Jian Sun, Deping Ke, Jian Xu, et al. Stochastic Planning of Integrated Energy System with Low-Grade Heat Based on a Novel Heat Pump Model Considering Multiple Uncertainties[J]. CSEE Journal of Power and Energy Systems, 2026, 12(3): 1547-1561.
DOI:
Jian Sun, Deping Ke, Jian Xu, et al. Stochastic Planning of Integrated Energy System with Low-Grade Heat Based on a Novel Heat Pump Model Considering Multiple Uncertainties[J]. CSEE Journal of Power and Energy Systems, 2026, 12(3): 1547-1561. DOI: 10.17775/CSEEJPES.2024.01440.
Stochastic Planning of Integrated Energy System with Low-Grade Heat Based on a Novel Heat Pump Model Considering Multiple Uncertainties
摘要
Abstract
Regional low-grade heat
such as ground source heat
domestic sewage waste heat
low-temperature industrial waste heat and data center waste heat
has considerable potential to contribute to the alleviation of energy crises and environmental pollution from a micro-grid perspective. To explore the method of park-level integrated energy systems (IES) that incorporates low-grade heat
a coordinated planning model is proposed in this paper. First
the working efficiency of heat pump (HP) is modeled using a combined method of thermodynamics and data regression. This HP model takes into consideration the heat upgrading process
which involves utilizing low-grade heat at various temperature levels. The conditional probability distribution of the HP model is also estimated according to the working temperature. Furthermore
the uncertainties arising from sources
loads
and HP models are addressed through chance constraints in a proposed stochastic planning model of IES. Specifically
the planning model is solved using an improved Grey Wolf Optimization (IGWO) algorithm
which enhances global search capability
local optimization accuracy
and stability. Simulation results show the advantage of integrating low-grade heat in IES with high-performance HP through multi-energy complementary mode. The planning model can coordinate multiple energy sources and provide a reference for decision-makers between risk and economy.