CN103995558B - A kind of maximum power point of photovoltaic array tracking based on chaos optimization search - Google Patents
A kind of maximum power point of photovoltaic array tracking based on chaos optimization search Download PDFInfo
- Publication number
- CN103995558B CN103995558B CN201410136584.5A CN201410136584A CN103995558B CN 103995558 B CN103995558 B CN 103995558B CN 201410136584 A CN201410136584 A CN 201410136584A CN 103995558 B CN103995558 B CN 103995558B
- Authority
- CN
- China
- Prior art keywords
- chaos
- value
- search
- photovoltaic array
- maximum power
- 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.)
- Expired - Fee Related
Links
Classifications
-
- Y—GENERAL 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
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02E—REDUCTION OF GREENHOUSE GAS [GHG] EMISSIONS, RELATED TO ENERGY GENERATION, TRANSMISSION OR DISTRIBUTION
- Y02E10/00—Energy generation through renewable energy sources
- Y02E10/50—Photovoltaic [PV] energy
- Y02E10/56—Power conversion systems, e.g. maximum power point trackers
Abstract
The invention discloses a kind of maximum power point of photovoltaic array tracking based on chaos optimization search, the DC voltage Vpv exported by real-time sampling photovoltaic array and electric current I pv, 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 output
the voltage Vpv exported with photovoltaic array is added in totalizer, the error voltage produced is added to comparer in-phase end through proportional integral link compares with the sawtooth voltage being added to comparer end of oppisite phase, change the dutycycle of DC/DC transducer breaker in middle tube grid drive singal, thus the parameter of regulable control DC/DC translation circuit, realize maximal power tracing to control, tracking velocity is fast, control accuracy is high.
Description
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: a kind of maximum power point of photovoltaic array tracking based on chaos optimization search, is characterized in that: described tracking comprises the following steps:
Step 1: primary carrier selects Logistic to map
(1)
Wherein, k is the iterations of Chaos Variable, and μ is a controling parameters, when μ=4, then the Chaos Variable that described Logistic mapping produces is in Complete Chaos state, and [0,1] be traversal in scope, it can be used as the primary carrier of chaos optimization searching method;
Step 2: the Chaos Variable that described primary carrier is produced
new Chaos Variable is converted to by (2) formula
whole traversal interval [0,1] is mapped to the interval [c, d] of optimized variable simultaneously;
(2)
Step 3: utilize described primary carrier, carries out the 1st Chaos Search;
The arbitrary width produced by chaos generator is at the output voltage interval [c of photovoltaic array, d] scope interior focusing volt system carry out disturbance, output voltage Vpv, the electric current I pv of simultaneity factor real-time sampling photovoltaic array current time, calculate photovoltaic output power
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
, otherwise give up, some step search
all remain unchanged, then think that coarse search reaches satisfied;
Step 4: utilize second carrier wave to carry out the 2nd chaos optimization search, 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 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 chaos sequence
, and can make Chaos Search near maximum power point, have good ergodicity;
Step 5: adopt the method reducing search volume to improve and follow the tracks of efficiency, namely with current optimum solution
centered by, the value of through type (4) adjustment c, d realizes re-constructing optimized variable interval;
(4)
Wherein r be greater than 1 constant;
Step 6: turn back to step 2, continues cyclic search, and when cycle index reaches setting value, search terminates; Now
be the peak power of photovoltaic array,
for the optimum output voltage of photovoltaic array.
Based on a maximum power point of photovoltaic array tracking for chaos optimization search, it is characterized in that: described tracking comprises the following steps:
Start 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, 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
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.
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 a maximum power point of photovoltaic array tracking for chaos optimization search, it is characterized in that: described tracking comprises the following steps:
Step 1: primary carrier selects Logistic to map
(1)
Wherein, k is the iterations of Chaos Variable, and μ is a controling parameters, when μ=4, then the Chaos Variable that described Logistic mapping produces is in Complete Chaos state, and [0,1] be traversal in scope, it can be used as the primary carrier of chaos optimization searching method;
Step 2: the Chaos Variable that described primary carrier is produced
new Chaos Variable is converted to by (2) formula
whole traversal interval [0,1] is mapped to the interval [c, d] of optimized variable simultaneously;
(2)
Step 3: utilize described primary carrier, carries out the 1st Chaos Search;
The arbitrary width produced by chaos generator is at the output voltage interval [c of photovoltaic array, d] scope interior focusing volt system carry out disturbance, output voltage Vpv, the electric current I pv of simultaneity factor real-time sampling photovoltaic array current time, calculate photovoltaic output power
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
, otherwise give up, some step search
all remain unchanged, then think that coarse search reaches satisfied;
Step 4: utilize second carrier wave to carry out the 2nd chaos optimization search, 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;
In formula
for the maximum power point in described primary carrier search procedure
corresponding 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 chaos sequence
, and can make Chaos Search near maximum power point, have good ergodicity;
Step 5: adopt the method reducing search volume to improve and follow the tracks of efficiency, namely with current optimum solution
centered by, the value of through type (4) adjustment c, d realizes re-constructing optimized variable interval;
(4)
Wherein r be greater than 1 constant;
Step 6: turn back to step 2, continues cyclic search, and when cycle index reaches setting value, search terminates; Now
be the peak power of photovoltaic array,
for the optimum output voltage of photovoltaic array.
Priority Applications (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
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 |
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 (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
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 Child Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201510090350.6A Division CN104765403B (en) | 2014-04-08 | 2014-04-08 | Maximum power point of photovoltaic array tracking based on chaos optimization search |
Publications (2)
Publication Number | Publication Date |
---|---|
CN103995558A CN103995558A (en) | 2014-08-20 |
CN103995558B true CN103995558B (en) | 2015-07-29 |
Family
ID=51309748
Family Applications (2)
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 |
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 |
Family Applications After (1)
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 |
Country Status (1)
Country | Link |
---|---|
CN (2) | CN103995558B (en) |
Families Citing this family (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CZ2015621A3 (en) * | 2015-09-13 | 2017-01-04 | BEL s.r.o. | The method of determining the maximum output that can be drawn from a photovoltaic panel |
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 |
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 |
Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
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 |
JP4586204B2 (en) * | 2007-01-17 | 2010-11-24 | 公立大学法人首都大学東京 | Solar power 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 |
CN103257667A (en) * | 2012-12-11 | 2013-08-21 | 苏州大学 | Photovoltaic system maximum power point tracking technique |
Family Cites Families (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
EP2624094B1 (en) * | 2012-01-31 | 2014-07-23 | ABB Oy | Method and arrangement in connection with photovoltaic power generator composed of series-connected photovoltaic modules |
CN102902298B (en) * | 2012-09-11 | 2014-08-06 | 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 |
-
2014
- 2014-04-08 CN CN201410136584.5A patent/CN103995558B/en not_active Expired - Fee Related
- 2014-04-08 CN CN201510090350.6A patent/CN104765403B/en not_active Expired - Fee Related
Patent Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP4586204B2 (en) * | 2007-01-17 | 2010-11-24 | 公立大学法人首都大学東京 | Solar power 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 |
CN103257667A (en) * | 2012-12-11 | 2013-08-21 | 苏州大学 | Photovoltaic system maximum power point tracking technique |
Non-Patent Citations (2)
Title |
---|
New Approach for MPPT Control of Photovoltaic;Lin Zhou,Yan Chen,Ke Guo,Fangcheng Jia;《IEEE TRANSACTION ON POWER ELECTRONICS》;20100923;第26卷(第4期);全文 * |
基于幂函数载波的混沌优化方法及其应用;唐巍;《控制于决策》;20050930;第20卷(第9期);全文 * |
Also Published As
Publication number | Publication date |
---|---|
CN103995558A (en) | 2014-08-20 |
CN104765403B (en) | 2016-06-29 |
CN104765403A (en) | 2015-07-08 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN103995558B (en) | A kind of maximum power point of photovoltaic array tracking based on chaos optimization search | |
Al Nabulsi et al. | Efficiency optimization of a DSP-based standalone PV system using fuzzy logic and dual-MPPT control | |
CN101604848B (en) | Modified fuzzy sliding mode controlling method of monopole three-phase photovoltaic grid-connected system | |
CN101783621B (en) | Global maximum power point tracking method of photovoltaic generating system and system device | |
CN102291050B (en) | Maximum power point tracking method and device for photovoltaic power generation system | |
Chung et al. | Comparative study of P&O and modified incremental conductance algorithm in solar maximum power point tracking | |
CN103472885B (en) | Be applied to the maximum power point tracking method of multi-stag grid-connected photovoltaic system | |
CN103019294B (en) | Maximum power point tracking (MPPT) method of self-adaption disturbance frequency and step | |
CN102902298B (en) | Photovoltaic array maximum power point tracking (MPPT) controller based on segmented model and controlling method | |
CN109270982A (en) | A kind of photovoltaic maximum power tracking and controlling method | |
CN101697423A (en) | Non-active disturbance maximum power tracking method in photovoltaic grid-connected inverting system | |
CN107918437A (en) | Progressive variable step maximum power point of photovoltaic array tracking and its system | |
Al Nabulsi et al. | Fuzzy logic controller based perturb and observe maximum power point tracking | |
Elzein | Maximum power point tracking system for photovoltaic station: A review | |
CN102768555A (en) | High-efficiency mppt control strategy applicable to photovoltaic system | |
CN107947226A (en) | A kind of photovoltaic generating system and maximum power point of photovoltaic array tracking and controlling method | |
CN104378059A (en) | Novel MPPT algorithm and method for obtaining hardware for novel MPPT algorithm | |
CN105045332B (en) | A kind of MPPT control method being applicable to photovoltaic cell | |
CN111694395A (en) | Photovoltaic maximum power point tracking method based on volt-ampere characteristic equation and dichotomy | |
CN105159388A (en) | Method for tracking maximum power point in photovoltaic microgrid system | |
Aouadi et al. | Nonlinear controller design for single-phase grid-connected photovoltaic systems | |
CN205068052U (en) | Solar -energy photovoltaic power generation device | |
Cristian et al. | Performance comparison of three MPPT algorithms: aESC, mESC and P&O | |
CN105242742B (en) | Single-stage photovoltaic power generation system maximum power tracing method based on monkey group's algorithm | |
CN105071759A (en) | Maximum power point tracking method of self-adaption variable step sizes with saturation constraint |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
C06 | Publication | ||
PB01 | Publication | ||
C10 | Entry into 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 | ||
CF01 | Termination of patent right due to non-payment of annual fee |
Granted publication date: 20150729 Termination date: 20160408 |