TW201713039A - Serial finite impulse response filter and signal processing method thereof - Google Patents
Serial finite impulse response filter and signal processing method thereof Download PDFInfo
- Publication number
- TW201713039A TW201713039A TW104132210A TW104132210A TW201713039A TW 201713039 A TW201713039 A TW 201713039A TW 104132210 A TW104132210 A TW 104132210A TW 104132210 A TW104132210 A TW 104132210A TW 201713039 A TW201713039 A TW 201713039A
- Authority
- TW
- Taiwan
- Prior art keywords
- filter
- integer
- prototype
- frequency
- conversion function
- Prior art date
Links
- 230000004044 response Effects 0.000 title claims abstract description 154
- 238000003672 processing method Methods 0.000 title claims abstract description 22
- 238000006243 chemical reaction Methods 0.000 claims abstract description 73
- 238000001914 filtration Methods 0.000 claims abstract description 36
- 230000000295 complement effect Effects 0.000 claims description 67
- 238000005070 sampling Methods 0.000 claims description 16
- 230000011664 signaling Effects 0.000 claims 1
- 230000000694 effects Effects 0.000 abstract description 19
- 238000012546 transfer Methods 0.000 abstract description 17
- 230000006870 function Effects 0.000 description 67
- 238000000034 method Methods 0.000 description 23
- 238000013461 design Methods 0.000 description 21
- 238000010586 diagram Methods 0.000 description 16
- 230000001629 suppression Effects 0.000 description 5
- 208000022673 Distal myopathy, Welander type Diseases 0.000 description 4
- 208000034384 Welander type distal myopathy Diseases 0.000 description 4
- 238000005457 optimization Methods 0.000 description 3
- 230000007704 transition Effects 0.000 description 3
- 230000006872 improvement Effects 0.000 description 2
- 238000006073 displacement reaction Methods 0.000 description 1
- 238000007429 general method Methods 0.000 description 1
- 230000007246 mechanism Effects 0.000 description 1
- 230000008569 process Effects 0.000 description 1
Landscapes
- Filters That Use Time-Delay Elements (AREA)
Abstract
本發明提供一種串接式有限脈衝響應濾波器之訊號處理方法,包含第一與第二濾波步驟。第一濾波步驟傳送輸入訊號至整型濾波器,並利用整型濾波器將輸入訊號乘以整型轉換函數而產生整型輸出訊號。第二濾波步驟傳送整型輸出訊號至原型濾波器,並利用原型濾波器將整型輸出訊號乘以原型轉換函數而產生輸出訊號。原型轉換函數可轉換成原型頻率響應,且原型頻率響應在截止頻率之前隨頻率增加而呈指數函數遞增。藉此,利用特殊之原型濾波器結合整型濾波器,可產生較平坦的通帶響應以及增加截止頻率後的濾波效果,且能應用於低通、帶通或高通濾波。 The invention provides a signal processing method for a series-connected finite impulse response filter, comprising first and second filtering steps. The first filtering step transmits the input signal to the integer filter, and the integer filter is used to multiply the input signal by the integer conversion function to generate an integer output signal. The second filtering step transmits the integer output signal to the prototype filter, and uses the prototype filter to multiply the integer output signal by the prototype conversion function to generate an output signal. The prototype transfer function can be converted to a prototype frequency response, and the prototype frequency response increases exponentially with increasing frequency before the cutoff frequency. In this way, a special prototype filter combined with an integer filter can produce a flatter passband response and a filtering effect after increasing the cutoff frequency, and can be applied to low pass, band pass or high pass filtering.
Description
本發明是關於一種有限脈衝響應濾波器及其訊號處理方法,特別是關於一種可以產生平坦通帶響應而且能增加濾波效果的串接式有限脈衝響應濾波器及其訊號處理方法。 The present invention relates to a finite impulse response filter and a signal processing method thereof, and more particularly to a series finite impulse response filter capable of generating a flat passband response and capable of increasing a filtering effect, and a signal processing method thereof.
一般數位濾波器之形態可分為有限脈衝響應(FIR;Finite Impulse Response)濾波器以及無限脈衝響應(IIR;Infinite Impulse Response)濾波器。由於FIR濾波器具有電路穩定的優點,而且FIR濾波器係數可為對稱型,能夠實現完全正確之直線相位特性,因此有許多FIR濾波器架構被相繼提出以改善其濾波之特性。習知的FIR濾波器係以有限時間長所表示之脈衝響應為濾波器係數。因此,在研究FIR濾波器的過程中,決定濾波器係數以便獲得期望的頻率響應特性是相當重要的。 The form of a general digital filter can be divided into a finite impulse response (FIR) filter and an Infinite Impulse Response (IIR) filter. Since the FIR filter has the advantages of circuit stability, and the FIR filter coefficient can be symmetrical, and the completely correct linear phase characteristics can be realized, many FIR filter architectures have been successively proposed to improve the filtering characteristics. A conventional FIR filter is an impulse response expressed by a finite time length as a filter coefficient. Therefore, in the process of studying the FIR filter, it is important to determine the filter coefficients in order to obtain the desired frequency response characteristics.
習知的FIR濾波器係依據目標之頻率響應特性算出濾波器係數,對其進行視窗設計方法(WDM; Window Design Method)以獲得有限個係數群,而且藉由有限個係數群予以傅利葉轉換可得知其頻率特性,能進一步確認其是否滿足目標特性之方法進行規劃與創作。為了將目標的頻率特性計算出濾波器係數,一般作法會以取樣頻率和截止頻率之比率為基礎,進行近似法之捲積運算以求得濾波器係數。然而,藉此所求得之係數的數目通常過於龐大,如全部係數均使用,則濾波器的電路會變得相當複雜而不實用。 The conventional FIR filter calculates the filter coefficients according to the frequency response characteristics of the target, and performs a window design method (WDM; The Window Design Method) obtains a finite number of coefficient groups, and the Fourier transform performs a Fourier transform to know its frequency characteristics, and can further confirm whether it satisfies the target characteristics for planning and creation. In order to calculate the filter coefficients of the target frequency characteristics, the general method is to perform a convolution operation of the approximation method based on the ratio of the sampling frequency to the cutoff frequency to obtain the filter coefficients. However, the number of coefficients thus obtained is usually too large, and if all coefficients are used, the circuit of the filter can become quite complicated and impractical.
另外有些濾波器創作係藉由習知的WDM將濾波器係數的數目減至實用上可忍受之程度。然而,利用此種習知的WDM所創作出來之FIR濾波器如未巧妙地加以設定,則無法獲得良好的頻率特性。 In addition, some filter creations reduce the number of filter coefficients to a practically tolerable level by conventional WDM. However, if the FIR filter created by such conventional WDM is not skillfully set, good frequency characteristics cannot be obtained.
再者,習知的WDM可結合多組電路串接的形式以實現線性乘積的特性。然而,當濾波器係數之數目大到一定程度時,整體濾波器的複雜度會過高而難以使用,兩者之間的平衡關係往往讓技術者難以克服。由此可知,目前此領域缺乏一種具有低硬體複雜度且濾波效果良好的FIR濾波器及其訊號處理方法,故相關技術者均在尋求其解決之道。 Moreover, conventional WDMs can be combined with multiple sets of circuit series to achieve linear product characteristics. However, when the number of filter coefficients is large enough, the complexity of the overall filter is too high to be used, and the balance between the two is often difficult for the technician to overcome. It can be seen that there is currently a lack of a FIR filter with low hardware complexity and good filtering effect and its signal processing method in this field, so the relevant technology seeks its solution.
因此,本發明提供一種串接式有限脈衝響應濾波器及其訊號處理方法,利用特殊之原型濾波器結合整型濾波器,不但可產生較平坦的通帶響應以及大幅增加截止 頻率之後的濾波效果,還能透過整型濾波器之補償效應以降低通帶邊緣的漣波。此外,整型濾波器的各項參數配合特殊選定之指數型響應的原型濾波器組成一串接式有限脈衝響應濾波器,其只需要低複雜度的硬體成本即可達到超過20dB振幅的濾波改善效果。 Therefore, the present invention provides a series-connected finite impulse response filter and a signal processing method thereof, which utilize a special prototype filter combined with an integer filter to not only generate a flat passband response but also greatly increase the cutoff. The filtering effect after the frequency can also reduce the chopping of the passband edge by the compensation effect of the integer filter. In addition, the parameters of the integer filter and the specially selected exponential response of the prototype filter form a series of finite impulse response filters, which require only a low complexity hardware cost to achieve a filter of more than 20dB amplitude. Improve the effect.
依據本發明一態樣提供一種串接式有限脈衝響應濾波器之訊號處理方法,其用以將一輸入訊號轉換為一輸出訊號。此串接式有限脈衝響應濾波器之訊號處理方法包含一第一濾波步驟與一第二濾波步驟。其中第一濾波步驟係傳送輸入訊號至整型濾波器,並利用整型濾波器將輸入訊號乘以整型轉換函數而產生整型輸出訊號。再者,第二濾波步驟係傳送整型輸出訊號至原型濾波器,並利用原型濾波器將整型輸出訊號乘以原型轉換函數而產生輸出訊號。原型轉換函數包含原型頻率響應,且原型頻率響應在截止頻率之前隨頻率增加而呈指數函數遞增。 According to an aspect of the present invention, a signal processing method for a series-connected finite impulse response filter for converting an input signal into an output signal is provided. The signal processing method of the serial finite impulse response filter includes a first filtering step and a second filtering step. The first filtering step is to transmit the input signal to the integer filter, and the integer filter is used to multiply the input signal by the integer conversion function to generate an integer output signal. Furthermore, the second filtering step transmits the integer output signal to the prototype filter, and uses the prototype filter to multiply the integer output signal by the prototype conversion function to generate an output signal. The prototype conversion function contains the prototype frequency response, and the prototype frequency response increases exponentially with increasing frequency before the cutoff frequency.
藉此,本發明之串接式有限脈衝響應濾波器之訊號處理方法係利用特殊指數型響應之原型濾波器結合整型濾波器,不但可產生較平坦的通帶響應,還能大幅地增加截止頻率之後的濾波效果超過20dB。 Therefore, the signal processing method of the series finite impulse response filter of the present invention utilizes a special exponential response prototype filter combined with an integer filter, which not only produces a relatively flat passband response, but also greatly increases the cutoff. The filtering effect after the frequency exceeds 20 dB.
根據本發明一實施例,其中前述串接式有限脈衝響應濾波器之訊號處理方法可包含第一串接步驟、第二串接步驟以及第三串接步驟。第一串接步驟係串接複數個互補梳型濾波器而形成整型濾波器。第二串接步驟係串接複數個原型濾波器子單元而形成原型濾波器。第三串接步
驟則連接原型濾波器與整型濾波器。此外,前述互補梳型濾波器具有互補梳型轉換函數,且互補梳型轉換函數包含一個互補梳型頻率響應、一個複數參數以及一個濾波器階數。互補梳型頻率響應表示為H ccb (ω),複數參數表示為z,濾波器階數表示為K,其中ω為角頻率,而互補梳型頻率響應H ccb (ω)為互補梳型濾波器的頻率響應。互補梳型轉換函數可符合下式:
根據本發明一實施例,其中前述原型轉換函數可包含頻率取樣、形狀參數以及頻域取樣數。原型頻率響應表示為H pro (ω);頻率取樣表示為m;形狀參數表示為γ;頻域取樣數表示為M。原型轉換函數可符合下式:H pro (m)=e γ|m|;其中0<γ,且-(M-1)/2 m (M-1)/2。 According to an embodiment of the invention, the aforementioned prototype conversion function may include frequency sampling, shape parameters, and frequency domain sampling numbers. The prototype frequency response is denoted as H pro (ω); the frequency sample is denoted as m ; the shape parameter is denoted as γ; the frequency domain sample number is denoted as M . The prototype conversion function can conform to the following formula: H pro ( m )= e γ | m | ; where 0<γ, and -( M -1)/2 m ( M -1)/2.
根據本發明一實施例,其中前述整型轉換函數可包含複數個互補梳型轉換函數與複數個整型濾波器階數。各整型濾波器階數表示為i,各整型濾波器階數的個數表示為k i ,整型濾波器階數的最大值表示為L,串接式有限脈衝響應濾波器的轉換函數表示為H cmp (z)。串接式有限脈衝響應濾波器的轉換函數可符合下式:
根據本發明一實施例,其中正整數表示為,且前述各整型濾波器階數的數量可符合下式:
根據本發明一實施例,其中前述各互補梳型濾波器於截止頻率上對應之衰減量表示為δ i ,而原型頻率響應於截止頻率上具有一原型截止頻率振幅,此原型截止頻率振幅表示為Δ γ 。整型濾波器之總衰減量可符合下式:
根據本發明一實施例,其中前述整型濾波器的總數量表示為η,且整型濾波器的總數量符合下式:
依據本發明另一態樣提供一種串接式有限脈衝響應濾波器,用以將輸入訊號轉換為輸出訊號。此串接式有限脈衝響應濾波器包含整型濾波器與原型濾波器。其中整型濾波器由複數個互補梳型濾波器彼此串接而成。此整型濾波器將輸入訊號乘以整型轉換函數而產生整型輸出訊號。此外,原型濾波器由複數個原型濾波器子單元彼此串接而成。此原型濾波器將整型輸出訊號乘以原型轉換函數而產生輸出訊號。原型轉換函數包含一原型頻率響應,此原型頻率響應在截止頻率之前隨頻率增加而呈指數函數遞 增。再者,整型濾波器連接原型濾波器而形成串接式有限脈衝響應濾波器。 According to another aspect of the present invention, a series finite impulse response filter is provided for converting an input signal into an output signal. The series finite impulse response filter includes an integer filter and a prototype filter. The integer filter is formed by connecting a plurality of complementary comb filters in series with each other. This integer filter multiplies the input signal by the integer conversion function to produce an integer output signal. In addition, the prototype filter is formed by a plurality of prototype filter subunits connected in series with each other. The prototype filter multiplies the integer output signal by the prototype conversion function to produce an output signal. The prototype conversion function contains a prototype frequency response that is exponentially functioned with increasing frequency before the cutoff frequency. increase. Furthermore, the integer filter is connected to the prototype filter to form a series finite impulse response filter.
藉此,本發明之串接式有限脈衝響應濾波器係利用特殊指數型響應之原型濾波器結合整型濾波器,不但可產生較平坦的通帶響應,還能大幅地增加截止頻率之後的濾波效果。再者,整型濾波器的各項參數配合特殊選定之指數型響應的原型濾波器所組成之串接式有限脈衝響應濾波器只需要低複雜度的硬體成本即可達到超過20dB振幅的濾波改善效果。 Thereby, the series-connected finite impulse response filter of the present invention utilizes a special exponential response prototype filter combined with an integer filter, which not only produces a relatively flat passband response, but also greatly increases the filtering after the cutoff frequency. effect. Furthermore, the series-connected finite impulse response filter consisting of various parameters of the integer filter and the specially selected exponential response prototype filter requires only a low complexity hardware cost to achieve a filter of more than 20 dB amplitude. Improve the effect.
根據本發明一實施例,其中前述互補梳型濾波器可具有互補梳型轉換函數,且互補梳型轉換函數包含一個互補梳型頻率響應、一個複數參數以及一個濾波器階數。其中互補梳型頻率響應表示為H ccb (ω),複數參數表示為z,濾波器階數表示為K,其中ω為角頻率,而互補梳型頻率響應H ccb (ω)為互補梳型濾波器的頻率響應。互補梳型轉換函數可符合下式:
根據本發明一實施例,其中前述原型轉換函數可包含頻率取樣、形狀參數以及頻域取樣數。原型頻率響應表示為H pro (ω),頻率取樣表示為m,形狀參數表示為γ,頻域取樣數表示為M。原型轉換函數可符合下式:H pro (m)=e γ|m|;其中0<γ,且-(M-1)/2 m (M-1)/2。 According to an embodiment of the invention, the aforementioned prototype conversion function may include frequency sampling, shape parameters, and frequency domain sampling numbers. The prototype frequency response is expressed as H pro (ω), the frequency sample is represented as m , the shape parameter is represented as γ, and the frequency domain sample number is represented as M. The prototype conversion function can conform to the following formula: H pro ( m )= e γ | m | ; where 0<γ, and -( M -1)/2 m ( M -1)/2.
根據本發明一實施例,其中前述整型轉換函數可包含互補梳型轉換函數與整型濾波器階數。各整型濾波器階數表示為i,各整型濾波器階數的個數表示為k i ,整型濾波器階數的最大值表示為L,串接式有限脈衝響應濾波器的轉換函數表示為H cmp (ω)。串接式有限脈衝響應濾波器的轉換函數可符合下式:
根據本發明一實施例,其中正整數表示為,各整型濾波器階數的數量可符合下式:
根據本發明一實施例,其中前述各互補梳型濾波器於截止頻率上對應之衰減量表示為δ i ,原型頻率響應於截止頻率上具有原型截止頻率振幅,原型截止頻率振幅表示為Δ γ 。整型濾波器之總衰減量可符合下式:
根據本發明一實施例,其中前述整型濾波器階數的總數量表示為η,且整型濾波器階數的總數量符合下式:
100‧‧‧串接式有限脈衝響應濾波器 100‧‧‧Sequential finite impulse response filter
ωC‧‧‧截止頻率 ω C ‧‧‧ cutoff frequency
m‧‧‧頻率取樣 m ‧‧‧frequency sampling
200‧‧‧整型濾波器 200‧‧‧ integer filter
210‧‧‧互補梳型濾波器 210‧‧‧Complementary comb filter
300‧‧‧原型濾波器 300‧‧‧ prototype filter
310‧‧‧原型濾波器子單元 310‧‧‧Prototype filter subunit
X(z)、x(k)‧‧‧輸入訊號 X ( z ), x ( k )‧‧‧ input signal
H sha (z)X(z)‧‧‧整型輸出訊號 H sha ( z ) X ( z )‧‧‧ integer output signal
Y(z)、y(k)‧‧‧輸出訊號 Y ( z ), y ( k )‧‧‧ output signals
b 0~b 32‧‧‧參數 b 0 ~ b 32 ‧‧‧ parameters
H sha (z)‧‧‧整型轉換函數 H sha ( z )‧‧‧ integer conversion function
h sha (k)‧‧‧整型脈衝響應 h sha ( k )‧‧‧ integer impulse response
z‧‧‧複數參數 z ‧‧‧ plural parameters
H pro (z)‧‧‧原型轉換函數 H pro ( z )‧‧‧ prototype conversion function
h pro (k)‧‧‧原型脈衝響應 h pro ( k )‧‧‧ prototype impulse response
γ‧‧‧形狀參數 γ‧‧‧Shape parameters
M、N‧‧‧頻域取樣數 M , N ‧‧ ‧ frequency domain sampling
f s ‧‧‧取樣頻率 f s ‧‧‧Sampling frequency
Δ γ ‧‧‧原型截止頻率振幅 Δ γ ‧‧‧ prototype cutoff frequency amplitude
s shift (k)‧‧‧位移頻率之序列 s shift ( k ) ‧ ‧ sequence of displacement frequencies
S1‧‧‧第一串接步驟 S1‧‧‧ first cascade step
S2‧‧‧第二串接步驟 S2‧‧‧Second cascade step
S3‧‧‧第三串接步驟 S3‧‧‧ third cascade step
S4‧‧‧第一濾波步驟 S4‧‧‧First filtering step
S41~S43‧‧‧決定子步驟 S41~S43‧‧‧Decision substeps
S5‧‧‧第二濾波步驟 S5‧‧‧Second filter step
S51~S53‧‧‧決定子步驟 S51~S53‧‧‧Decision substeps
第1A圖係繪示本發明一實施方式之串接式有限脈衝響應濾波器的方塊示意圖。 FIG. 1A is a block diagram showing a series-connected finite impulse response filter according to an embodiment of the present invention.
第1B圖係繪示第1A圖之串接式有限脈衝響應濾波器的電路架構示意圖。 FIG. 1B is a schematic diagram showing the circuit architecture of the series finite impulse response filter of FIG. 1A.
第2A圖係繪示第1B圖之整型濾波器的整型頻率響應示意圖。 Figure 2A is a schematic diagram showing the integer frequency response of the integer filter of Figure 1B.
第2B圖係繪示第2A圖之零點分佈圖。 Figure 2B shows the zero point distribution of Figure 2A.
第3A圖係繪示第1B圖之原型濾波器的連續原型頻率響應示意圖。 Figure 3A is a schematic diagram showing the continuous prototype frequency response of the prototype filter of Figure 1B.
第3B圖係繪示第1B圖之原型濾波器的離散原型頻率響應示意圖。 Figure 3B is a schematic diagram showing the discrete prototype frequency response of the prototype filter of Figure 1B.
第4圖係繪示第1B圖之原型濾波器的不同形狀參數之比較圖。 Fig. 4 is a comparison diagram showing different shape parameters of the prototype filter of Fig. 1B.
第5圖係繪示第4圖之原型截止頻率振幅與形狀參數的關係圖。 Fig. 5 is a graph showing the relationship between the amplitude of the prototype cutoff frequency and the shape parameter of Fig. 4.
第6A圖係繪示習知視窗設計方法與本發明之修改視窗設計方法之頻率響應比較圖。 Figure 6A is a graph showing a comparison of the frequency response of the conventional window design method and the modified window design method of the present invention.
第6B圖係繪示習知視窗設計方法與本發明之修改視窗設計方法之相位比較圖。 Figure 6B is a phase comparison diagram of a conventional window design method and a modified window design method of the present invention.
第7圖係繪示本發明一實施方式之另一實施例之帶通/高通濾波器的電路架構示意圖。 FIG. 7 is a schematic diagram showing the circuit structure of a band pass/high pass filter according to another embodiment of an embodiment of the present invention.
第8圖係繪示本發明另一實施方式之一實施例的串接式有限脈衝響應濾波器之訊號處理方法的流程示意圖。 FIG. 8 is a flow chart showing a signal processing method of a series-connected finite impulse response filter according to an embodiment of another embodiment of the present invention.
以下將參照圖式說明本發明之複數個實施例。為明確說明起見,許多實務上的細節將在以下敘述中一併說明。然而,應瞭解到,這些實務上的細節不應用以限制本發明。也就是說,在本發明部分實施例中,這些實務上的細節是非必要的。此外,為簡化圖式起見,一些習知慣用的結構與元件在圖式中將以簡單示意的方式繪示之;並且重複之元件將可能使用相同的編號表示之。 Hereinafter, a plurality of embodiments of the present invention will be described with reference to the drawings. For the sake of clarity, many practical details will be explained in the following description. However, it should be understood that these practical details are not intended to limit the invention. That is, in some embodiments of the invention, these practical details are not necessary. In addition, some of the conventional structures and elements are illustrated in the drawings in a simplified schematic manner, and the repeated elements may be represented by the same reference numerals.
請一併參閱第1A圖與第1B圖。第1A圖係繪示本發明一實施方式之串接式有限脈衝響應濾波器100的方塊示意圖。第1B圖係繪示第1A圖之串接式有限脈衝響應濾波器100的電路架構示意圖。如圖所示,串接式有限脈衝響應濾波器100用以將輸入訊號X(z)轉換為輸出訊號Y(z),此串接式有限脈衝響應濾波器100包含整型濾波器200與原型濾波器300。 Please refer to Figure 1A and Figure 1B together. FIG. 1A is a block diagram showing a series-connected finite impulse response filter 100 according to an embodiment of the present invention. FIG. 1B is a schematic diagram showing the circuit architecture of the tandem finite impulse response filter 100 of FIG. 1A. As shown, the series finite impulse response filter 100 is configured to convert the input signal X ( z ) into an output signal Y ( z ). The series finite impulse response filter 100 includes an integer filter 200 and a prototype. Filter 300.
整型濾波器200係由複數個互補梳型濾波器210彼此串接而成。此整型濾波器200可將輸入訊號X(z)乘以整型轉換函數H sha (z)而產生整型輸出訊號H sha (z)X(z)。而互補梳型濾波器210具有互補梳型轉換函數H ccb (z),此互補梳型轉換函數H ccb (z)包含互補梳型頻率響應H ccb (ω)、複數參數z以及濾波器階數K,其中ω
為角頻率,互補梳型頻率響應H ccb (ω)為互補梳型濾波器210的頻率響應。此互補梳型轉換函數H ccb (z)可利用式子(1)表示:
原型濾波器300由複數個原型濾波器子單元310彼此串接而成。此原型濾波器300將整型輸出訊號 H sha (z)X(z)乘以原型轉換函數H pro (z)而產生輸出訊號Y(z),此原型轉換函數H pro (z)係由複數個參數b i 所組成,本實施例之原型轉換函數H pro (z)則是由b 0~b 32所組成。原型轉換函數H pro (z)包含一原型頻率響應H pro (ω),此原型頻率響應H pro (ω)在截止頻率ωC之前隨頻率增加而呈指數函數遞增。原型轉換函數H pro (z)更包含一頻率取樣m、一形狀參數γ、一頻域取樣數M以及原型頻率響應H pro (ω),原型轉換函數H pro (z)可利用式子(3)表示:H pro (m)=e γ|m| (3);其中0<γ,且-(M-1)/2 m (M-1)/2。由式子(3)可知,原型濾波器300為特殊的指數型響應,當形狀參數γ大於零的條件下,其原型頻率響應H pro (ω)會呈現上揚之弧形,而在截止頻率ωC之後,原型頻率響應H pro (ω)會呈現向下掉落的趨勢,因此調整型狀參數γ的大小可以有效地控制原型轉換函數H pro (z)。 The prototype filter 300 is formed by serially connecting a plurality of prototype filter subunits 310 to each other. The prototype filter 300 multiplies the integer output signal H sha ( z ) X ( z ) by the prototype conversion function H pro ( z ) to generate an output signal Y ( z ). The prototype conversion function H pro ( z ) is a complex number The parameter b i is composed of, and the prototype conversion function H pro ( z ) of the embodiment is composed of b 0 ~ b 32 . Prototype transfer function H pro (z) comprises a prototype frequency response H pro (ω), the prototype frequency response H pro (ω) prior to the cutoff frequency ω C exponentially increases with increasing frequency. The prototype conversion function H pro ( z ) further includes a frequency sample m , a shape parameter γ, a frequency domain sample number M, and a prototype frequency response H pro (ω), and the prototype conversion function H pro (z) can utilize the formula (3) ) means: H pro ( m )= e γ | m | (3); where 0<γ, and -( M -1)/2 m ( M -1)/2. As can be seen from equation (3), the prototype filter 300 is a special exponential response. When the shape parameter γ is greater than zero, the prototype frequency response H pro (ω) will appear as an upward arc, and at the cutoff frequency ω After C , the prototype frequency response H pro (ω) will show a downward trend, so adjusting the size of the shape parameter γ can effectively control the prototype transfer function H pro ( z ).
上述整型濾波器200連接原型濾波器300即形成串接式有限脈衝響應濾波器100。此串接式有限脈衝響應濾波器100具有轉換函數H cmp (z),此串接式有限脈衝響應濾波器100的轉換函數H cmp (z)的振幅可利用式子(4)表示:
第2A圖係繪示第1B圖之整型濾波器200的整型頻率響應H sha (ω)示意圖。第2B圖係繪示第2A圖之零點分佈圖。如圖所示,此整型轉換函數H sha (z)可利用式子(5)表示:H sha (z)=(1+z -1)2(1+z -2)2(1+z -3)3(1+z -4)(1+z -5)(5);比較式子(5)以及式子(1)可知,當濾波器階數K等於1時,此整型濾波器階數的數量為2,亦即第1階互補梳型濾波器的數量為2。同理,當K等於2時,第2階互補梳型濾波器的數量為2;當K等於3時,第3階互補梳型濾波器的數量為3;當K等於4時,第4階互補梳型濾波器的數量為1;當K等於5時,第5階互補梳型濾波器的數量為1。此時整型濾波器200所使用的硬體複雜度只需9個加法器以及24個記憶單元。再者,比較式子(1)與z=e jω =cos(ω)+j sin(ω),可以得到互補梳型轉換函數H ccb (z)的零點值符合式子(6):
第3A圖係繪示第1B圖之原型濾波器300的連續原型頻率響應H pro (ω)示意圖。第3B圖係繪示第1B圖之原型濾波器300的離散原型頻率響應H pro (m)示意圖。第4圖係繪示第1B圖之原型濾波器300的不同形狀參數γ之比較圖。第5圖係繪示第4圖之原型截止頻率振幅Δ γ 與形狀參數γ的關係圖。如圖所示,原型濾波器300之原型頻率響應H pro (z)於截止頻率ωC上具有一原型截止頻率振幅Δ γ 。當形狀參數γ等於零時,此原型截止頻率振幅Δ γ 等於Δ0,且Δ0小於零。此條件為習知之視窗設計方法(Window Design Method),透過此視窗設計方法所產生之連續原型頻率響應H pro (z)為第3A圖中的虛線,其對應之離散原型頻率響應H pro (m)為第3B圖中的方塊點。另外,當形狀參數γ大於零時,此原型截止頻率振幅Δ γ 會隨之增加,此條件本案稱之為修改視窗設計方法(Modified Window Design Method),透過此修改視窗設計方法所產生之連續原型頻率響應H pro (z)為第3A圖中的實線,其對應之離散原型頻率響應H pro (m)為第3B圖中的圓形點。第3A圖與第3B圖顯示原型濾波器300具有取樣頻率f s 以及頻域取樣數M、N。從第3B圖與第4圖中可清楚得知修改視窗設計方法與視窗設計方法之差異在於修改視窗設計方法在截止頻率(M-1)/2之前,離散原型頻率響應H pro (m)隨頻率增加而呈指數函數遞增,其指數函數符合 式子(3)。值得一提的是,此指數函數剛好與前述整型濾波器200之多個互補梳型濾波器210串接所造成的振幅衰減互補而平衡,進而在截止頻率之前產生平坦而穩定的濾波效果。再者,第5圖之原型濾波器300的限制條件為33個原型濾波器子單元310彼此串接,而且截止頻率ωC為0.1 π(徑度/取樣)。其中當形狀參數γ等於零時,此原型截止頻率振幅Δ0等於-5.29dB。此外,從圖中可知,若形狀參數γ越大,則原型截止頻率振幅Δ γ 所增加的幅度會趨緩。本實施例選擇γ等於0.1,原型截止頻率振幅Δ γ 等於+3.5dB,而Δ γ 減Δ0等於8.79dB。 Figure 3A shows a continuous line Prototype Prototype frequency of the filter 300 of FIG. 1B H pro (ω) in response to a schematic diagram. FIG. 3B is a schematic diagram showing the discrete prototype frequency response H pro ( m ) of the prototype filter 300 of FIG. 1B. Fig. 4 is a comparison diagram showing different shape parameters γ of the prototype filter 300 of Fig. 1B. FIG. 5 shows a prototype of the system of FIG. 4 cutoff frequency-amplitude graph γ Δ γ of the shape parameters. , The prototype frequency response of the prototype filter 300 shown in FIG H pro (z) to the cutoff frequency ω C prototype having a cutoff frequency amplitude Δ γ. When the shape parameter γ is equal to zero, the prototype cutoff frequency amplitude Δ γ is equal to Δ 0 and Δ 0 is less than zero. This condition is the conventional Window Design Method. The continuous prototype frequency response H pro ( z ) generated by this window design method is the dashed line in Figure 3A, which corresponds to the discrete prototype frequency response H pro ( m ) is the square point in Figure 3B. In addition, when the shape parameter γ is greater than zero, the prototype cutoff frequency amplitude Δ γ will increase. This condition is called the Modified Window Design Method, and the continuous prototype generated by the modified window design method is used. The frequency response H pro ( z ) is the solid line in Fig. 3A, and the corresponding discrete prototype frequency response H pro ( m ) is the circular point in Fig. 3B. 3A and 3B show that the prototype filter 300 has a sampling frequency f s and a frequency domain sampling number M , N . It can be clearly seen from Fig. 3B and Fig. 4 that the difference between the modified window design method and the window design method is that the modified window design method is before the cutoff frequency ( M -1)/2, and the discrete prototype frequency response H pro ( m ) As the frequency increases, it increases exponentially, and its exponential function conforms to the equation (3). It is worth mentioning that the exponential function is just balanced and balanced with the amplitude attenuation caused by the series connection of the plurality of complementary comb filters 210 of the integer filter 200, thereby generating a flat and stable filtering effect before the cutoff frequency. Furthermore, the limitation of the prototype filter 300 of FIG. 5 is that 33 prototype filter sub-units 310 are connected in series with each other, and the cutoff frequency ω C is 0.1 π (diameter/sampling). Wherein the prototype cutoff frequency amplitude Δ 0 is equal to -5.29 dB when the shape parameter γ is equal to zero. Further, apparent from the drawing, when the shape parameter gamma] is larger, the cutoff frequency of the amplitude Δ γ prototype increased rate will slow down. In this embodiment, γ is selected to be 0.1, the prototype cutoff frequency amplitude Δ γ is equal to +3.5 dB, and Δ γ minus Δ 0 is equal to 8.79 dB.
第6A圖係繪示習知視窗設計方法與本發明之修改視窗設計方法之串接式有限脈衝響應濾波器100的頻率響應比較圖。第6B圖係繪示習知視窗設計方法與本發明之修改視窗設計方法之串接式有限脈衝響應濾波器100的相位比較圖。如圖所示,修改視窗設計方法與習知的視窗設計方法之差異在於串接式有限脈衝響應濾波器100利用特殊之指數型響應的原型濾波器300結合低複雜度之整型濾波器200以產生較平坦的通帶響應,並大幅地增加截止頻率之後的濾波效果。換句話說,本發明之串接式有限脈衝響應濾波器100具有非常尖銳的過渡頻帶以及高抑制能力的抑制頻帶。 Fig. 6A is a graph showing the frequency response of the tandem finite impulse response filter 100 of the conventional window design method and the modified window design method of the present invention. Fig. 6B is a phase comparison diagram of the tandem finite impulse response filter 100 of the conventional window design method and the modified window design method of the present invention. As shown, the difference between the modified window design method and the conventional window design method is that the tandem finite impulse response filter 100 utilizes a special exponential response prototype filter 300 in combination with a low complexity integer filter 200. Produces a flatter passband response and greatly increases the filtering effect after the cutoff frequency. In other words, the series-connected finite impulse response filter 100 of the present invention has a very sharp transition band and a suppression band of high suppression capability.
第7圖係繪示本發明一實施方式之另一實施例之帶通/高通濾波器的電路架構示意圖。如圖所示,此串接式有限脈衝響應濾波器100包含整型脈衝響應h sha (k)與 原型脈衝響應h pro (k),其中整型脈衝響應h sha (k)對應整型轉換函數H sha (z),原型脈衝響應h pro (k)則對應原型轉換函數H pro (z)。此串接式有限脈衝響應濾波器100不但能應用低通濾波器,還可應用於帶通或高通濾波器。若要應用於帶通或高通濾波器上,可在串接式有限脈衝響應濾波器100之前調整頻率,其方式可透過輸入訊號x(k)乘積一位移頻率之序列s shift (k)而得到輸出訊號y(k),以實現各需求之低通、帶通或高通應用上均可達到非常尖銳的過渡頻帶以及高抑制能力的抑制頻帶。 FIG. 7 is a schematic diagram showing the circuit structure of a band pass/high pass filter according to another embodiment of an embodiment of the present invention. As shown, the tandem finite impulse response filter 100 includes an integer impulse response h sha ( k ) and a prototype impulse response h pro ( k ), wherein the integer impulse response h sha ( k ) corresponds to an integer conversion function. H sha ( z ), the prototype impulse response h pro ( k ) corresponds to the prototype conversion function H pro ( z ). The series finite impulse response filter 100 can be applied not only to a low pass filter but also to a band pass or high pass filter. To be applied to a bandpass or highpass filter, the frequency can be adjusted prior to the series finite impulse response filter 100 by the input signal x ( k ) product-sequence frequency sequence s shift ( k ) The output signal y ( k ) can achieve a very sharp transition band and a high suppression band of suppression for low pass, band pass or high pass applications.
第8圖係繪示本發明另一實施方式之一實施例的串接式有限脈衝響應濾波器100之訊號處理方法的流程示意圖。如圖所示,此串接式有限脈衝響應濾波器100之訊號處理方法包含第一串接步驟S1、第二串接步驟S2、第三串接步驟S3、第一濾波步驟S4以及第二濾波步驟S5。 FIG. 8 is a flow chart showing a signal processing method of the series-connected finite impulse response filter 100 according to an embodiment of another embodiment of the present invention. As shown, the signal processing method of the series finite impulse response filter 100 includes a first serial connection step S1, a second serial connection step S2, a third serial connection step S3, a first filtering step S4, and a second filtering. Step S5.
請一併參閱第1B圖,第8圖之第一串接步驟S1係串接複數個互補梳型濾波器210而形成整型濾波器200。第二串接步驟S2係串接複數個原型濾波器子單元310而形成原型濾波器300。第三串接步驟S3則連接原型濾波器300與整型濾波器200而形成串接式有限脈衝響應濾波器100。第一濾波步驟S4係傳送輸入訊號X(z)至整型濾波器200,並利用整型濾波器200將輸入訊號X(z)乘以整型轉換函數H sha (z)而產生整型輸出訊號H sha (z)X(z)。第二濾波步驟S5係傳送整型輸出訊號H sha (z)X(z)至原型濾波器300,並利用原型濾波器300將整型輸出訊號 H sha (z)X(z)乘以原型轉換函數H pro (z)而產生輸出訊號Y(z)。此原型轉換函數H pro (z)包含原型頻率響應H pro (ω),且原型頻率響應H pro (ω)在截止頻率ωC之前隨頻率增加而呈指數函數遞增,此指數函數符合式子(3)。再者,第一濾波步驟S4包含最大階數決定子步驟S41、階數總數量決定子步驟S42以及最佳化參數決定子步驟S43。第二濾波步驟S5包含參數關係決定子步驟S51、形狀參數決定子步驟S52以及原型轉換函數決定子步驟S53。 Referring to FIG. 1B together, the first series connection step S1 of FIG. 8 is a series connection of a plurality of complementary comb filters 210 to form an integer filter 200. The second series connection step S2 is a series connection of a plurality of prototype filter sub-units 310 to form a prototype filter 300. The third series connection step S3 connects the prototype filter 300 and the integer filter 200 to form a series-connected finite impulse response filter 100. The first filtering step S4 transmits the input signal X ( z ) to the integer filter 200, and multiplies the input signal X ( z ) by the integer conversion function H sha ( z ) by the integer filter 200 to generate an integer output. Signal H sha ( z ) X ( z ). The second filtering step S5 transmits the integer output signal H sha ( z ) X ( z ) to the prototype filter 300, and multiplies the integer output signal H sha ( z ) X ( z ) by the prototype filter 300 by the prototype conversion. The function H pro ( z ) produces an output signal Y ( z ). The prototype conversion function H pro ( z ) contains the prototype frequency response H pro (ω), and the prototype frequency response H pro (ω) increases exponentially with increasing frequency before the cutoff frequency ω C , and the exponential function conforms to the expression ( 3). Furthermore, the first filtering step S4 includes a maximum order determining sub-step S41, an order total number determining sub-step S42, and an optimization parameter determining sub-step S43. The second filtering step S5 includes a parameter relationship determining sub-step S51, a shape parameter determining sub-step S52, and a prototype conversion function determining sub-step S53.
詳細地說,最大階數決定子步驟S41會決定整型濾波器階數之最大值L,也就是決定互補梳型濾波器210的最大階數,其可透過式子(6)計算得知。例如:當截止頻率ωC等於0.1 π(徑度/取樣)時,L等於9。同時,各整型濾波器階數對應之衰減量δ i 以及對應之整型濾波器階數i亦會在第一濾波步驟S4中決定,如表一所示。 In detail, the maximum order determining sub-step S41 determines the maximum value L of the integer filter order, that is, determines the maximum order of the complementary comb filter 210, which can be calculated by the equation (6). For example, when the cutoff frequency ω C is equal to 0.1 π (radius/sampling), L is equal to 9. At the same time, the attenuation amount δ i corresponding to the order of each integer filter and the corresponding integer filter order i are also determined in the first filtering step S4, as shown in Table 1.
階數總數量決定子步驟S42係決定整型濾波器階數的總數量η。此整型濾波器階數的總數量η會決定整型濾波器200的複雜度,若設定總數量η的數值越小,整型濾波器200的複雜度越低。本實施例的總數量η設定為10。 The total number of orders determines that sub-step S42 determines the total number η of integer filter orders. The total number η of the integer filter orders determines the complexity of the integer filter 200. If the value of the total number η is set to be smaller, the complexity of the integer filter 200 is lower. The total number η of this embodiment is set to 10.
最佳化參數決定子步驟S43係利用多個限制條件決定串接式有限脈衝響應濾波器100之參數k 1~k L的最佳值。這些限制條件列舉如式子(7)~式子(10):
參數關係決定子步驟S51會決定形狀參數γ與原型截止頻率振幅Δ γ 之關係。換句話說,此參數關係決定子步驟S51會產生對應之第5圖。 The parameter relationship determining sub-step S51 determines the relationship between the shape parameter γ and the prototype cutoff frequency amplitude Δ γ . In other words, this parameter relationship decision sub-step S51 will produce a corresponding fifth picture.
形狀參數決定子步驟S52係依據參數關係決定子步驟S51所決定好之形狀參數γ與原型截止頻率振幅Δ γ 的關係,選擇出適合的形狀參數γ。此適合的形狀參數γ必需符合其對應之Δ γ 減Δ0的數值足以提供若干個表一中的衰減量δ i 的組合量,以相互補償而產生平坦之通帶響應。 The shape parameter determining sub-step S52 determines the relationship between the shape parameter γ determined by the sub-step S51 and the prototype cutoff frequency amplitude Δ γ according to the parameter relationship, and selects a suitable shape parameter γ. This suitable shape parameter γ must conform to its corresponding value of Δ γ minus Δ 0 sufficient to provide a combined amount of attenuation δ i in several Tables 1 to compensate each other to produce a flat passband response.
原型轉換函數決定子步驟S53係透過形狀參數決定子步驟S52所決定之形狀參數γ帶入式子(3)後以求得原型濾波器300之原型轉換函數H pro (z)。 The prototype conversion function determining sub-step S53 is carried out by the shape parameter γ determined by the shape parameter determining sub-step S52 into the equation (3) to obtain the prototype conversion function H pro ( z ) of the prototype filter 300.
透過上述第一濾波步驟S4之最大階數決定子步驟S41、階數總數量決定子步驟S42及最佳化參數決定子步驟S43可以決定整型濾波器200的對應參數。而第二濾波步驟S5之參數關係決定子步驟S51、形狀參數決定子步驟S52及原型轉換函數決定子步驟S53則可以決定原型濾波器300的對應參數。值得一提的是,本發明之串接式有限脈衝響應濾波器100先利用修改視窗設計方法執行第二濾波步驟S5以實現原型濾波器300,然後再透過第一濾波步驟S4選擇出最佳的整型濾波器200之對應參數。表三中之解決方案1~4均可實現達到超過20dB振幅的濾波改善效果,並可廣泛地應用於低通、帶通或高通的需求上。 The corresponding parameters of the integer filter 200 may be determined by the maximum order determining sub-step S41, the order total number determining sub-step S42, and the optimizing parameter determining sub-step S43 of the first filtering step S4. The parameter relationship determining sub-step S51, the shape parameter determining sub-step S52, and the prototype conversion function determining sub-step S53 of the second filtering step S5 can determine the corresponding parameters of the prototype filter 300. It is worth mentioning that the series finite impulse response filter 100 of the present invention first performs the second filtering step S5 by using the modified window design method to implement the prototype filter 300, and then selects the best by the first filtering step S4. Corresponding parameters of the integer filter 200. Solutions 1 to 4 in Table 3 can achieve filter improvement effects of more than 20 dB amplitude, and can be widely applied to low-pass, band-pass or high-pass requirements.
由上述實施方式可知,本發明具有下列優點:其一,利用修改視窗設計方法所得到之原型濾波器結合整型濾波器,不但可產生較平坦的通帶響應以及大幅增加截止頻率之後的濾波效果。其二,整型濾波器的各項參數配合特殊選定之指數型響應的原型濾波器所組成一串接式有限脈衝響應濾波器,其只需要低複雜度的硬體成本即可達到超過20dB振幅的濾波改善效果。其三,透過簡單的頻率位移機制即可將串接式有限脈衝響應濾波器實現於低通、帶通或高通之應用上,在這些不同的應用上均可達到非常尖銳的過渡頻帶以及高抑制能力的抑制頻帶效果。 It can be seen from the above embodiments that the present invention has the following advantages: First, the prototype filter obtained by modifying the window design method combined with the integer filter can not only generate a flat passband response but also greatly increase the filtering effect after the cutoff frequency. . Second, the parameters of the integer filter are matched with the specially selected exponential response of the prototype filter to form a series of finite impulse response filters, which require only a low complexity hardware cost to achieve an amplitude of more than 20 dB. Filtering improves the effect. Third, the series-connected finite impulse response filter can be implemented in low-pass, band-pass or high-pass applications through a simple frequency shifting mechanism. In these different applications, a very sharp transition band and high suppression can be achieved. The ability to suppress the band effect.
雖然本發明已以實施方式揭露如上,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內,當可作各種之更動與潤飾,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。 Although the present invention has been disclosed in the above embodiments, it is not intended to limit the present invention, and the present invention can be modified and modified without departing from the spirit and scope of the present invention. The scope is subject to the definition of the scope of the patent application attached.
100‧‧‧串接式有限脈衝響應濾波器 100‧‧‧Sequential finite impulse response filter
200‧‧‧整型濾波器 200‧‧‧ integer filter
210‧‧‧互補梳型濾波器 210‧‧‧Complementary comb filter
300‧‧‧原型濾波器 300‧‧‧ prototype filter
310‧‧‧原型濾波器子單元 310‧‧‧Prototype filter subunit
X(z)‧‧‧輸入訊號 X ( z )‧‧‧ input signal
H sha (z)X(z)‧‧‧整型輸出訊號 H sha ( z ) X ( z )‧‧‧ integer output signal
Y(z)‧‧‧輸出訊號 Y ( z )‧‧‧ output signal
b 0~b 32‧‧‧參數 b 0 ~ b 32 ‧‧‧ parameters
z‧‧‧複數參數 z ‧‧‧ plural parameters
Claims (15)
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| TW104132210A TWI571052B (en) | 2015-09-30 | 2015-09-30 | Serial finite impulse response filter and signal processing method thereof |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| TW104132210A TWI571052B (en) | 2015-09-30 | 2015-09-30 | Serial finite impulse response filter and signal processing method thereof |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| TWI571052B TWI571052B (en) | 2017-02-11 |
| TW201713039A true TW201713039A (en) | 2017-04-01 |
Family
ID=58608584
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| TW104132210A TWI571052B (en) | 2015-09-30 | 2015-09-30 | Serial finite impulse response filter and signal processing method thereof |
Country Status (1)
| Country | Link |
|---|---|
| TW (1) | TWI571052B (en) |
Families Citing this family (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN113541647B (en) * | 2021-07-01 | 2025-03-28 | 奥比中光科技集团股份有限公司 | A filter and its design method |
| TWI789188B (en) | 2021-12-29 | 2023-01-01 | 悅視界有限公司 | Filter system and operation method thereof |
Family Cites Families (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US5414428A (en) * | 1993-08-06 | 1995-05-09 | Martin Marietta Corp. | Radar system with pulse compression and range sidelobe suppression preceding doppler filtering |
| EP2315353B1 (en) * | 2008-06-10 | 2020-07-29 | Japan Science and Technology Agency | Filter |
| EP2446538B1 (en) * | 2009-06-26 | 2019-03-27 | Syntropy Systems, LLC | Sampling/quantization converters |
| US9816193B2 (en) * | 2011-01-07 | 2017-11-14 | Novellus Systems, Inc. | Configuration and method of operation of an electrodeposition system for improved process stability and performance |
-
2015
- 2015-09-30 TW TW104132210A patent/TWI571052B/en not_active IP Right Cessation
Also Published As
| Publication number | Publication date |
|---|---|
| TWI571052B (en) | 2017-02-11 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| JP3066241B2 (en) | Digital filter and oversampling type analog / digital converter using the digital filter | |
| TWI571052B (en) | Serial finite impulse response filter and signal processing method thereof | |
| JP2540460B2 (en) | Sampling rate change and filtering circuit | |
| US8949303B2 (en) | Filter | |
| Singh et al. | Analysis of digital IIR filter with Labview | |
| US8775492B2 (en) | Digital filter and method of determining its coefficients | |
| Tsui et al. | A new method for designing causal stable IIR variable fractional delay digital filters | |
| US20240372532A1 (en) | Recursive fir digital filter | |
| US5995542A (en) | Filter circuit arrangement having a plurality of cascaded FIR filters | |
| CN118174693A (en) | Design method of one-dimensional variable fractional delay filter with coefficient correlation | |
| Jiménez et al. | Sharpening of non-recursive comb decimation structure | |
| US20040193666A1 (en) | Parametric recursive digital filter | |
| CN104639099B (en) | A kind of method for producing filter transfer function | |
| JP5686752B2 (en) | Inverse filter circuit | |
| Kumar et al. | Design of cosine modulated pseudo QMF bank using modified Dolph-Chebyshev window | |
| Mirković et al. | Design of IIR digital filters with critical monotonic passband amplitude characteristic-A case study | |
| CN114079440B (en) | Smooth and fast updating method, system, medium and device for filter array | |
| RU2721404C1 (en) | Active rc-filter with independent adjustment of main parameters | |
| RU2720558C1 (en) | Band-pass filter on two operational amplifiers with independent adjustment of main parameters | |
| CN102868385B (en) | Digital filter capable of configuring coefficient and implementation method | |
| Tian et al. | A pre-compensation method for digital-to-analog converter using minimax-designed FIR filters | |
| CN107947760B (en) | A Design Method of Sparse FIR Notch | |
| CN110212889B (en) | A digital signal sampling device and method | |
| Patil et al. | Design of fractional-order analog Type-I Chebyshev filter | |
| JP2005033307A (en) | Design method of digital filter |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| MM4A | Annulment or lapse of patent due to non-payment of fees |