TY - JOUR
T1 - Can efficiency evaluation be applied to power plant operation improvement? A combined method with modified weighted russell directional distance model and pattern matching
AU - Zhu, Lei
AU - Liu, Junqi
AU - Xie, Jun
AU - Yu, Yang
AU - Gao, Lin
AU - Li, Sheng
AU - Duan, Hongbo
N1 - Publisher Copyright:
© 2021 Elsevier Ltd
PY - 2021/10
Y1 - 2021/10
N2 - When there is no further potential to be gained from technological upgrading, it is crucial for coal-fired power plants to effectively utilize their input fuels to improve their operational efficiency and reduce emissions. This paper proposes a coal management model that combines modified weighted russell directional distance model and pattern matching to help coal-fired power plants improve their operation while finding more potential for energy saving and emission abatement. An operational strategy base is established by using efficiency evaluation results for unit daily operational data, and feasible coal blending schemes are accordingly located in the strategy base for different load conditions. The model measures the improvement potential from three perspectives: coal blending, coal input and load dispatching. The daily operational data of four units (two units with circulating fluidized bed (CFB) boilers and two sub-critical units) in a typical coal-fired power plant were collected for case study, and the results indicate that our model can provide effective decision support in plants’ operational management to achieve efficiency improvement.
AB - When there is no further potential to be gained from technological upgrading, it is crucial for coal-fired power plants to effectively utilize their input fuels to improve their operational efficiency and reduce emissions. This paper proposes a coal management model that combines modified weighted russell directional distance model and pattern matching to help coal-fired power plants improve their operation while finding more potential for energy saving and emission abatement. An operational strategy base is established by using efficiency evaluation results for unit daily operational data, and feasible coal blending schemes are accordingly located in the strategy base for different load conditions. The model measures the improvement potential from three perspectives: coal blending, coal input and load dispatching. The daily operational data of four units (two units with circulating fluidized bed (CFB) boilers and two sub-critical units) in a typical coal-fired power plant were collected for case study, and the results indicate that our model can provide effective decision support in plants’ operational management to achieve efficiency improvement.
KW - Coal-fired power plants
KW - Cosine similarity
KW - Efficiency improvement
KW - Operational management
KW - Pattern matching
KW - Weighted russell directional distance
UR - http://www.scopus.com/inward/record.url?scp=85107964650&partnerID=8YFLogxK
U2 - 10.1016/j.cor.2021.105406
DO - 10.1016/j.cor.2021.105406
M3 - Article
AN - SCOPUS:85107964650
SN - 0305-0548
VL - 134
JO - Computers and Operations Research
JF - Computers and Operations Research
M1 - 105406
ER -