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A Chance Constrained Optimal Reserve Scheduling Approach for Economic Dispatch Considering Wind Penetration
被引量:
2
1
作者
Yufei Tang
Chao Luo
+1 位作者
Jun Yang
Haibo He
《IEEE/CAA Journal of Automatica Sinica》
SCIE
EI
CSCD
2017年第2期186-194,共9页
The volatile wind power generation brings a full spectrum of problems to power system operation and management, ranging from transient system frequency fluctuation to steady state supply and demand balancing issue. In...
The volatile wind power generation brings a full spectrum of problems to power system operation and management, ranging from transient system frequency fluctuation to steady state supply and demand balancing issue. In this paper, a novel wind integrated power system day-ahead economic dispatch model, with the consideration of generation and reserve cost is modelled and investigated. The proposed problem is first formulated as a chance constrained stochastic nonlinear programming U+0028 CCSNLP U+0029, and then transformed into a deterministic nonlinear programming U+0028 NLP U+0029. To tackle this NLP problem, a three-stage framework consists of particle swarm optimization U+0028 PSO U+0029, sequential quadratic programming U+0028 SQP U+0029 and Monte Carlo simulation U+0028 MCS U+0029 is proposed. The PSO is employed to heuristically search the line power flow limits, which are used by the SQP as constraints to solve the NLP problem. Then the solution from SQP is verified on benchmark system by using MCS. Finally, the verified results are feedback to the PSO as fitness value to update the particles. Simulation study on IEEE 30-bus system with wind power penetration is carried out, and the results demonstrate that the proposed dispatch model could be effectively solved by the proposed three-stage approach. © 2017 Chinese Association of Automation.
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关键词
Constrained
optimization
ECONOMICS
electric
load
flow
electric
power
generation
Intelligent
systems
Monte
Carlo
methods
Nonlinear
programming
Optimization
Particle
swarm
optimization
(PSO)
Problem
solving
Quadratic
programming
SCHEDULING
Stochastic
systems
Wind
power
下载PDF
职称材料
Statistical Characteristics of Suction Pressure Signals for a Centrifugal Pumpunder Cavitating Conditions
被引量:
11
2
作者
LI Xiaojun
YU Benxu
+2 位作者
JI Yucheng
LU Jiaxin
YUAN Shouqi
《Journal of Thermal Science》
SCIE
EI
CAS
CSCD
2017年第1期47-53,共7页
Centrifugal pumps are often used in operating conditions where they can be susceptible to premature failure. The cavitation phenomenon is a common fault in centrifugal pumps and is associated with undesired effects. A...
Centrifugal pumps are often used in operating conditions where they can be susceptible to premature failure. The cavitation phenomenon is a common fault in centrifugal pumps and is associated with undesired effects. Among the numerous cavitation detection methods, the measurement of suction pressure fluctuation is one of the most used methods to detect or diagnose the degree of cavitation in a centrifugal pump. In this paper, a closed loop was established to investigate the pump cavitation phenomenon, the statistical parameters for PDF (Probability Density Function), Variance and RMS (Root Mean Square) were used to analyze the relationship between the cavitation performance and the suction pressure signals during the development of cavitation. It is found that the statistical parameters used in this research are able to capture critical cavitation condition and cavitation breakdown condition, whereas difficult for the detection of incipient cavitation in the pump. At part-load conditions, the pressure fluctuations at the impeller inlet show more complexity than the best efficiency point (BEP). Amplitude of PDF values of suction pressure increased steeply when the flow rate dropped to 40 m3/h (the design flow rate was 60 m3/h). One possible reason is that the flow structure in the impeller channel promotes an increase of the cavitation intensity when the flow rate is reduced to a certain degree. This shows that it is necessary to find the relationship between the cavitation instabilities and flow instabilities when centrifugal pumps operate under part-load flow rates. © 2017, Science Press, Institute of Engineering Thermophysics, CAS and Springer-Verlag Berlin Heidelberg.
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关键词
Centrifugal
pumps
electric
load
flow
flow
rate
IMPELLERS
Probability
density
function
原文传递
题名
A Chance Constrained Optimal Reserve Scheduling Approach for Economic Dispatch Considering Wind Penetration
被引量:
2
1
作者
Yufei Tang
Chao Luo
Jun Yang
Haibo He
机构
IEEE
Department of Computer & Electrical Engineering and Computer Science
School of Electrical Engineering
Department of Electrical
出处
《IEEE/CAA Journal of Automatica Sinica》
SCIE
EI
CSCD
2017年第2期186-194,共9页
基金
supported in part by the National Science Foundation(ECCS1053717,CNS 1117314)
the National Science Foundation of China(51529701,51277135)
文摘
The volatile wind power generation brings a full spectrum of problems to power system operation and management, ranging from transient system frequency fluctuation to steady state supply and demand balancing issue. In this paper, a novel wind integrated power system day-ahead economic dispatch model, with the consideration of generation and reserve cost is modelled and investigated. The proposed problem is first formulated as a chance constrained stochastic nonlinear programming U+0028 CCSNLP U+0029, and then transformed into a deterministic nonlinear programming U+0028 NLP U+0029. To tackle this NLP problem, a three-stage framework consists of particle swarm optimization U+0028 PSO U+0029, sequential quadratic programming U+0028 SQP U+0029 and Monte Carlo simulation U+0028 MCS U+0029 is proposed. The PSO is employed to heuristically search the line power flow limits, which are used by the SQP as constraints to solve the NLP problem. Then the solution from SQP is verified on benchmark system by using MCS. Finally, the verified results are feedback to the PSO as fitness value to update the particles. Simulation study on IEEE 30-bus system with wind power penetration is carried out, and the results demonstrate that the proposed dispatch model could be effectively solved by the proposed three-stage approach. © 2017 Chinese Association of Automation.
关键词
Constrained
optimization
ECONOMICS
electric
load
flow
electric
power
generation
Intelligent
systems
Monte
Carlo
methods
Nonlinear
programming
Optimization
Particle
swarm
optimization
(PSO)
Problem
solving
Quadratic
programming
SCHEDULING
Stochastic
systems
Wind
power
Keywords
Chance constrained
day-ahead economic dispatch
optimal reserve scheduling
particle swarm optimization(PSO)
wind power penetration
分类号
TM614 [电气工程—电力系统及自动化]
下载PDF
职称材料
题名
Statistical Characteristics of Suction Pressure Signals for a Centrifugal Pumpunder Cavitating Conditions
被引量:
11
2
作者
LI Xiaojun
YU Benxu
JI Yucheng
LU Jiaxin
YUAN Shouqi
机构
Key Laboratory of Fluid Transmission Technology of Zhejiang Province
Jiangsu Feixiang Pump Manufacturing Co.
National Research Center of Pumps
出处
《Journal of Thermal Science》
SCIE
EI
CAS
CSCD
2017年第1期47-53,共7页
基金
supported by National Natural Science Foundation of China(No.51409233)
Natural Science Fund project of Jiangsu Province(No.BK20140585)
文摘
Centrifugal pumps are often used in operating conditions where they can be susceptible to premature failure. The cavitation phenomenon is a common fault in centrifugal pumps and is associated with undesired effects. Among the numerous cavitation detection methods, the measurement of suction pressure fluctuation is one of the most used methods to detect or diagnose the degree of cavitation in a centrifugal pump. In this paper, a closed loop was established to investigate the pump cavitation phenomenon, the statistical parameters for PDF (Probability Density Function), Variance and RMS (Root Mean Square) were used to analyze the relationship between the cavitation performance and the suction pressure signals during the development of cavitation. It is found that the statistical parameters used in this research are able to capture critical cavitation condition and cavitation breakdown condition, whereas difficult for the detection of incipient cavitation in the pump. At part-load conditions, the pressure fluctuations at the impeller inlet show more complexity than the best efficiency point (BEP). Amplitude of PDF values of suction pressure increased steeply when the flow rate dropped to 40 m3/h (the design flow rate was 60 m3/h). One possible reason is that the flow structure in the impeller channel promotes an increase of the cavitation intensity when the flow rate is reduced to a certain degree. This shows that it is necessary to find the relationship between the cavitation instabilities and flow instabilities when centrifugal pumps operate under part-load flow rates. © 2017, Science Press, Institute of Engineering Thermophysics, CAS and Springer-Verlag Berlin Heidelberg.
关键词
Centrifugal
pumps
electric
load
flow
flow
rate
IMPELLERS
Probability
density
function
Keywords
Centrifugal
pump,
Cavitation,
Suction
Pressure,
Statistical
Characteristic,
Partial
flow
rates
分类号
TH311 [机械工程—机械制造及自动化]
原文传递
题名
作者
出处
发文年
被引量
操作
1
A Chance Constrained Optimal Reserve Scheduling Approach for Economic Dispatch Considering Wind Penetration
Yufei Tang
Chao Luo
Jun Yang
Haibo He
《IEEE/CAA Journal of Automatica Sinica》
SCIE
EI
CSCD
2017
2
下载PDF
职称材料
2
Statistical Characteristics of Suction Pressure Signals for a Centrifugal Pumpunder Cavitating Conditions
LI Xiaojun
YU Benxu
JI Yucheng
LU Jiaxin
YUAN Shouqi
《Journal of Thermal Science》
SCIE
EI
CAS
CSCD
2017
11
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