CN104765403A - Chaos optimizing search based photovoltaic array maximum power point tracing method - Google Patents

Chaos optimizing search based photovoltaic array maximum power point tracing method Download PDF

Info

Publication number
CN104765403A
CN104765403A CN201510090350.6A CN201510090350A CN104765403A CN 104765403 A CN104765403 A CN 104765403A CN 201510090350 A CN201510090350 A CN 201510090350A CN 104765403 A CN104765403 A CN 104765403A
Authority
CN
China
Prior art keywords
value
tif
path
image
photovoltaic array
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
CN201510090350.6A
Other languages
Chinese (zh)
Other versions
CN104765403B (en
Inventor
王立华
魏学业
覃庆努
王桂海
郭华
丁政开
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.)
Shandong University of Science and Technology
Original Assignee
Shandong University of Science and Technology
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 Shandong University of Science and Technology filed Critical Shandong University of Science and Technology
Priority to CN201510090350.6A priority Critical patent/CN104765403B/en
Publication of CN104765403A publication Critical patent/CN104765403A/en
Application granted granted Critical
Publication of CN104765403B publication Critical patent/CN104765403B/en
Expired - Fee Related legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02EREDUCTION OF GREENHOUSE GAS [GHG] EMISSIONS, RELATED TO ENERGY GENERATION, TRANSMISSION OR DISTRIBUTION
    • Y02E10/00Energy generation through renewable energy sources
    • Y02E10/50Photovoltaic [PV] energy
    • Y02E10/56Power conversion systems, e.g. maximum power point trackers

Landscapes

  • Control Of Electrical Variables (AREA)
  • Photovoltaic Devices (AREA)

Abstract

The invention discloses a chaos optimizing search based photovoltaic array maximum power point tracing method. The method comprises calculating photovoltaic array output power (img file = 'dest_path_image 001. TIF' wi = '32' he = '17'/) by sampling the photovoltaic array direct-current voltage Vpv and current Ipv in real time, and comparing the photovoltaic array output power with MPPT controller pre-stored current maximum power value (img file = '394597'dest_path_image 002. TIF' wi = '23' he = '18'/); if (img file = 'dest_path_image 003. TIF' wi = '36' he = '19'/) & gt; (img file = '667447dest_path_image 004. TIF' wi = '22' he = '18'/), assigning the value of (img file = 'dest_path_image 005. TIF' wi = '37' he = '19'/) to (img file = '334051dest_path_image 006. TIF' wi = '26' he = '19' /), and assigning the Vpv value to the MPPT controller output voltage (img file = 'dest_path_image 007. TIF' wi = '24' he = '17'/), otherwise, abandoning the value of (img file = '786767dest_path_image 008. TIF' wi = '37' he = '19'/), and maintaining the values of (img file = 'dest_path_image 009. TIF' wi = '24' he = '20'/) and (img file = '222428dest_path_image 010. TIF' wi = '28' he = '18'/) unchanged; adding the MPPT controller output voltage (img file = 'dest_path_image 011. TIF' wi = '21' he = '18'/) and the photovoltaic array output voltage Vpv to a summator, adding the produced error voltage to the same-phase end of a comparator through a proportional-integral link to be compared with the sawtooth voltage added to the reverse-phase end of a comparator to change the duty ratio of switching tube gate driving signals in a DC/DC convertor, and accordingly, parameters of a DC/DC conversion circuit are adjusted and controlled. By the aid of the method, maximum power tracking control is achieved, the tracking speed is fast, and the control accuracy is high.

Description

Based on the maximum power point of photovoltaic array tracking of chaos optimization search
The present invention is application number 2014101365845, on 04 08th, 2014 applying date, the divisional application of denomination of invention " a kind of maximum power point of photovoltaic array tracking based on chaos optimization search ".
Technical field
The present invention relates to a kind of photovoltaic generating system, specifically, relate to a kind of maximum power point of photovoltaic array tracking based on chaos optimization search, MPPT method is utilized to improve the efficiency of photovoltaic battery array in photovoltaic generation process, make sun power be converted into electric energy with maximal efficiency to export, belong to technical field of photovoltaic power generation.
Background technology
During photovoltaic generating system work, at certain temperature and intensity of sunshine, photovoltaic battery array has unique maximum power point, but the output characteristics due to photovoltaic battery array is subject to the impact of the factors such as load condition, intensity of sunshine, environment temperature, the output voltage of photovoltaic battery array and electric current all can produce very large change thereupon, thus make output power unstable, if can not its change of real-time follow-up, then can reduce the output efficiency of photovoltaic system.In addition, the output characteristics due to photovoltaic battery array has complicated nonlinear characteristic, is difficult to accurately determine its mathematical model, cannot asks for peak power by analytical method.In order to make the output power of photovoltaic array maximum, just must utilize corresponding control method real-time follow-up, control the maximum power point of photovoltaic battery array, maximally utilise sun power, the adjustment process that this guarantee photovoltaic array continues Maximum Power Output is called MPPT maximum power point tracking (MPPT).
At present, common maximum power point-tracing control method has constant voltage control method, disturbance observation, increment node-pair method and single Chaos Search etc., but diverse ways all exists different relative merits in actual use.Constant voltage process is a kind of simple maximum power point tracing method, and its advantage controls simply, easily to realize, but this tracking is when temperature variation, and its tracking efficiency is not high, has comparatively serious power loss.Disturbance observation and increment node-pair method all can shake operation near maximum power point, cause Partial Power to lose.Although the method for single Chaos Search can follow the tracks of global maximum accurately, if but when having the situation that there is many local maximums thick and fast near global maximum, although there is ergodicity in chaotic motion, but jump out local maximum often to need for a long time, and the randomness had due to chaotic motion makes likely when close to global maximum, but jump far, thus cause Optimizing Search waste of time.
Summary of the invention
The problem to be solved in the present invention is for above deficiency, a kind of maximum power point of photovoltaic array tracking based on chaos optimization search is provided, the method adopts second carrier wave chaos optimization searching algorithm after searching the current optimum solution with certain guarantee, reduce the search volume of optimized variable, make algorithm can converge to globally optimal solution sooner, more accurately, therefore search efficiency improves a lot.
The present invention solves the technical scheme that above technical matters adopts: based on the maximum power point of photovoltaic array tracking of chaos optimization search, it is characterized in that: described tracking comprises the following steps:
Step 1), according to the demand of system, carries out initialization to systematic parameter: Chaos Variable initial value be 0.126; The up-and-down boundary value c of voltage search, the initial value of d is c=0, d=90; The power α of second carrier wave gets 0.6, β and gets 3; Current peak power =0; Constant r=2.1; Major cycle number of times =0;
Step 2), make primary carrier iterations k initial value be 0, cycle index i=0, then enter step 3);
Step 3), by the initial value of Chaos Variable substitute into carry out interative computation, and above formula is obtained substitute into , obtain mppt controller output voltage , order , then enter step 4);
Step 4), calculates photovoltaic array and exports instantaneous power , then enter step 5);
Step 5), judges that photovoltaic array exports instantaneous power whether be greater than the current maximum power value that MPPT controller prestores , if so, then enter step 7); If not, then step 6) is entered;
Step 6), performs i=i+1, then enters step 8);
Step 7), exports instantaneous power by photovoltaic array value be assigned to the current maximum power value that MPPT controller prestores , by instantaneous voltage value compose the output voltage of MPPT controller , then enter step 8);
Step 8), judge cycle index i whether be greater than 10 or the Chaos Variable iterations k of primary carrier whether be greater than 100, if the step 9) of entering, if not, enter step 3);
Step 9), makes the Chaos Variable iterations of second carrier wave initial value is 0, cycle index i=0, then enters step 10);
Step 10), by the initial value of Chaos Variable substitute into carry out interative computation, and above formula is obtained substitute into
Order , then enter step 11);
Step 11), calculates , then enter step 12);
Step 12), judges whether be greater than , if so, namely realtime power is greater than the peak power of current preset, then enter step 14); If not, then step 13) is entered;
Step 13), performs i=i+1, then enters step 15);
Step 14), by realtime power value compose the output voltage of MPPT controller , by voltage value compose the output voltage of MPPT controller , then enter step 15);
Step 15), judge second carrier wave cycle index i whether be greater than 10 or the Chaos Variable iterations k of second carrier wave whether be greater than 100, if enter step 16), if not, enter step 10);
Step 16), perform
, , namely adjust c, the value of d realizes re-constructing optimized variable interval, then major cycle number of times , then enter step 17);
Step 17), judge major cycle number of times whether be greater than 3, if so, then enter step 18); If not, then step 2 is entered);
Step 18), Maximum Power Output value with the optimum output voltage of mppt controller , then enter step 19);
Step 19), search terminates.
The present invention adopts above technical scheme, compared with prior art, has the following advantages:
(1) adopt primary carrier and second carrier wave to combine and carry out iterative search, more traditional Chaos Search method more can improve tracking velocity; (2) carry out searching for further accurate tracking control owing to have employed second carrier wave method, improve control accuracy, the photovoltaic system MPPT maximum power point tracking also solving partial phantom easily falls into the problem of local maximum; (3) the present invention can meet the needs that photovoltaic generating system maximal power tracing controls, the tracking efficiency of the more effective raising system of energy.
Below in conjunction with drawings and Examples, the present invention is further described.
Accompanying drawing explanation
Fig. 1 is the structural drawing of control system in the embodiment of the present invention;
Fig. 2 is the process flow diagram of tracking in the embodiment of the present invention;
In figure,
1-PV Array is photovoltaic array, 2-MPPT controller, 3-totalizer, 4-proportional integral circuit, 5-comparer, 6-DC/DC transducer output capacitance, 7-fly-wheel diode, 8-switching tube, 9-inductance, 10-filter capacitor.
Embodiment
Embodiment, as shown in Figure 1, a kind of maximum power point of photovoltaic array tracking based on chaos optimization search, Vpv is the real-time output voltage of photovoltaic array, and Ipv is the real-time output current of photovoltaic array, for photovoltaic array instantaneous output, for the current maximum power value of photovoltaic array that MPPT controller prestores, for with the optimum output voltage of corresponding MPPT controller, [c, d] for the output voltage interval of the photovoltaic array of i-th iteration in mppt process, c be lower boundary, d is coboundary. it is the cycle index of major cycle. for the Chaos Variable of primary carrier, for the photovoltaic array instantaneous output voltage in primary carrier iterative process,
MPPT controller 2 passes through DC voltage Vpv and the electric current I pv of real-time sampling photovoltaic array 1 output, calculates the output power of photovoltaic array , and and the current maximum power value that prestores of MPPT controller compare, if > , then value be assigned to , the value of Vpv is assigned to the output voltage of MPPT controller otherwise, then value give up, with value remain unchanged.Then, the voltage of MPPT controller 2 output the voltage Vpv exported with photovoltaic array is added in totalizer, the error voltage produced is added to comparer 5 in-phase end through proportional integral link 4 compares with the sawtooth voltage being added to comparer 5 end of oppisite phase, change the gate drive signal dutycycle of DC/DC transducer breaker in middle pipe 8, thus the parameter of regulable control DC/DC translation circuit, realize maximal power tracing and control.
The primary carrier of chaos optimization search selects Logistic to map
(1)
Wherein k is the iterations of Chaos Variable, and μ is a controling parameters, and when μ=4, then the Chaos Variable that described Logistic mapping produces is in Complete Chaos state, and is traversal in (0,1) scope.
The second carrier wave mode of chaos optimization search is as shown in (3) formula, and it can produce the Chaos Variable that Orbit probability density is larger near a certain specified point.
(3)。
In formula for the maximum power point in described primary carrier search procedure corresponding mppt controller output voltage, for the Chaos Variable that (1) formula produces, for another Chaos Variable that (1) formula produces, 0< α <1, β >1.Be less value when getting α, when β gets larger value, can obtain with centered by second carrier wave chaos sequence , can make Chaos Search near maximum power point, have good ergodicity. for second carrier wave iterations.
As shown in Figure 2, for following the tracks of the basic controlling flow process of maximum power point, this flow process starts from step S101.Then, in step S102, according to the demand of system, initialization is carried out to systematic parameter: Chaos Variable initial value be 0.126; The up-and-down boundary value c of voltage search, the initial value of d is c=0, d=90; The power α of second carrier wave gets 0.6, β and gets 3; Current peak power =0; Constant r=2.1; Major cycle number of times =0.
In step S103, make primary carrier iterations k initial value be 0, cycle index i=0, then enter step S104;
In step S104, by the initial value of Chaos Variable substitute into carry out interative computation, and above formula is obtained substitute into , obtain mppt controller output voltage , order , then enter step S105;
In step S105, calculate photovoltaic array and export instantaneous power , then enter step S106;
In step S106, judge that photovoltaic array exports instantaneous power whether be greater than the current maximum power value that MPPT controller prestores , if so, namely realtime power is greater than the peak power of current preset, then enter step S108; If not, then step S107 is entered;
In step S107, perform i=i+1, then enter step S109;
In step S108, photovoltaic array is exported instantaneous power value be assigned to the current maximum power value that MPPT controller prestores , by instantaneous voltage value compose the output voltage of MPPT controller , then enter step S109;
In step S109, judge cycle index i whether be greater than 10 or the Chaos Variable iterations k of primary carrier whether be greater than 100, if enter step S110, if not, enter step S104;
In step S110, make the Chaos Variable iterations of second carrier wave initial value is 0, cycle index i=0, then enters step S111;
In step S111, by the initial value of Chaos Variable substitute into carry out interative computation, and above formula is obtained substitute into
When during for odd number
Order , then enter step S112;
In step S112, calculate , then enter step S113;
In step S113, judge whether be greater than , if so, namely realtime power is greater than the peak power of current preset, then enter step S115; If not, then step S114 is entered;
In step S114, perform i=i+1, then enter step S116;
In step S115, by realtime power value compose the output voltage of MPPT controller , by voltage value compose the output voltage of MPPT controller , then enter step S116;
In step S116, judge second carrier wave cycle index i whether be greater than 10 or the Chaos Variable iterations k of second carrier wave whether be greater than 100, if enter step S117, if not, enter step S111;
In step S117, perform ,
, namely adjust c, the value of d realizes re-constructing optimized variable interval, then major cycle number of times , then enter step S118;
In step S118, judge major cycle number of times whether be greater than 3, if so, then enter step S119; If not, then step S103 is entered;
In step S119, Maximum Power Output value with the optimum output voltage of mppt controller , then enter step S120;
In step S120, search terminates.
Through test, tracking velocity and control accuracy high.
Those skilled in the art will recognize that; above-mentioned embodiment is exemplary; to enable those skilled in the art better understand content of the present invention; should not be understood as limiting the scope of the invention; as long as according to the improvement that technical solution of the present invention is done, all fall into protection scope of the present invention.

Claims (1)

1., based on the maximum power point of photovoltaic array tracking of chaos optimization search, it is characterized in that: described tracking comprises the following steps:
Step 1), according to the demand of system, carries out initialization to systematic parameter: Chaos Variable initial value be 0.126; The up-and-down boundary value c of voltage search, the initial value of d is c=0, d=90; The power α of second carrier wave gets 0.6, β and gets 3; Current peak power =0; Constant r=2.1; Major cycle number of times =0;
Step 2), make primary carrier iterations k initial value be 0, cycle index i=0, then enter step 3);
Step 3), by the initial value of Chaos Variable substitute into carry out interative computation, and above formula is obtained substitute into , obtain mppt controller output voltage , order , then enter step 4);
Step 4), calculates photovoltaic array and exports instantaneous power , then enter step 5);
Step 5), judges that photovoltaic array exports instantaneous power whether be greater than the current maximum power value that MPPT controller prestores , if so, then enter step 7); If not, then step 6) is entered;
Step 6), performs i=i+1, then enters step 8);
Step 7), exports instantaneous power by photovoltaic array value be assigned to the current maximum power value that MPPT controller prestores , by instantaneous voltage value compose the output voltage of MPPT controller , then enter step 8);
Step 8), judge cycle index i whether be greater than 10 or the Chaos Variable iterations k of primary carrier whether be greater than 100, if the step 9) of entering, if not, enter step 3);
Step 9), makes the Chaos Variable iterations of second carrier wave initial value is 0, cycle index i=0, then enters step 10);
Step 10), by the initial value of Chaos Variable substitute into carry out interative computation, and above formula is obtained substitute into
Order , then enter step 11);
Step 11), calculates , then enter step 12);
Step 12), judges whether be greater than , if so, namely realtime power is greater than the peak power of current preset, then enter step 14); If not, then step 13) is entered;
Step 13), performs i=i+1, then enters step 15);
Step 14), by realtime power value compose the output voltage of MPPT controller , by voltage value compose the output voltage of MPPT controller , then enter step 15);
Step 15), judge second carrier wave cycle index i whether be greater than 10 or the Chaos Variable iterations k of second carrier wave whether be greater than 100, if enter step 16), if not, enter step 10);
Step 16), perform
, , namely adjust c, the value of d realizes re-constructing optimized variable interval, then major cycle number of times , then enter step 17);
Step 17), judge major cycle number of times whether be greater than 3, if so, then enter step 18); If not, then step 2 is entered);
Step 18), Maximum Power Output value with the optimum output voltage of mppt controller , then enter step 19);
Step 19), search terminates.
CN201510090350.6A 2014-04-08 2014-04-08 Maximum power point of photovoltaic array tracking based on chaos optimization search Expired - Fee Related CN104765403B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201510090350.6A CN104765403B (en) 2014-04-08 2014-04-08 Maximum power point of photovoltaic array tracking based on chaos optimization search

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
CN201510090350.6A CN104765403B (en) 2014-04-08 2014-04-08 Maximum power point of photovoltaic array tracking based on chaos optimization search
CN201410136584.5A CN103995558B (en) 2014-04-08 2014-04-08 A kind of maximum power point of photovoltaic array tracking based on chaos optimization search

Related Parent Applications (1)

Application Number Title Priority Date Filing Date
CN201410136584.5A Division CN103995558B (en) 2014-04-08 2014-04-08 A kind of maximum power point of photovoltaic array tracking based on chaos optimization search

Publications (2)

Publication Number Publication Date
CN104765403A true CN104765403A (en) 2015-07-08
CN104765403B CN104765403B (en) 2016-06-29

Family

ID=51309748

Family Applications (2)

Application Number Title Priority Date Filing Date
CN201510090350.6A Expired - Fee Related CN104765403B (en) 2014-04-08 2014-04-08 Maximum power point of photovoltaic array tracking based on chaos optimization search
CN201410136584.5A Expired - Fee Related CN103995558B (en) 2014-04-08 2014-04-08 A kind of maximum power point of photovoltaic array tracking based on chaos optimization search

Family Applications After (1)

Application Number Title Priority Date Filing Date
CN201410136584.5A Expired - Fee Related CN103995558B (en) 2014-04-08 2014-04-08 A kind of maximum power point of photovoltaic array tracking based on chaos optimization search

Country Status (1)

Country Link
CN (2) CN104765403B (en)

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CZ306398B6 (en) * 2015-09-13 2017-01-04 BEL s.r.o. The method of determining the maximum output that can be taken from a photovoltaic panel
CN112148059A (en) * 2020-10-12 2020-12-29 四川科陆新能电气有限公司 MPPT maximum power tracking method for photovoltaic power station

Families Citing this family (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105676941B (en) * 2016-03-29 2017-07-28 安徽理工大学 Maximum power point tracking system and method under a kind of photovoltaic array local shades
CN105938381B (en) * 2016-06-02 2017-05-10 华中科技大学 Method for tracking maximum power point of photovoltaic cell on basis of fuzzy probability
CN106020326B (en) * 2016-06-12 2017-06-23 安徽理工大学 A kind of quick photovoltaic module maximum power tracing system and method for tracing
CN110209232B (en) * 2019-05-14 2020-07-24 中国矿业大学 Direct-current electronic load three-closed-loop control method for limiting rail voltage
CN115951577A (en) * 2022-12-03 2023-04-11 西北工业大学 Power system parameter optimization method based on chaos predator optimization

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2008176474A (en) * 2007-01-17 2008-07-31 Tokyo Metropolitan Univ Photovoltaic power generation system
CN101795101A (en) * 2010-04-08 2010-08-04 北京交通大学 Maximum power point tracking (MPPT) control device of photovoltaic generating system
CN102566646A (en) * 2012-01-13 2012-07-11 冶金自动化研究设计院 Maximum power point tracking method under partial shade condition of photovoltaic system
CN102902298A (en) * 2012-09-11 2013-01-30 山东鲁亿通智能电气股份有限公司 Photovoltaic array maximum power point tracking (MPPT) controller based on segmented model and controlling method
US20130197834A1 (en) * 2012-01-31 2013-08-01 Abb Oy Method and arrangement in connection with photovoltaic power generator composed of series-connected photovoltaic modules
CN103257667A (en) * 2012-12-11 2013-08-21 苏州大学 Maximum power point tracking technology of photovoltaic system

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2008176474A (en) * 2007-01-17 2008-07-31 Tokyo Metropolitan Univ Photovoltaic power generation system
CN101795101A (en) * 2010-04-08 2010-08-04 北京交通大学 Maximum power point tracking (MPPT) control device of photovoltaic generating system
CN102566646A (en) * 2012-01-13 2012-07-11 冶金自动化研究设计院 Maximum power point tracking method under partial shade condition of photovoltaic system
US20130197834A1 (en) * 2012-01-31 2013-08-01 Abb Oy Method and arrangement in connection with photovoltaic power generator composed of series-connected photovoltaic modules
CN102902298A (en) * 2012-09-11 2013-01-30 山东鲁亿通智能电气股份有限公司 Photovoltaic array maximum power point tracking (MPPT) controller based on segmented model and controlling method
CN103257667A (en) * 2012-12-11 2013-08-21 苏州大学 Maximum power point tracking technology of photovoltaic system

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
唐巍: ""基于幂函数载波的混沌优化方法及其应用"", 《控制与决策》 *

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CZ306398B6 (en) * 2015-09-13 2017-01-04 BEL s.r.o. The method of determining the maximum output that can be taken from a photovoltaic panel
CN112148059A (en) * 2020-10-12 2020-12-29 四川科陆新能电气有限公司 MPPT maximum power tracking method for photovoltaic power station
CN112148059B (en) * 2020-10-12 2022-07-05 四川科陆新能电气有限公司 MPPT maximum power tracking method for photovoltaic power station

Also Published As

Publication number Publication date
CN104765403B (en) 2016-06-29
CN103995558B (en) 2015-07-29
CN103995558A (en) 2014-08-20

Similar Documents

Publication Publication Date Title
CN103995558B (en) A kind of maximum power point of photovoltaic array tracking based on chaos optimization search
EP3322064B1 (en) Cooperative control method and device for photovoltaic optimizer and photovoltaic inverter
CN101783621B (en) Global maximum power point tracking method of photovoltaic generating system and system device
CN101604848B (en) Modified fuzzy sliding mode controlling method of monopole three-phase photovoltaic grid-connected system
CN105892552B (en) The photovoltaic module MPPT methods that whole scan and quasi- gradient type disturbance observation method are combined
CN105955394B (en) The photovoltaic system MPPT methods of observation algorithm are disturbed based on ant group optimization and variable step
CN101697423B (en) Non-active disturbance maximum power tracking method in photovoltaic grid-connected inverting system
CN109270982A (en) A kind of photovoltaic maximum power tracking and controlling method
CN106125817B (en) A kind of photovoltaic MPPT methods based on photovoltaic cell four parameter model
CN108958350A (en) Maximum power point of photovoltaic array track algorithm based on parameter optimization
CN104536509B (en) A kind of photovoltaic module electric energy output control method
CN102611141A (en) MPPT (maximum power point tracking) control device and method of photovoltaic inverter based on perturbation method
Al Nabulsi et al. Fuzzy logic controller based perturb and observe maximum power point tracking
CN103633875B (en) A kind of photovoltaic water-raising inverter and control method thereof and photovoltaic water-raising system
CN104199507A (en) Photovoltaic maximum power tracing system and method based on P-U curvature characteristics
CN105045332B (en) A kind of MPPT control method being applicable to photovoltaic cell
CN107947226A (en) A kind of photovoltaic generating system and maximum power point of photovoltaic array tracking and controlling method
CN105159388A (en) Method for tracking maximum power point in photovoltaic microgrid system
Allam et al. Optimization of voltage source inverter’s controllers using salp swarm algorithm in grid connected photovoltaic system
CN108491027B (en) Photovoltaic system maximum power point tracking method capable of achieving rapid positioning
CN105071759A (en) Maximum power point tracking method of self-adaption variable step sizes with saturation constraint
CN111679713B (en) Photovoltaic maximum power point tracking method for direct calculation
Kumar et al. Grey Wolf Optimization Inspired Maximum Power Extraction from SPV System for Water Pumping Application
CN108897368A (en) A kind of multimodal MPPT method suitable under the conditions of partial occlusion
CN105242742A (en) Monopole type photovoltaic power generation system maximum power tracking method based on monkey algorithm

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
EXSB Decision made by sipo to initiate substantive examination
SE01 Entry into force of request for substantive examination
C14 Grant of patent or utility model
GR01 Patent grant
CF01 Termination of patent right due to non-payment of annual fee

Granted publication date: 20160629

Termination date: 20170408

CF01 Termination of patent right due to non-payment of annual fee