Noise Conditions

Number of pages: 45 Posted: 16 Jun 2025
affiliation not provided to SSRN, affiliation not provided to SSRN, Shanghai Jiao Tong University (SJTU), affiliation not provided to SSRN and Shanghai Jiao Tong University (SJTU) - Institute of Refrigeration and Cryogenics
Downloads 34 (1,304,549)

Abstract:

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Thermal load prediction, Indoor temperature prediction, RC thermal network model, Noise-robust prediction, Recursive generalized total least squares