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Climate-adaptive winter design day reconstruction and Variable Refrigerant Flow thermal response evaluation in severe cold climate: A PI-LSTM co-simulation framework

delete2026-07-30
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PRE
AI
H
Honglian Li *
A
An Wang
W
Wen Lv
S
Shuya Hao
X
Xuan Wang
L
Liu Yang
DOI：10.1016/j.buildenv.2026.115063delete
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Abstract

Abstract

En 中文
• PI-LSTM embeds thermodynamics for severe cold VRF dynamic simulation. • Physics constraints suppress errors, outperforming the vanilla LSTM. • API co-simulation captures a severe 6.5°C transient indoor temp drop. • Identifies a case-specific 1.4x sizing multiplier for thermal resilience.

Journal

Building and Environment cover
Building and Environment
IF:
7.6
Papers:
1.3W
Citations:
6.6W

Organization

I
iflytek co., ltd.
Scholars:
8
Papers: 4
Citations: 0
X
Xi'an University of Architecture & Technology
Scholars:
1.1K
Papers: 313
Citations: 0
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