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TWI481989B - A system of solar power generator with power tracker - Google Patents

A system of solar power generator with power tracker Download PDF

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TWI481989B
TWI481989B TW101144307A TW101144307A TWI481989B TW I481989 B TWI481989 B TW I481989B TW 101144307 A TW101144307 A TW 101144307A TW 101144307 A TW101144307 A TW 101144307A TW I481989 B TWI481989 B TW I481989B
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power
voltage signal
output
sum
solar
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TW101144307A
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TW201421187A (en
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Whei Min Lin
Chih Kai Chang
Chih Ming Hung
Chia Sheng Tu
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Univ Nat Sun Yat Sen
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    • 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

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Description

具有功率追蹤器之太陽能發電系統Solar power system with power tracker

本發明係關於一種太陽能發電系統,尤其是一種具有功率追蹤器之太陽能發電系統。The present invention relates to a solar power generation system, and more particularly to a solar power generation system having a power tracker.

在全世界普遍重視能源危機的思路下,各方研究莫不致力於尋找替代能源,以維持民生供給與延續工業發展之用。其中,利用太陽能作為替代能源以進行發電,除了可抹去動力源之取用竭盡的擔憂外,更能減少因發電作業所產生的廢氣,有利於維護自然環境。Under the general consideration of the energy crisis in the world, all parties are not committed to finding alternative energy sources to maintain the supply of people's livelihood and continue the development of industry. Among them, the use of solar energy as an alternative energy source for power generation, in addition to eliminating the exhaustion of the use of power sources, can reduce the emissions generated by power generation operations, and help maintain the natural environment.

對太陽能發電系統而言,在不同的日照環境下,會具有不同的輸出電壓、輸出電流及溫度,而不同的輸出電壓、輸出電流及溫度,亦具有不同的輸出功率曲線,且較高的輸出功率,即代表具有較高的光電轉換效率。若能持續的追蹤該太陽能發電系統的輸出功率,並透過控制電路的操作,使該太陽能發電系統維持在較高的輸出功率狀態下,必能收到較佳的發電成效。For solar power generation systems, different output voltages, output currents and temperatures will be used in different sunshine environments, and different output voltages, output currents and temperatures also have different output power curves and higher outputs. Power, which means that it has a high photoelectric conversion efficiency. If the output power of the solar power generation system can be continuously tracked and the operation of the control circuit is maintained, the solar power generation system can maintain a higher output power state, and it can receive better power generation performance.

習知太陽能發電系統的最大功率追蹤方法中,常見係利用擾動觀察法以進行追蹤。該擾動觀察法係使該太陽能發電系統之負載產生週期性的變動,並觀察負載變動所產生之功率變化,再以該功率變化決定下次週期之負載的變動方向,使該太陽能發電系統能在不同的發電條件下維持較大的輸出功率。然而,藉由擾動觀察法觀察太陽能發電系統的功率變化,必須藉由不斷的變動負載以進行輸出功 率的偵測,即使該太陽能發電系統已操作在最大功率點,該負載的變動並不會停止,而當該負載在最大功率點附近來回振盪時,將造成額外的功率損失,進而減少該太陽能發電系統的輸出功率。有鑑於此,針對該太陽能發電系統,必須要有較佳之功率追蹤器。In the maximum power tracking method of the conventional solar power generation system, it is common to use the disturbance observation method for tracking. The disturbance observation method periodically changes the load of the solar power generation system, and observes the power change caused by the load variation, and then determines the fluctuation direction of the load of the next cycle by the power change, so that the solar power generation system can Maintain large output power under different power generation conditions. However, by observing the observation method to observe the power variation of the solar power generation system, it is necessary to perform the output work by constantly changing the load. Rate detection, even if the solar power system has been operating at the maximum power point, the load change will not stop, and when the load oscillates back and forth around the maximum power point, it will cause additional power loss, thereby reducing the solar energy. The output power of the power generation system. In view of this, a better power tracker must be provided for the solar power generation system.

本發明之主要目的係提供一種具有功率追蹤器的太陽能發電系統,使該太陽能發電系統維持在較高的輸出功率狀態,且不具有額外的功率損失。It is a primary object of the present invention to provide a solar power generation system having a power tracker that maintains the solar power generation system at a higher output power state without additional power loss.

為達到前述發明目的,本發明之具有功率追蹤器之太陽能發電系統,係包含:一太陽能板,用以輸出一直流電力,該太陽能板具有一溫度訊號,該直流電力具有一電壓訊號及一電流訊號;一直流/直流轉換器,耦接該太陽能板以接收該直流電力,並將該直流電力進行轉換以輸出一交流電力,該交流電力具有一交流電壓訊號;及一功率追蹤器,耦接該太陽能板及該直流/直流轉換器,該功率追蹤器包含:一類神經網路系統,接收該電壓訊號、電流訊號、溫度訊號及該直流轉換電壓訊號,並進行類神經運算,以輸出一參考電壓訊號,其中該類神經網路系統具有一輸入層、一型態層、一總和層及一輸出層,該輸入層接收該電壓訊號、該電流訊號及該溫度訊號所形成之一輸入向量,並將該輸入向量分配至該型態層之各個運算節點;該型態層具有數個運算節點,各該運算節點皆具有一樣本向量,各該運算節點接收該輸入向量後,係計算該輸入向量與各 自之樣本向量之一平方合,再將該平方合代入一激發函數,以得到數個型態輸出值;該總和層包含一第一總和節點及一第二總和節點,該第一總和節點具有一權重值,該第一總和節點接收該數個型態輸出值後,可將該數個型態輸出值與該權重值進行加權總和運算,以獲得一第一總和值,該第二總和節點接收該數個型態輸出值後,可將該數個型態輸出值進行加總運算,以獲得一第二總和值;該輸出層係接收該第一總和值及第二總和值,並以該第一總和值除以該第二總和值,以得到該參考電壓訊號;一控制器,接收該參考電壓訊號及該直流轉換電壓訊號,並根據該參考電壓訊號及該直流轉換電壓訊號的比較結果,輸出一控制訊號至該直流/直流轉換器。In order to achieve the foregoing object, a solar power generation system with a power tracker of the present invention includes: a solar panel for outputting direct current power, the solar panel having a temperature signal having a voltage signal and a current a signal; a DC/DC converter coupled to the solar panel to receive the DC power, and converting the DC power to output an AC power having an AC voltage signal; and a power tracker coupled The solar panel and the DC/DC converter, the power tracker comprises: a type of neural network system, receiving the voltage signal, the current signal, the temperature signal and the DC conversion voltage signal, and performing a neural operation to output a reference The voltage signal, wherein the neural network system has an input layer, a type layer, a sum layer and an output layer, and the input layer receives an input vector formed by the voltage signal, the current signal and the temperature signal. And assigning the input vector to each operation node of the type layer; the type layer has several operation nodes Each of the computing node are present having the same vector, after each of the computing node receiving the input vector, the input vector is calculated based with From the square of one of the sample vectors, the square is combined into an excitation function to obtain a plurality of type output values; the sum layer includes a first sum node and a second sum node, the first sum node has a weight value, after the first sum node receives the plurality of type output values, performing weighted summation operations on the plurality of type output values and the weight value to obtain a first sum value, the second sum node After receiving the plurality of type output values, the plurality of type output values may be summed to obtain a second sum value; the output layer receives the first sum value and the second sum value, and The first sum value is divided by the second sum value to obtain the reference voltage signal; a controller receives the reference voltage signal and the DC converted voltage signal, and compares the reference voltage signal and the DC converted voltage signal according to the reference voltage signal As a result, a control signal is output to the DC/DC converter.

本發明之具有功率追蹤器之太陽能發電系統,其中該類神經網路系統另具有一學習模組,該學習模組係接收該參考電壓訊號及該直流轉換電壓訊號,並計算該參考電壓訊號及該直流轉換電壓訊號之一均方誤差,並以該均方誤差作為該激發函數之一平滑參數。The solar power generation system of the present invention has a power tracker, wherein the neural network system further has a learning module, and the learning module receives the reference voltage signal and the DC conversion voltage signal, and calculates the reference voltage signal and One of the DC-converted voltage signals has a mean square error, and the mean square error is used as one of the excitation parameters to smooth the parameters.

本發明之具有功率追蹤器之太陽能發電系統,其中該激發函數如下所示: The solar power generation system with power tracker of the present invention, wherein the excitation function is as follows:

其中σ為平滑參數,D代表該輸入向量與各個運算節點之樣本向量的平方合。Where σ is the smoothing parameter and D is the square of the input vector and the sample vector of each computing node.

本發明之具有功率追蹤器之太陽能發電系統,其中該直流/直流轉換器具有一接收端與一輸出端,該接收端與輸 出端之間包含一高準位線、一低準位線、一輸入穩壓電容、一功率開關模組、一輸出穩壓電容、一電感及一功率二極體,該輸入穩壓電容、功率開關模組及輸出穩壓電容並聯連接於該高準位線與低準位線之間,該電感設置於該高準位線,且該電感之二端分別連接該輸入穩壓電容及功率開關模組。該功率二極體設置於該高準位線,且該功率二極體之正極連接該功率開關模組,該功率二極體之負極連接該輸出穩壓電容。The solar power generation system with a power tracker of the present invention, wherein the DC/DC converter has a receiving end and an output end, the receiving end and the input end The output terminal includes a high level line, a low level line, an input voltage stabilizing capacitor, a power switch module, an output voltage stabilizing capacitor, an inductor and a power diode, and the input voltage stabilizing capacitor, The power switch module and the output voltage stabilizing capacitor are connected in parallel between the high level bit line and the low level bit line, the inductor is disposed on the high level bit line, and the two ends of the inductor are respectively connected to the input voltage stabilizing capacitor and power Switch module. The power diode is disposed on the high level line, and the anode of the power diode is connected to the power switch module, and the cathode of the power diode is connected to the output voltage stabilizing capacitor.

本發明之具有功率追蹤器之太陽能發電系統,其中該直流/直流轉換器耦接一直流/交流轉換器,該直流/交流轉換器耦接一濾波電路,該濾波電路耦接一交流負載。The solar power generation system of the present invention has a power tracker, wherein the DC/DC converter is coupled to a DC/AC converter, and the DC/AC converter is coupled to a filter circuit, and the filter circuit is coupled to an AC load.

為讓本發明之上述及其他目的、特徵及優點能更明顯易懂,下文特舉本發明之較佳實施例,並配合所附圖式,作詳細說明如下:The above and other objects, features and advantages of the present invention will become more <RTIgt;

本發明全文所述之「耦接」(coupling),係指二元件之間透過直接連接或間接連接,而使該二元件間具有相互傳遞之訊號或電流的連接方式。"Coupling" as used throughout the present invention refers to a connection between two elements through direct or indirect connection, such that signals or currents are transmitted between the two elements.

請參照第1圖所示,本發明具有功率追蹤器的太陽能發電系統係包含:一太陽能板1、一直流/直流轉換器2及一功率追蹤器3。該直流/直流轉換器2耦接該太陽能板1,該功率追蹤器3耦接該太陽能板1及直流/直流轉換器2。Referring to FIG. 1 , the solar power generation system with power tracker of the present invention comprises: a solar panel 1 , a DC/DC converter 2 and a power tracker 3 . The DC/DC converter 2 is coupled to the solar panel 1 , and the power tracker 3 is coupled to the solar panel 1 and the DC/DC converter 2 .

該太陽能板1可於受光後進行光電轉換,以輸出一直 流電力,其中,該直流電力具有一電壓訊號及一電流訊號。該太陽能板1較佳具有一溫度感測器,用以感測該太陽能板的溫度,並輸出一溫度訊號。The solar panel 1 can be photoelectrically converted after being received by light to output Current power, wherein the DC power has a voltage signal and a current signal. The solar panel 1 preferably has a temperature sensor for sensing the temperature of the solar panel and outputting a temperature signal.

請參照第1及2圖所示,該直流/直流轉換器2具有一接收端21及一輸出端22,該接收端21係接收該直流電力,並對不穩定之直流電力進行升壓轉換,並由該輸出端22輸出穩定之一直流轉換電力。其中,該直流轉換電力具有一直流轉換電壓訊號。Referring to FIGS. 1 and 2, the DC/DC converter 2 has a receiving end 21 and an output end 22, and the receiving end 21 receives the DC power and performs boost conversion on the unstable DC power. And outputting a stable DC conversion power from the output terminal 22. Wherein, the DC conversion power has a DC conversion voltage signal.

在本實施例中,該直流/直流轉換器2之接收端21與輸出端22之間包含一高準位線23、一低準位線24、一輸入穩壓電容25、一功率開關模組26、一輸出穩壓電容27、一電感28及一功率二極體29,該輸入穩壓電容25、功率開關模組26及輸出穩壓電容27並聯連接於該高準位線23與低準位線24之間。該電感28設置於該高準位線23,且該電感28之二端分別連接該輸入穩壓電容25及功率開關模組26。該功率二極體29設置於該高準位線23,且該功率二極體29之正極連接該功率開關模組26,該功率二極體29之負極連接該輸出穩壓電容27。In this embodiment, the receiving end 21 and the output end 22 of the DC/DC converter 2 include a high level line 23, a low level line 24, an input voltage stabilizing capacitor 25, and a power switch module. 26, an output voltage stabilizing capacitor 27, an inductor 28 and a power diode 29, the input stabilizing capacitor 25, the power switch module 26 and the output stabilizing capacitor 27 are connected in parallel to the high level line 23 and the low level Between bit lines 24. The inductor 28 is disposed on the high level line 23, and the two ends of the inductor 28 are respectively connected to the input voltage stabilizing capacitor 25 and the power switch module 26. The power diode 29 is disposed on the high-level line 23, and the anode of the power diode 29 is connected to the power switch module 26. The cathode of the power diode 29 is connected to the output voltage regulator 27.

該功率追蹤器3具有一類神經網路系統31及一控制器32。該類神經網路系統31接收太陽能電池之電壓訊號、電流訊號、溫度訊號及該直流轉換電壓訊號,並進行類神經運算,以輸出一參考電壓訊號。The power tracker 3 has a type of neural network system 31 and a controller 32. The neural network system 31 receives the voltage signal, the current signal, the temperature signal and the DC conversion voltage signal of the solar cell, and performs a neural-like operation to output a reference voltage signal.

請參照第3圖所示,該類神經網路系統31具有一輸入層311、一型態層312、一總和層313、一輸出層314及一學習模組315。Referring to FIG. 3, the neural network system 31 has an input layer 311, a type layer 312, a sum layer 313, an output layer 314, and a learning module 315.

該輸入層311接收該電壓訊號、該電流訊號及該溫度訊號所形成之一輸入向量,並將該輸入向量分配至該型態層312之各個運算節點。The input layer 311 receives an input signal formed by the voltage signal, the current signal and the temperature signal, and distributes the input vector to each of the operation nodes of the type layer 312.

該型態層312具有數個運算節點,各該運算節點皆具有一樣本向量,各該運算節點接收該輸入向量後,係計算該輸入向量與各自之樣本向量之一平方合,再將該平方合代入一激發函數,以得到數個型態輸出值。The type layer 312 has a plurality of operation nodes, each of the operation nodes has the same local vector. After receiving the input vector, each of the operation nodes calculates the square of the input vector and the respective sample vector, and then squares the square. Combine the excitation function to obtain several types of output values.

該型態層312的激發函數如下所示: The excitation function of this type of layer 312 is as follows:

其中σ為平滑參數(Smoothing Parameter),為一大於0之常數,D代表該輸入向量與各個運算節點之樣本向量的平方合。Where σ is a smoothing parameter, which is a constant greater than 0, and D represents the square of the input vector and the sample vector of each computing node.

該型態層312的計算如下所示: The calculation of this type of layer 312 is as follows:

其中代表該輸入向量,代表第i 個運算節點的樣本向量。among them Represents the input vector, A sample vector representing the i- th compute node.

該總和層313包含一第一總和節點及一第二總和節點,該第一總和節點具有一權重值,該第一總和節點接收該數個型態輸出值後,可將該數個型態輸出值與該權重值進行加權總和運算,以獲得一第一總和值,該第二總和節點接收該數個型態輸出值後,可將該數個型態輸出值進行加總運算,以獲得一第二總和值。The summation layer 313 includes a first sum node and a second sum node. The first sum node has a weight value. After receiving the plurality of type output values, the first sum node can output the plurality of patterns. The value is weighted and summed with the weight value to obtain a first sum value, and after the second sum node receives the plurality of type output values, the plurality of type output values may be summed to obtain a The second sum value.

該第一總和節點的運算方程式式如下所示: The equation of operation for the first sum node is as follows:

其中S1 代表該第一總和值,Y代表該權重值。Where S 1 represents the first sum value and Y represents the weight value.

該第二總和節點的運算方程式式如下所示: The operation equation of the second sum node is as follows:

其中S2 代表該第二總和值。Where S 2 represents the second sum value.

該輸出層314係接收該第一總和值及第二總和值,並以該第一總和值除以該第二總和值,以得到該參考電壓訊號。The output layer 314 receives the first sum value and the second sum value, and divides the first sum value by the second sum value to obtain the reference voltage signal.

該輸出層314的運算方程式如下: The operational equation of the output layer 314 is as follows:

其中代表該參考電壓訊號。among them Represents the reference voltage signal.

該學習模組315係接收該參考電壓訊號及該直流轉換電壓訊號,並計算該參考電壓訊號及該直流轉換電壓訊號之一均方誤差(Mean Square of Error,MSE),並以該均方誤差作為該激發函數之平滑參數。The learning module 315 receives the reference voltage signal and the DC conversion voltage signal, and calculates a Mean Square of Error (MSE) of the reference voltage signal and the DC conversion voltage signal, and uses the mean square error As a smoothing parameter of the excitation function.

該學習模組315之計算方程式如下: The calculation formula of the learning module 315 is as follows:

其中Q代表取樣數,VMPPT 代表該參考電壓訊號,Vdc 代表該直流轉換電壓訊號。Where Q represents the number of samples, V MPPT represents the reference voltage signal, and V dc represents the DC conversion voltage signal.

進一步而言,藉由該學習模組315的設置,可因應實際輸出的直流轉換電力,計算出該參考電壓訊號及該直流 轉換電壓訊號之均方誤差,再以最小之該均方誤差作為該激發函數的平滑參數,並不斷的更新該參考電壓訊號,進而達較佳之控制效果。Further, by setting the learning module 315, the reference voltage signal and the direct current can be calculated according to the actually outputted DC converted power. Converting the mean square error of the voltage signal, and using the minimum mean square error as the smoothing parameter of the excitation function, and continuously updating the reference voltage signal, thereby achieving better control effect.

該控制器32係接收該參考電壓訊號及該直流轉換電壓訊號,並根據該參考電壓訊號及該直流轉換電壓訊號的比較結果,輸出一控制訊號至該直流/直流轉換器2。The controller 32 receives the reference voltage signal and the DC conversion voltage signal, and outputs a control signal to the DC/DC converter 2 according to the comparison result of the reference voltage signal and the DC conversion voltage signal.

在本實施例中,該控制器32可為一比較器等電路模組,並比較該參考電壓訊號及該直流轉換電壓訊號,以輸出該控制訊號至該直流/直流轉換器2之功率開關模組26,藉此控制功率開關模組26之切換週期,使其在不同工作環境下均能運作在最大輸出功率點,進而使該直流/直流轉換器2在最大功率點下輸出直流轉換電力。In this embodiment, the controller 32 can be a circuit module such as a comparator, and compare the reference voltage signal and the DC conversion voltage signal to output the control signal to the power switching mode of the DC/DC converter 2. Group 26, thereby controlling the switching period of the power switch module 26 to operate at a maximum output power point under different operating conditions, thereby causing the DC/DC converter 2 to output DC converted power at a maximum power point.

請再參照第1圖所示,為使本發明之電力輸出可應用於不同電力需求的負載,該直流/直流轉換器2可為接一直流/交流轉換器4,以將該直流轉換電力轉換為一交流電力。該直流/交流轉換器4可耦接一濾波電路5,該濾波電路5再耦接一交流負載6,藉此,當該直流轉換電力轉換為交流電力後,再經過該濾波電路5以進行濾波,使該交流電力可順利的供該交流負載6使用。Referring to FIG. 1 again, in order to make the power output of the present invention applicable to loads of different power requirements, the DC/DC converter 2 can be connected to the DC/AC converter 4 to convert the DC conversion power. For an AC power. The DC/AC converter 4 is coupled to a filter circuit 5, which is coupled to an AC load 6. The DC conversion power is converted to AC power and then filtered by the filter circuit 5 for filtering. This AC power can be smoothly used for the AC load 6.

本發明藉由該功率追蹤器3之類神經網路系統31,可根據實際輸出的直流轉換電力進行功率追蹤,並調整下一時序所輸出之直流轉換電力,進而使該太陽能發電系統能操作在最大功率點。且本發明並非利用負載振盪的方式進行功率追蹤,因此不會有因負載振盪所產生的功率損失,可使該太陽能發電系統維持在較高的輸出功率狀態時,不 具有額外的功率損失的功效。The neural network system 31 such as the power tracker 3 can perform power tracking according to the actual output DC conversion power, and adjust the DC conversion power outputted by the next timing, thereby enabling the solar power generation system to operate. Maximum power point. Moreover, the present invention does not perform power tracking by means of load oscillation, so that there is no power loss due to load oscillation, and the solar power generation system can be maintained at a high output power state, Has the power of additional power loss.

雖然本發明已利用上述較佳實施例揭示,然其並非用以限定本發明,任何熟習此技藝者在不脫離本發明之精神和範圍之內,相對上述實施例進行各種更動與修改仍屬本發明所保護之技術範疇,因此本發明之保護範圍當視後附之申請專利範圍所界定者為準。While the invention has been described in connection with the preferred embodiments described above, it is not intended to limit the scope of the invention. The technical scope of the invention is protected, and therefore the scope of the invention is defined by the scope of the appended claims.

〔本發明〕〔this invention〕

1‧‧‧太陽能板1‧‧‧ solar panels

2‧‧‧直流/直流轉換器2‧‧‧DC/DC Converter

21‧‧‧接收端21‧‧‧ Receiver

22‧‧‧輸出端22‧‧‧ Output

23‧‧‧高準位線23‧‧‧High standard line

24‧‧‧低準位線24‧‧‧low standard line

25‧‧‧輸入穩壓電容25‧‧‧Input Stabilizing Capacitor

26‧‧‧功率開關模組26‧‧‧Power switch module

27‧‧‧輸出穩壓電容27‧‧‧ Output Stabilizing Capacitor

28‧‧‧電感28‧‧‧Inductance

29‧‧‧功率二極體29‧‧‧Power diode

3‧‧‧功率追蹤器3‧‧‧Power Tracker

31‧‧‧類神經網路系統31‧‧‧ class neural network system

311‧‧‧輸入層311‧‧‧Input layer

312‧‧‧型態層312‧‧‧Type layer

313‧‧‧總和層313‧‧‧Total layer

314‧‧‧輸出層314‧‧‧ Output layer

315‧‧‧學習模組315‧‧‧ learning module

32‧‧‧控制器32‧‧‧ Controller

4‧‧‧直流/交流轉換器4‧‧‧DC/AC converter

5‧‧‧濾波電路5‧‧‧Filter circuit

6‧‧‧交流負載6‧‧‧AC load

第1圖:本發明具有功率追蹤器的太陽能發電系統之架構圖。Figure 1 is a block diagram of a solar power generation system with a power tracker of the present invention.

第2圖:本發明具有功率追蹤器的太陽能發電系統之直流/直流轉換器電路結構圖。Fig. 2 is a circuit diagram of a DC/DC converter circuit of a solar power generation system with a power tracker according to the present invention.

第3圖:本發明具有功率追蹤器的太陽能發電系統之類神經網路系統架構圖。Figure 3: Schematic diagram of a neural network system such as a solar power generation system with a power tracker of the present invention.

1‧‧‧太陽能板1‧‧‧ solar panels

2‧‧‧直流/直流轉換器2‧‧‧DC/DC Converter

3‧‧‧功率追蹤器3‧‧‧Power Tracker

31‧‧‧類神經網路系統31‧‧‧ class neural network system

32‧‧‧控制器32‧‧‧ Controller

4‧‧‧直流/交流轉換器4‧‧‧DC/AC converter

5‧‧‧濾波電路5‧‧‧Filter circuit

6‧‧‧交流負載6‧‧‧AC load

Claims (5)

一種具有功率追蹤器之太陽能發電系統,係包含:一太陽能板,用以輸出一直流電力,該太陽能板具有一溫度訊號,該直流電力具有一電壓訊號及一電流訊號;一直流/直流轉換器,耦接該太陽能板以接收該直流電力,並將該直流電力進行升壓轉換以輸出一直流轉換電力,該直流轉換電力具有一直流轉換電壓訊號;及一功率追蹤器,耦接該太陽能板及該直流/直流轉換器,該功率追蹤器包含:一類神經網路系統,接收該太陽能電池之電壓訊號、電流訊號、溫度訊號及該直流轉換電壓訊號,並進行類神經運算,以輸出一參考電壓訊號,其中該類神經網路系統具有一輸入層、一型態層、一總和層及一輸出層,該輸入層接收該太陽能電池之電壓訊號、電流訊號及溫度訊號所形成之一輸入向量,並將該輸入向量分配至該型態層之各個運算節點;該型態層具有數個運算節點,各該運算節點皆具有一樣本向量,各該運算節點接收該輸入向量後,係計算該輸入向量與各自之樣本向量之一平方合,再將該平方合代入一激發函數,以得到數個型態輸出值;該總和層包含一第一總和節點及一第二總和節點,該第一總和節點具有一權重值,該第一總和節點接收該數個型態輸出值後,可將該數個型態輸出值與該權重值進行加權總和運算,以獲得一第一總和值,該第二總和節點接收該數個型態輸出值後,可將該數個型態輸 出值進行加總運算,以獲得一第二總和值;該輸出層係接收該第一總和值及第二總和值,並以該第一總和值除以該第二總和值,以得到該參考電壓訊號;一控制器,接收該參考電壓訊號及該直流轉換電壓訊號,並根據該參考電壓訊號及該直流轉換電壓訊號的比較結果,輸出一控制訊號至該直流/直流轉換器。 A solar power generation system with a power tracker includes: a solar panel for outputting direct current power, the solar panel having a temperature signal having a voltage signal and a current signal; a DC/DC converter The solar panel is coupled to receive the DC power, and the DC power is boost-converted to output a DC-converted power having a DC-converted voltage signal; and a power tracker coupled to the solar panel And the DC/DC converter, the power tracker comprises: a type of neural network system, receiving the voltage signal, the current signal, the temperature signal and the DC conversion voltage signal of the solar cell, and performing a neural operation to output a reference a voltage signal, wherein the neural network system has an input layer, a type layer, a sum layer and an output layer, and the input layer receives an input vector formed by the voltage signal, the current signal and the temperature signal of the solar cell. And assigning the input vector to each of the operation nodes of the type layer; the type layer has Each of the operation nodes has the same local vector. After receiving the input vector, each of the operation nodes calculates the square of the input vector and the respective sample vectors, and then substitutes the square into an excitation function to Obtaining a plurality of type output values; the summation layer includes a first sum node and a second sum node, the first sum node has a weight value, and the first sum node receives the plurality of type output values, Performing a weighted sum operation on the plurality of type output values and the weight value to obtain a first sum value, and after receiving the plurality of type output values, the second sum node may input the plurality of patterns The value is summed to obtain a second sum value; the output layer receives the first sum value and the second sum value, and divides the first sum value by the second sum value to obtain the reference a voltage signal; a controller receiving the reference voltage signal and the DC conversion voltage signal, and outputting a control signal to the DC/DC converter according to the comparison result of the reference voltage signal and the DC conversion voltage signal. 如申請專利範圍第1項所述之具有功率追蹤器之太陽能發電系統,其中該類神經網路系統另具有一學習模組,該學習模組係接收該參考電壓訊號及該直流轉換電壓訊號,並計算該參考電壓訊號及該直流轉換電壓訊號之一均方誤差,並以該均方誤差作為該激發函數之一平滑參數。 The solar power generation system with a power tracker according to claim 1, wherein the neural network system further has a learning module, and the learning module receives the reference voltage signal and the DC conversion voltage signal. And calculating a mean square error of the reference voltage signal and the DC conversion voltage signal, and using the mean square error as one of the excitation parameters to smooth the parameter. 如申請專利範圍第1項所述之具有功率追蹤器之太陽能發電系統,其中該激發函數如下所示: 其中σ為平滑參數,D代表該輸入向量與各個運算節點之樣本向量的平方合。The solar power generation system with a power tracker according to claim 1, wherein the excitation function is as follows: Where σ is the smoothing parameter and D is the square of the input vector and the sample vector of each computing node. 如申請專利範圍第1項所述之具有功率追蹤器之太陽能發電系統,其中該直流/直流轉換器具有一接收端與一輸出端,該接收端與輸出端之間包含一高準位線、一低準位線、一輸入穩壓電容、一功率開關模組、一輸出穩壓電容、一電感及一功率二極體,該輸入穩壓電容、功率開關模組及輸出穩壓電容並聯連接於該高準位線與低準位線之間,該電感設置於該高準位線,且該電感 之二端分別連接該輸入穩壓電容及功率開關模組。該功率二極體設置於該高準位線,且該功率二極體之正極連接該功率開關模組,該功率二極體之負極連接該輸出穩壓電容。 The solar power generation system with a power tracker according to claim 1, wherein the DC/DC converter has a receiving end and an output end, and the receiving end and the output end comprise a high level line, a low level line, an input voltage stabilizing capacitor, a power switch module, an output voltage stabilizing capacitor, an inductor and a power diode, the input voltage stabilizing capacitor, the power switch module and the output voltage stabilizing capacitor are connected in parallel Between the high level bit line and the low level bit line, the inductor is disposed on the high level bit line, and the inductor The second end is connected to the input voltage stabilizing capacitor and the power switch module. The power diode is disposed on the high level line, and the anode of the power diode is connected to the power switch module, and the cathode of the power diode is connected to the output voltage stabilizing capacitor. 如申請專利範圍第1項所述之具有功率追蹤器之太陽能發電系統,其中該直流/直流轉換器耦接一直流/交流轉換器,該直流/交流轉換器耦接一濾波電路,該濾波電路耦接一交流負載。The solar power generation system with a power tracker according to claim 1, wherein the DC/DC converter is coupled to a DC/AC converter, and the DC/AC converter is coupled to a filter circuit, the filter circuit An AC load is coupled.
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