Title :
Regional Carbon Emission Management Based on Probabilistic Power Flow With Correlated Stochastic Variables
Author :
Xu Wang ; Yu Gong ; Chuanwen Jiang
Author_Institution :
Sch. of Electron. Inf. & Electr. Eng., Shanghai Jiao Tong Univ., Shanghai, China
Abstract :
Most existing carbon emission management strategies only control the total carbon emission without focusing on both the regional carbon emission and the stochastic properties of the system. Correlated regional loads and unpredictable renewable energies in the power system make regional carbon emission management (RCEM) increasingly challenging and necessary. A complex multi-objective RCEM model based on probabilistic power flow (PPF) considering correlated variables is contributed in this paper. The three objective functions to be minimized are 1) the cost of electricity generated, 2) the total carbon emission, and 3) the carbon emission difference among regions which reflects the regional carbon emission imbalance from the supply side. A new clonal selection algorithm (CSA) coupled with a fuzzy satisfying decision method and an extended 2 m +1 point estimate method (PEM) is proposed to solve this multi-objective RCEM model. The proposed method is illustrated through IEEE 30-bus, IEEE 118-bus and simplified Shanghai case studies. The proposed model can help reduce the total carbon emission, control regional carbon emission, prevent probabilistic congested lines from overloading, and choose the most suitable region for wind farms (WFs).
Keywords :
air pollution control; fuzzy set theory; load dispatching; load flow; optimisation; stochastic processes; wind power plants; CSA; Correlated Stochastic Variables; IEEE 118-bus; IEEE 30-bus; PEM; PPF; WF; carbon emission control; clonal selection algorithm; complex multiobjective RCEM model; electricity generation; extended 2 m +1 point estimation method; fuzzy satisfying decision method; optimal dispatch method; overloading prevention; probabilistic congested line prevention; probabilistic power flow; regional carbon emission imbalance; regional carbon emission management strategy; wind farm; Carbon dioxide; Linear programming; Load modeling; Mathematical model; Probabilistic logic; Standards; Vectors; Carbon flow tracing; multi-objective optimization; probabilistic power flow; regional carbon emission;
Journal_Title :
Power Systems, IEEE Transactions on
DOI :
10.1109/TPWRS.2014.2344861