CN103593577A - Photovoltaic power generation system output power modeling and estimation method - Google Patents

Photovoltaic power generation system output power modeling and estimation method Download PDF

Info

Publication number
CN103593577A
CN103593577A CN201310606156.XA CN201310606156A CN103593577A CN 103593577 A CN103593577 A CN 103593577A CN 201310606156 A CN201310606156 A CN 201310606156A CN 103593577 A CN103593577 A CN 103593577A
Authority
CN
China
Prior art keywords
ref
mpp
output power
photovoltaic
system output
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Granted
Application number
CN201310606156.XA
Other languages
Chinese (zh)
Other versions
CN103593577B (en
Inventor
张经炜
丁坤
卞新高
徐俊伟
翟泉新
王祥
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Changzhou Jiuzhou Yuguang New Energy Co ltd
Original Assignee
Changzhou Campus of Hohai University
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Changzhou Campus of Hohai University filed Critical Changzhou Campus of Hohai University
Priority to CN201310606156.XA priority Critical patent/CN103593577B/en
Publication of CN103593577A publication Critical patent/CN103593577A/en
Application granted granted Critical
Publication of CN103593577B publication Critical patent/CN103593577B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Landscapes

  • Photovoltaic Devices (AREA)

Abstract

The invention discloses a photovoltaic power generation system output power modeling and estimation method. The photovoltaic power generation system output power modeling method comprises the steps of establishing a photovoltaic module current-voltage characteristic model according to a solar cell current-voltage characteristic model, simplifying the photovoltaic module current-voltage characteristic model, and establishing a photovoltaic power generation system output power model according to the simplified photovoltaic module current-voltage characteristic model. The photovoltaic power generation system output power estimation method comprises the steps of establishing the photovoltaic power generation system output power model, acquiring characteristic parameters under photovoltaic module standard test conditions, obtaining parameters in the output power model, obtaining original meteorological parameters, correcting the meteorological parameters into photovoltaic module actual operating temperature and absorbed effective irradiation, and inputting the corrected meteorological parameters to the model to obtain photovoltaic module output power. By means of the photovoltaic power generation system output power modeling and estimation method, accurate estimation of output power of a photovoltaic power generation system can be realized, power station designers can be helped to carry out benefit analysis, and prediction of the output power of the photovoltaic power generation system is realized.

Description

The modeling of a kind of photovoltaic generating system output power and evaluation method
Technical field
The present invention relates to field of photovoltaic power generation, particularly relate to the modeling of a kind of photovoltaic generating system output power and evaluation method.
Background technology
Photovoltaic generating system generated output is subject to meteorological factor influence very big, is especially subject to solar irradiance and ambient temperature effect comparatively obvious.In recent years, domestic photovoltaic plant is installed total amount and is risen year by year, and when meteorological condition acute variation, the extensive photovoltaic plant of installing will have a strong impact on the stabilization of power grids, reduce the quality of power supply.In addition,, for photovoltaic generating system designer, the estimation generated output of building a power station also seems particularly important in advance.Therefore, set up accurate photovoltaic generating system output power model accurate estimation has become to its output power ever more important.
At present, from domestic and foreign literature, based on power station historical generating data and weather data, utilize the method for neural net model establishing estimation or prediction power station power comparatively general.But with respect to abroad, China's day irradiation Data Collection is started late, and wide geographic area historical data shortage, be difficult to by mass data training network.Therefore increasing scholar has proposed the power forecasting method in conjunction with numerical weather forecast and photovoltaic generating system physical model, and wherein comparatively common is single diode model.But this model parameter is more, solves inconvenience.
Summary of the invention
For the deficiency existing in prior art, the present invention seeks to the photovoltaic module model based on simplifying, disclose a kind of photovoltaic generating system output power model, and disclose the evaluation method of this model assessment photovoltaic generating system output power.
To achieve these goals, the present invention realizes by the following technical solutions:
An output power modeling method, is characterized in that, the method comprises the steps:
A. according to traditional solar battery sheet current-voltage characteristic model, set up photovoltaic module current-voltage characteristic model;
B. simplify above-mentioned photovoltaic module current-voltage characteristic model;
C. according to the photovoltaic module current-voltage characteristic model of simplifying, set up photovoltaic generating system output power model.
Described photovoltaic module current-voltage characteristic model, can be provided by following formula:
I = I ph - I 0 { e q ( V + R s I ) nK b T - 1 } - V + R s I R sh
Wherein: I and V are respectively solar battery sheet output current and voltage; I phfor photogenerated current; I 0for solar battery sheet P-N knot equivalent diode reverse saturation current; N is Diode Ideality Factor; Q is electron charge, 1.6 * 10 -19c; K bfor Boltzmann constant; T is photovoltaic module working temperature; R sand R shbe respectively the inner equivalent series resistance of solar battery sheet and parallel resistance.
The photovoltaic module current-voltage characteristic formula of described simplification is provided by following formula:
I = I SC - I SC R sh - V OC R sh ( k + 1 ) ( V + R s I V OC - 1 ) - V + R s I R sh
I wherein sCwith V oCfor short-circuit current and the open-circuit voltage under photovoltaic module current environment of living in, k is model intermediate parameters.
Described photovoltaic generating system output power model, goes out photovoltaic generating system output power by the photovoltaic module current-voltage characteristic derivation of equation of simplifying, and is given by the following formula:
P MPP_Array=N pN sV MPPI MPP
P in formula mPP_Arrayfor photovoltaic generating system output power, N pwith N sbe respectively the number of photovoltaic modules of parallel connection in photovoltaic array and the number of photovoltaic modules of series connection; V mPPwith I mPPbe respectively single photovoltaic module and work in voltage and the current value at maximum power point place.V mPPwith I mPPby following two solving simultaneous equations:
I SC - I MPP - I SC - R sh - V OC R sh ( k + 1 ) ( V MPP + R s I MPP V OC - 1 ) - V MPP + R s I MPP R sh = 0
V MPP - I MPP R sh - I MPP R s + ( V MPP - I MPP R s ) ( I SC R sh - V OC ) V OC ( k + 1 ) ( V MPP + I MPP R s - V OC V OC ) ln ( k + 1 ) = 0 .
An output power evaluation method, comprises the steps:
A. create described photovoltaic generating system output power model;
B. obtain the characterisitic parameter under photovoltaic module standard test condition, by output power model parametric solution method, solving model parameter;
C. obtain original meteorologic parameter, comprise the horizontal irradiance in environment temperature and earth's surface;
D. meteorologic parameter is proofreaied and correct to the effective irradiation for photovoltaic module actual work temperature and absorption;
E. by the meteorologic parameter input model after proofreading and correct, by photovoltaic generating system output power method for solving, estimate photovoltaic generating system output power.
The method for solving of described output power model parameter, parametric solution method is as follows:
1) obtain the open-circuit voltage V of photovoltaic module under standard test condition oC, ref, short-circuit current I sC, ref, the voltage V of maximum power point place mPP, refwith electric current I mPP, ref, following two equations of simultaneous, numerical value iterative parameters R swith R sh, R sand R shbe respectively the inner equivalent series resistance of solar battery sheet and parallel resistance:
V MPP , ref - I MPP , ref R sh - I MPP , ref R s + ( V MPP , ref - I MPP , ref R s ) I SC , ref R sh - V OC , ref V MPP , ref + I MPP , ref R s - V OC , ref
I SC , ref R sh - I MPP , ref R sh - I MPP , ref R s - V MPP , ref I SC , ref R sh - V OC , ref
ln ( I SC , ref R sh - I MPP , ref R sh - I MPP , ref R s - V MPP , ref I SC , ref R sh - V OC , ref ) = 0
R s R sh + ( R s R sh - 1 ) I SC , ref R sh - V OC , ref V MPP , ref + I MPP , ref R s - V OC , ref
( I SC , ref R sh - I MPP , ref R sh - I MPP , ref R s - V MPP , ref I SC , ref R sh - V OC , ref ) ( I SC , ref R s - V OC , ref V MPP , ref + I MPP , ref R s - V OC , ref )
ln ( I SC , ref R s - V OC , ref V MPP , ref + I MPP , ref R s - V OC , ref ) = 0
2) solve parameters R swith R shafter, by following formula, solve parameter k under standard test condition, be designated as k ref:
k ref = ( V MPP + I MPP R s V OC , ref - 1 ) I SC , ref R sh - I MPP , ref R sh - I MPP , ref R s - V MPP I SC , ref R sh - V OC , ref .
Described meteorologic parameter bearing calibration, the following formula of photovoltaic module mounting plane irradiation solves:
S = ( S B + S D A T ) cos θ cos θ Z + S D ( 1 - A T ) ( 1 + cos β T 2 ) + S H ρ ( 1 - cos β T 2 )
S, S in formula b, S d, S hbe respectively clinoplane irradiation, sun direct projection irradiation, scattering irradiation and the total irradiation of level; θ is solar incident angle, θ zfor zenith angle, β tfor clinoplane inclination angle; A tfor anisotropic index, ρ is Ambient rate.
Photovoltaic module actual work temperature is calculated by following formula:
T = T amb + T NOCT 800 S
Be wherein T ambfor the environment temperature of weather forecast, T nOCTfor photovoltaic module nominal operation temperature, T and S are respectively the effective irradiation of photovoltaic module temperature and absorption under any environment.
Described photovoltaic generating system output power method for solving, the method comprises the following steps:
1) obtain photovoltaic module short-circuit current temperature coefficient α, open-circuit voltage temperature coefficient β, open-circuit voltage irradiance correction factor a, calculates the photovoltaic module short-circuit current I under any irradiation and temperature environment by following formula sCwith open-circuit voltage V oC:
I SC = I SC , ref [ 1 + α ( T - T ref ) ] S S ref
V OC = V OC , ref [ 1 + a ln ( S S ref ) + β ( T - T ref ) ]
T wherein reffor the photovoltaic module temperature under standard test condition, 25 ℃, S reffor irradiance under standard test condition, 1000W/m 2, I sCwith V oCbe respectively photovoltaic module short-circuit current and open-circuit voltage in current environment.
2), based on photovoltaic module short-circuit current and open-circuit voltage under the above-mentioned any environment having solved, by following formula, solve any environment drag parameter k:
ln ( k + 1 ) ln ( k ref + 1 ) = V OC T ref V OC , ref T
3) solve parameters R s, R shafter k, according to described photovoltaic generating system output power model, can solve photovoltaic generating system output power.
The beneficial effect that the present invention reaches:
The present invention solves easy, can realize the output power of photovoltaic generating system is accurately estimated, helps Power Plant Design personnel to carry out performance analysis, and the weather forecast data based on degree of precision also can realize the prediction of photovoltaic generating system output power.
Accompanying drawing explanation
Below in conjunction with the drawings and specific embodiments, describe the present invention in detail;
Fig. 1 is the photovoltaic generating system structural drawing of estimating in specific embodiment;
Fig. 2 is the output power modeling of invention photovoltaic generating system and evaluation method general flow chart;
Fig. 3 applies estimated power curve of the present invention and measured light photovoltaic generating system powertrace comparison diagram on September 23rd, 2013;
Fig. 4 applies estimated power curve of the present invention and measured light photovoltaic generating system powertrace comparison diagram on September 25th, 2013.
Embodiment
For technological means, creation characteristic that the present invention is realized, reach object and effect is easy to understand, below in conjunction with embodiment, further set forth the present invention.
The distributed grid-connected system of building up for Hohai University, the present invention's employing is exported DC power as the flow and method of Fig. 2 to this system and is estimated.
As shown in Figure 1, the TMS-PC05240W component string that this grid-connected system is produced by 44 Changzhou Trina Solar companies composes in parallel.The characterisitic parameter of this model photovoltaic module under standard test condition is as shown in the table:
Figure BDA0000421814910000071
Wherein open-circuit voltage irradiation correction factor a is outdoor measured value.Obtaining the open-circuit voltage V of photovoltaic module under standard test condition oC, ref, short-circuit current I sC, ref, the voltage V of maximum power point place mPP, refwith electric current I mPP, refafterwards, following two equations of simultaneous, iterative parameters R swith R sh:
V MPP , ref - I MPP , ref R sh - I MPP , ref R s + ( V MPP , ref - I MPP , ref R s ) I SC , ref R sh - V OC , ref V MPP , ref + I MPP , ref R s - V OC , ref
I SC , ref R sh - I MPP , ref R sh - I MPP , ref R s - V MPP , ref I SC , ref R sh - V OC , ref
ln ( I SC , ref R sh - I MPP , ref R sh - I MPP , ref R s - V MPP , ref I SC , ref R sh - V OC , ref ) = 0
R s R sh + ( R s R sh - 1 ) I SC , ref R sh - V OC , ref V MPP , ref + I MPP , ref R s - V OC , ref
( I SC , ref R sh - I MPP , ref R sh - I MPP , ref R s - V MPP , ref I SC , ref R sh - V OC , ref ) ( I SC , ref R s - V OC , ref V MPP , ref + I MPP , ref R s - V OC , ref )
ln ( I SC , ref R s - V OC , ref V MPP , ref + I MPP , ref R s - V OC , ref ) = 0
Adopt numerical solution, solve R svalue is 0.343 Ω, R shvalue is 5956 Ω.
Solve parameters R swith R shafter, by following formula, solve parameter k under standard test condition, be designated as k ref:
k ref = ( V MPP + I MPP R s V OC , ref - 1 ) I SC , ref R sh - I MPP , ref R sh - I MPP , ref R s - V MPP I SC , ref R sh - V OC , ref .
Try to achieve k refvalue is 2.9301 * 10 9.
In this specific embodiment, for ease of contrasting disclosed photovoltaic generating system output power appraising model and photovoltaic generating system real output, respectively on September 23rd, 2013 and September 25, recorded inverter and surveyed DC power data.Meanwhile, convenient for the purpose of, adopted the irradiance sensor with the coplanar installation of photovoltaic module, scene has recorded coplanar irradiance as the actual reception of the photovoltaic array irradiation after proofreading and correct; Adopt the on-the-spot assembly backboard temperature that records as the assembly working temperature after proofreading and correct.
Above-mentioned meteorologic parameter input of having proofreaied and correct had previously been solved to the photovoltaic generating system output power model of model parameter, simultaneous following formula, numerical solution goes out single output power of photovoltaic module:
I SC - I MPP - I SC R sh - V OC R sh ( k + 1 ) ( V MPP + R s I MPP V OC - 1 ) - V MPP + R s I MPP R sh = 0
V MPP - I MPP R sh - I MPP R s + ( V MPP - I MPP R s ) ( I SC R sh - R OC ) V OC ( k + 1 ) ( v mpp + I mpp - V OC V OV ) ln ( k + 1 ) = 0
By required single output power of photovoltaic module, by following formula, estimate photovoltaic generating system output power again:
P MPP_Array=4×11×V MPPI MPP
As shown in Figure 3, Figure 4, September 23,25 days, powertrace and the measured light photovoltaic generating system powertrace of the calculating of photovoltaic generating system output power appraising model relatively showed, estimation curve of the present invention and measured curve matching are good.Wherein whole day power percentage error, related coefficient are as shown in the table:
From table, the present invention can realize the accurate estimation to photovoltaic generating system output DC power, meets scientific research and practical implementation.
Wherein, average percent error (MPE) is solved by following formula:
Figure BDA0000421814910000092
In formula, n is whole day photovoltaic generating system power sample sum.
Related coefficient (R) is solved by following formula:
Figure BDA0000421814910000093
More than show and described ultimate principle of the present invention and principal character and advantage of the present invention.The technician of the industry should understand; the present invention is not restricted to the described embodiments; that in above-described embodiment and instructions, describes just illustrates principle of the present invention; without departing from the spirit and scope of the present invention; the present invention also has various changes and modifications, and these changes and improvements all fall in the claimed scope of the invention.The claimed scope of the present invention is defined by appending claims and equivalent thereof.

Claims (7)

1. photovoltaic generating system output power modeling method, is characterized in that, comprises the steps:
A. according to traditional solar battery sheet current-voltage characteristic model, set up photovoltaic module current-voltage characteristic model;
B. simplify above-mentioned photovoltaic module current-voltage characteristic model;
C. according to the photovoltaic module current-voltage characteristic model of simplifying, set up photovoltaic generating system output power model.
2. photovoltaic generating system output power modeling method according to claim 1, is characterized in that, in step a, single photovoltaic module current-voltage characteristic model is provided by following equation:
I = I ph - I 0 { e q ( V + R s I ) nK b T - 1 } - V + R s I R sh
Wherein: I and V are respectively solar battery sheet output current and voltage; I phfor photogenerated current; I 0for solar battery sheet P-N knot equivalent diode reverse saturation current; N is Diode Ideality Factor; Q is electron charge, 1.6 * 10 -19c; K bfor Boltzmann constant; T is photovoltaic module working temperature; R sand R shbe respectively the inner equivalent series resistance of solar battery sheet and parallel resistance.
3. photovoltaic generating system output power modeling method according to claim 2, is characterized in that, the equation of the photovoltaic module current-voltage characteristic model of simplification is as follows:
I = I SC - I SC R sh - V OC R sh ( k + 1 ) ( V + R s I V OC - 1 ) - V + R s I R sh
I wherein sCwith V oCfor short-circuit current and the open-circuit voltage under photovoltaic module current environment of living in, k is model intermediate parameters.
4. photovoltaic generating system output power modeling method according to claim 3, is characterized in that, photovoltaic generating system output power model is by following formula:
P MPP_Array=N pN sV MPPI MPP
P wherein mPP_Arrayfor photovoltaic generating system output power, N pwith N sbe respectively the number of photovoltaic modules of parallel connection in photovoltaic array and the number of photovoltaic modules of series connection; V mPPwith I mPPbe respectively single photovoltaic module and work in voltage and the current value at maximum power point place; V mPPwith I mPPby following two solving simultaneous equations:
I SC - I MPP - I SC - R sh - V OC R sh ( k + 1 ) ( V MPP + R s I MPP V OC - 1 ) - V MPP + R s I MPP R sh = 0
V MPP - I MPP R sh - I MPP R s + ( V MPP - I MPP R s ) ( I SC R sh - V OC ) V OC ( k + 1 ) ( V MPP + I MPP R s - V OC V OC ) ln ( k + 1 ) = 0 .
5. the photovoltaic generating system output power evaluation method based on photovoltaic generating system output power modeling method claimed in claim 1, is characterized in that, comprises the steps:
A. create photovoltaic generating system output power model;
B. obtain the characterisitic parameter under photovoltaic module standard test condition, by output power model parametric solution method, solving model parameter;
C. obtain original meteorologic parameter, comprise the horizontal irradiance in environment temperature and earth's surface;
D. meteorologic parameter is proofreaied and correct to the effective irradiation for photovoltaic module actual work temperature and absorption;
E. by the meteorologic parameter input model after proofreading and correct, by photovoltaic generating system output power method for solving, estimate photovoltaic generating system output power.
6. photovoltaic generating system output power evaluation method according to claim 5, is characterized in that, the method for solving of output power model parameter is as follows:
1) obtain the open-circuit voltage V of photovoltaic module under standard test condition oC, ref, short-circuit current I sC, ref, the voltage V of maximum power point place mPP, refwith electric current I mPP, ref, following two equations of simultaneous, numerical value iterative parameters R swith R sh, R sand R shbe respectively the inner equivalent series resistance of solar battery sheet and parallel resistance:
V MPP , ref - I MPP , ref R sh - I MPP , ref R s + ( V MPP , ref - I MPP , ref R s ) I SC , ref R sh - V OC , ref V MPP , ref + I MPP , ref R s - V OC , ref
I SC , ref R sh - I MPP , ref R sh - I MPP , ref R s - V MPP , ref I SC , ref R sh - V OC , ref
ln ( I SC , ref R sh - I MPP , ref R sh - I MPP , ref R s - V MPP , ref I SC , ref R sh - V OC , ref ) = 0
R s R sh + ( R s R sh - 1 ) I SC , ref R sh - V OC , ref V MPP , ref + I MPP , ref R s - V OC , ref
( I SC , ref R sh - I MPP , ref R sh - I MPP , ref R s - V MPP , ref I SC , ref R sh - V OC , ref ) ( I SC , ref R s - V OC , ref V MPP , ref + I MPP , ref R s - V OC , ref )
ln ( I SC , ref R s - V OC , ref V MPP , ref + I MPP , ref R s - V OC , ref ) = 0
2) solve parameters R swith R shafter, by following formula, solve parameter k under standard test condition, be designated as k ref:
k ref = ( V MPP + I MPP R s V OC , ref - 1 ) I SC , ref R sh - I MPP , ref R sh - I MPP , ref R s - V MPP I SC , ref R sh - V OC , ref .
7. photovoltaic generating system output power evaluation method according to claim 5, is characterized in that, described photovoltaic generating system output power method for solving, comprises the steps:
1) obtain photovoltaic module short-circuit current temperature coefficient α, open-circuit voltage temperature coefficient β, open-circuit voltage irradiance correction factor a, calculates the photovoltaic module short-circuit current I under any irradiation and temperature environment by following formula sCwith open-circuit voltage V oC:
I SC = I SC , ref [ 1 + α ( T - T ref ) ] S S ref
V OC = V OC , ref [ 1 + a ln ( S S ref ) + β ( T - T ref ) ]
T wherein reffor the photovoltaic module temperature under standard test condition, 25 ℃, S reffor irradiance under standard test condition, 1000W/m 2, T and S are respectively the effective irradiation of photovoltaic module temperature and absorption under any environment, I sCwith V oCbe respectively photovoltaic module short-circuit current and open-circuit voltage in current environment;
2), based on photovoltaic module short-circuit current and open-circuit voltage under the above-mentioned any environment having solved, by following formula, solve any environment drag parameter k:
ln ( k + 1 ) ln ( k ref + 1 ) = V OC T ref V OC , ref T
3) solve parameters R s, R shafter k, according to photovoltaic generating system output power model, solve photovoltaic generating system output power.
CN201310606156.XA 2013-11-25 2013-11-25 A kind of photovoltaic power generation system output power modeling and evaluation method Active CN103593577B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201310606156.XA CN103593577B (en) 2013-11-25 2013-11-25 A kind of photovoltaic power generation system output power modeling and evaluation method

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201310606156.XA CN103593577B (en) 2013-11-25 2013-11-25 A kind of photovoltaic power generation system output power modeling and evaluation method

Publications (2)

Publication Number Publication Date
CN103593577A true CN103593577A (en) 2014-02-19
CN103593577B CN103593577B (en) 2016-08-17

Family

ID=50083714

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201310606156.XA Active CN103593577B (en) 2013-11-25 2013-11-25 A kind of photovoltaic power generation system output power modeling and evaluation method

Country Status (1)

Country Link
CN (1) CN103593577B (en)

Cited By (17)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104063264A (en) * 2014-06-30 2014-09-24 国家电网公司 Method of simulating multi-peak I-V curve of series photovoltaic module
CN104242819A (en) * 2014-10-11 2014-12-24 南昌航空大学 Method for predicting photovoltaic power generation on basis of electrical parameters of battery at two different temperatures
CN105207619A (en) * 2015-10-26 2015-12-30 中国科学院广州能源研究所 Diagnosis method for photovoltaic component
CN105305957A (en) * 2015-11-27 2016-02-03 国网冀北电力有限公司电力科学研究院 Energy efficiency analysis method and device of photovoltaic conflux box
CN106156466A (en) * 2015-04-13 2016-11-23 深圳奥特迅电力设备股份有限公司 A kind of method drawing photovoltaic DC-to-AC converter prediction output power curve
CN106227981A (en) * 2016-08-24 2016-12-14 河海大学常州校区 A kind of double glass photovoltaic module crack preventing method
CN106788244A (en) * 2016-11-18 2017-05-31 中国电子科技集团公司第四十研究所 A kind of method of performance number under acquisition photovoltaic module whole day meteorological condition
CN106982030A (en) * 2017-04-27 2017-07-25 上海交通大学 A kind of concentrated solar inverter component palette mismatch localization method
CN107463742A (en) * 2017-08-01 2017-12-12 河海大学常州校区 A kind of modeling method for photovoltaic module exception degradation failure
CN107546765A (en) * 2016-06-27 2018-01-05 新疆金风科技股份有限公司 Photovoltaic plant capacity collocation method and device
CN108363009A (en) * 2017-12-26 2018-08-03 浙江大学 A method of realizing lithium ion battery maximum allowable power online Prediction
CN109390976A (en) * 2018-09-21 2019-02-26 武汉大学 A kind of low-voltage platform area distributed photovoltaic power generation power discrimination method
CN110009098A (en) * 2019-04-19 2019-07-12 上海交通大学 A kind of photovoltaic cell operating temperature and generated output combined estimation method
CN110059441A (en) * 2019-04-29 2019-07-26 广东电网有限责任公司 A kind of photovoltaic plant modeling method and photovoltaic plant model output calibration method
CN111008448A (en) * 2018-10-08 2020-04-14 中国电力科学研究院有限公司 Method and device for converting solar energy resource into power
CN111368491A (en) * 2020-02-18 2020-07-03 河海大学常州校区 Simplified photovoltaic module double-diode model modeling and parameter extraction method
CN114552582A (en) * 2022-04-27 2022-05-27 广东电网有限责任公司佛山供电局 Real-time power generation load estimation method and system for photovoltaic power generation users

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101694942A (en) * 2009-10-16 2010-04-14 山东电力研究院 Maximum power tracing method
US20130027993A1 (en) * 2011-07-29 2013-01-31 Zhuohui Tan Power conversion system with transient event ride-through capability and method thereof

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101694942A (en) * 2009-10-16 2010-04-14 山东电力研究院 Maximum power tracing method
US20130027993A1 (en) * 2011-07-29 2013-01-31 Zhuohui Tan Power conversion system with transient event ride-through capability and method thereof

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
VINCENZO D’ALESSANDRO等: "A straightforward method to extract the shunt resistance of photovoltaic cells from current–voltage characteristics of mounted arrays", 《SOLID-STATE ELECTRONICS》 *
翟载腾: "任意条件下光伏阵列的输出性能预测", 《中国博士学位论文全文数据库》 *

Cited By (22)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104063264A (en) * 2014-06-30 2014-09-24 国家电网公司 Method of simulating multi-peak I-V curve of series photovoltaic module
CN104242819A (en) * 2014-10-11 2014-12-24 南昌航空大学 Method for predicting photovoltaic power generation on basis of electrical parameters of battery at two different temperatures
CN106156466B (en) * 2015-04-13 2019-06-04 深圳奥特迅电力设备股份有限公司 A method of it drawing photovoltaic DC-to-AC converter and predicts output power curve
CN106156466A (en) * 2015-04-13 2016-11-23 深圳奥特迅电力设备股份有限公司 A kind of method drawing photovoltaic DC-to-AC converter prediction output power curve
CN105207619A (en) * 2015-10-26 2015-12-30 中国科学院广州能源研究所 Diagnosis method for photovoltaic component
CN105305957A (en) * 2015-11-27 2016-02-03 国网冀北电力有限公司电力科学研究院 Energy efficiency analysis method and device of photovoltaic conflux box
CN107546765A (en) * 2016-06-27 2018-01-05 新疆金风科技股份有限公司 Photovoltaic plant capacity collocation method and device
CN106227981A (en) * 2016-08-24 2016-12-14 河海大学常州校区 A kind of double glass photovoltaic module crack preventing method
CN106788244A (en) * 2016-11-18 2017-05-31 中国电子科技集团公司第四十研究所 A kind of method of performance number under acquisition photovoltaic module whole day meteorological condition
CN106788244B (en) * 2016-11-18 2018-10-19 中国电子科技集团公司第四十一研究所 A method of obtaining performance number under photovoltaic module whole day meteorological condition
CN106982030A (en) * 2017-04-27 2017-07-25 上海交通大学 A kind of concentrated solar inverter component palette mismatch localization method
CN107463742A (en) * 2017-08-01 2017-12-12 河海大学常州校区 A kind of modeling method for photovoltaic module exception degradation failure
CN107463742B (en) * 2017-08-01 2020-11-03 河海大学常州校区 Modeling method for abnormal aging fault of photovoltaic module
CN108363009A (en) * 2017-12-26 2018-08-03 浙江大学 A method of realizing lithium ion battery maximum allowable power online Prediction
CN108363009B (en) * 2017-12-26 2020-01-14 浙江大学 Method for realizing online estimation of maximum allowable power of lithium ion battery
CN109390976A (en) * 2018-09-21 2019-02-26 武汉大学 A kind of low-voltage platform area distributed photovoltaic power generation power discrimination method
CN111008448A (en) * 2018-10-08 2020-04-14 中国电力科学研究院有限公司 Method and device for converting solar energy resource into power
CN110009098A (en) * 2019-04-19 2019-07-12 上海交通大学 A kind of photovoltaic cell operating temperature and generated output combined estimation method
CN110059441A (en) * 2019-04-29 2019-07-26 广东电网有限责任公司 A kind of photovoltaic plant modeling method and photovoltaic plant model output calibration method
CN110059441B (en) * 2019-04-29 2022-07-19 广东电网有限责任公司 Photovoltaic power station modeling method and photovoltaic power station model output correction method
CN111368491A (en) * 2020-02-18 2020-07-03 河海大学常州校区 Simplified photovoltaic module double-diode model modeling and parameter extraction method
CN114552582A (en) * 2022-04-27 2022-05-27 广东电网有限责任公司佛山供电局 Real-time power generation load estimation method and system for photovoltaic power generation users

Also Published As

Publication number Publication date
CN103593577B (en) 2016-08-17

Similar Documents

Publication Publication Date Title
CN103593577A (en) Photovoltaic power generation system output power modeling and estimation method
Santiago et al. Modeling of photovoltaic cell temperature losses: A review and a practice case in South Spain
King et al. Photovoltaic array performance model
Rodrigo et al. Review of methods for the calculation of cell temperature in high concentration photovoltaic modules for electrical characterization
García-Domingo et al. Modelling the influence of atmospheric conditions on the outdoor real performance of a CPV (Concentrated Photovoltaic) module
Zhao et al. Optimal PV panel tilt angle based on solar radiation prediction
CN103605891A (en) Method for evaluating outdoor running overall efficiency of photovoltaic grid-connected inverter
CN105335560A (en) Photovoltaic generation power volatility and automatic generation control reserve demand computing method thereof
Imenes et al. Development of a test station for accurate in situ IV curve measurements of photovoltaic modules in Southern Norway
Lurwan et al. Predicting power output of photovoltaic systems with solar radiation model
Matchanov et al. Experimental studies of the monocrystal and polycrystal characteristics of silicon photovoltaic modules under environmental conditions of Tashkent
CN104899465A (en) Calculation method for wind-solar ratio optimization
Virtuani et al. A simple approach to model the performance of photovoltaic solar modules in operation
Chitturi et al. Efficiency of photovoltaic systems in mountainous areas
Ghoneim et al. Performance analysis of high-concentrated multi-junction solar cells in hot climate
CN103995559B (en) A kind ofly determine voltage MPPT control method and system based on environment parameter model
CN106295034B (en) A kind of high-precision scattering radiometer calculation method
Johnson et al. Modeling and analysis of a bifacial grid-connected photovoltaic system
Kenny et al. Energy rating of PV modules based on PVGIS irradiance and temperature database
Li et al. Development of a PV performance model for power output simulation at minutely resolution
Magare et al. Estimation of module temperature effects on seasonal performance variation of different photovoltaic technology modules
Shrestha et al. Selection of best methods to calculate degradation rates of PV modules
Şağlam et al. Measurements of meteorological parameter effects on photovoltaic energy production
Singh et al. Effect of series resistance on degradation of isc, power output and fill factor of HIT technology
Zdyb et al. The influence of external conditions on the photovoltaic modules performance

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
C14 Grant of patent or utility model
GR01 Patent grant
TR01 Transfer of patent right

Effective date of registration: 20170626

Address after: Wujin District of Jiangsu city in Changzhou Province before 213177 Huang Zhen Zhai Bridge Industrial Zone

Patentee after: CHANGZHOU SUOLAKELIN INTELLIGENT TECHNOLOGY CO.,LTD.

Address before: 213022 Changzhou Jin Ling North Road, Jiangsu, No. 200

Patentee before: CHANGZHOU CAMPUS OF HOHAI University

TR01 Transfer of patent right
TR01 Transfer of patent right

Effective date of registration: 20210107

Address after: 213000 qianhuangzhaiqiao industrial concentration area, Wujin District, Changzhou City, Jiangsu Province

Patentee after: Changzhou Jiuzhou Yuguang new energy Co.,Ltd.

Address before: Wujin District of Jiangsu city in Changzhou Province before 213177 Huang Zhen Zhai Bridge Industrial Zone

Patentee before: CHANGZHOU SUOLAKELIN INTELLIGENT TECHNOLOGY Co.,Ltd.

TR01 Transfer of patent right