Difference between revisions of "Aufgaben:Exercise 2.3: Sinusoidal Characteristic"
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− | {{quiz-Header|Buchseite= | + | {{quiz-Header|Buchseite=Linear_and_Time_Invariant_Systems/Nonlinear_Distortion |
}} | }} | ||
− | [[File:P_ID894__LZI_A_2_3.png|right| | + | [[File:P_ID894__LZI_A_2_3.png|right|frame|Sinusoidal characteristic curve]] |
− | + | We consider a system with input x(t) and output y(t). For simplicity of description, the signals are considered to be dimensionless. | |
− | + | The relationship between the input signal x(t) and the output signal y(t) is given by the following characteristic curve in the range between −π/2 and +π/2: | |
− | $$g(x) = \sin(x) = x - \frac{x^3}{3!} + \frac{x^5}{5!} - | + | :$$g(x) = \sin(x) = x - \frac{x^3}{3!} + \frac{x^5}{5!} - |
− | \hspace{0.05cm}...$$ | + | \hspace{0.05cm}\text{...}$$ |
− | + | The second part of this equation describes the series expansion of the sine function. | |
− | |||
− | |||
− | |||
− | + | As approximations for the nonlinear characteristic curve the following is used in this task: | |
+ | :$$g_1(x) = x\hspace{0.05cm},$$ | ||
+ | :$$ g_3(x) = x- x^{3}\hspace{-0.1cm}/6\hspace{0.05cm},$$ | ||
+ | :$$g_5(x) = x- x^3\hspace{-0.1cm}/{6}+x^5\hspace{-0.1cm}/{120}\hspace{0.05cm}.$$ | ||
− | '' | + | *The input signal x(t)=A⋅cos(ω0⋅t) is always assumed. |
− | * | + | *The values A=0.5, A=1.0 and A=1.5 are to be considered for the (dimensionless) signal amplitude. |
− | * | + | |
− | * | + | |
− | + | ||
− | * | + | |
− | $$\cos^3(\alpha) = {3}/{4} \cdot \cos(\alpha) + {1}/{4} \cdot \cos(3\alpha) | + | |
+ | |||
+ | |||
+ | |||
+ | ''Please note:'' | ||
+ | *The task belongs to the chapter [[Linear_and_Time_Invariant_Systems/Nonlinear_Distortion|Nonlinear Distortions]]. | ||
+ | *The resulting signal curves for x(t) and y(t) are shown graphically on the page [[Linear_and_Time_Invariant_Systems/Nonlinear_Distortion#Description_of_nonlinear_systems|Description of nonlinear systems]] . | ||
+ | *All powers required here refer to the resistance R=1 Ω and thus have the unit V2. | ||
+ | *The following trigonometric relations are assumed to be known: | ||
+ | :$$\cos^3(\alpha) = {3}/{4} \cdot \cos(\alpha) + {1}/{4} \cdot \cos(3\alpha) | ||
\hspace{0.05cm}, $$ | \hspace{0.05cm}, $$ | ||
− | $$ \cos^5(\alpha) = {10}/{16} \cdot \cos(\alpha) + {5}/{16} \cdot \cos(3\alpha) | + | :$$ \cos^5(\alpha) = {10}/{16} \cdot \cos(\alpha) + {5}/{16} \cdot \cos(3\alpha) |
+ {1}/{16} \cdot \cos(5\alpha)\hspace{0.05cm}.$$ | + {1}/{16} \cdot \cos(5\alpha)\hspace{0.05cm}.$$ | ||
− | === | + | ===Questions=== |
<quiz display=simple> | <quiz display=simple> | ||
− | { | + | {What distortion factor K is obtained with the approximation $\underline{g_1(x)}$ of the characteristic curve independent of the amplitude A of the input signal? |
|type="{}"} | |type="{}"} | ||
− | $ | + | $K \ = \ 0.\ \%$ |
− | { | + | {Compute the distortion factor K for the input signal x(t)=A⋅cos(ω0⋅t) and the approximation $\underline{g_3(x)}$. <br>What values arise as a result for A=0.5 and A=1.0? |
|type="{}"} | |type="{}"} | ||
− | $ | + | $A = 0.5\hspace{-0.08cm}:\ \ K \ = \ { 1.08 3% }\ \%$ |
− | $ | + | $A = 1.0\hspace{-0.08cm}:\ \ K \ = \ { 4.76 3% }\ \%$ |
− | { | + | {What is the distortion factor for $\underline{A = 1.0}$ considering the approximation $\underline{g_5(x)}$? |
|type="{}"} | |type="{}"} | ||
− | $ | + | $K \ = \ { 4.45 3% }\ \%$ |
− | { | + | {Which of the following statements are true? Here, K denotes the distortion factor of the sine function g(x). <br>Kg3 and Kg5 are based on the approximations g3(x) and g5(x), respectively. |
|type="[]"} | |type="[]"} | ||
− | + Kg5 | + | + Kg5 generally represents a better approximation for K than Kg3. |
− | - | + | - $K_{\rm g3} < K_{\rm g5}$ holds for $A = 1.0$. |
− | + | + Kg3≈Kg5 will hold for A=0.5. | |
Line 59: | Line 68: | ||
</quiz> | </quiz> | ||
− | === | + | ===Solution=== |
{{ML-Kopf}} | {{ML-Kopf}} | ||
− | + | '''(1)''' The very inaccurate approximation $g_1(x) = x$ is linear in $x$ and therefore does not result in nonlinear distortions. Hence, the distortion factor is $\underline{K = 0}$. | |
+ | |||
+ | |||
− | + | '''(2)''' The analytical spectrum (positive frequencies only) of the input signal is: | |
:X+(f)=A⋅δ(f−f0). | :X+(f)=A⋅δ(f−f0). | ||
− | + | *Then, the following signal is applied to the output of the nonlinear characteristic curve $g_3(x)$ : | |
:$$y(t) = A \cdot {\rm cos}(\omega_0 t ) - \frac{A^3}{6} \cdot | :$$y(t) = A \cdot {\rm cos}(\omega_0 t ) - \frac{A^3}{6} \cdot | ||
{\rm cos}^3(\omega_0 t )= | {\rm cos}^3(\omega_0 t )= | ||
− | + | A \cdot {\rm cos}(\omega_0 t ) - \frac{3}{4} \cdot \frac{A^3}{6} \cdot | |
{\rm cos}(\omega_0 t )- \frac{1}{4} \cdot \frac{A^3}{6} \cdot | {\rm cos}(\omega_0 t )- \frac{1}{4} \cdot \frac{A^3}{6} \cdot | ||
− | {\rm cos}(3\omega_0 t ) = | + | {\rm cos}(3\omega_0 t ) = A_1 \cdot {\rm cos}(\omega_0 t ) |
+ A_3 \cdot {\rm cos}(3\omega_0 t ).$$ | + A_3 \cdot {\rm cos}(3\omega_0 t ).$$ | ||
− | + | *For the coefficients A1 and A3 the following is obtained by comparison of coefficients: | |
− | :$$A_1 = A - | + | :$$A_1 = A - {A^3}\hspace{-0.1cm}/{8}, \hspace{0.5cm}A_3 = - {A^3}\hspace{-0.1cm}/{24}.$$ |
− | + | *Using $A = 0.5$ the following is obtained: $A_1 \approx 0.484$ and $A_3 \approx 0.005$. Thus, the distortion factor is: | |
− | :$$K = K_3 = | + | :$$K = K_3 ={|A_3|}/{A_1}= {0.005}/{0.484} \hspace{0.15cm}\underline{ = 1.08\%}.$$ |
− | : | + | :Note that for the approximation $g_3(x) only the cubic part K_3$ of the distortion factor is effective. |
+ | |||
+ | *For $A = 1.0 and A = 1.5$ the following numerical values: | ||
:$$A = 1.0: A_1 \approx 0.875, \hspace{0.2cm} A_3 \approx | :$$A = 1.0: A_1 \approx 0.875, \hspace{0.2cm} A_3 \approx | ||
− | -0.041\hspace{0.3cm} \Rightarrow \hspace{0.3cm} \hspace{0.15cm}\underline{K \approx 4.76\%},$$ | + | -0.041\hspace{0.3cm} \Rightarrow \hspace{0.3cm} \hspace{0.15cm}\underline{K \approx 4.76\%}\; \; \Rightarrow \; \; K_{g3},$$ |
:$$A = 1.5: A_1 \approx 1.078, \hspace{0.2cm} A_3 \approx | :$$A = 1.5: A_1 \approx 1.078, \hspace{0.2cm} A_3 \approx | ||
-0.140\hspace{0.3cm} \Rightarrow \hspace{0.3cm} \hspace{0.15cm}{K \approx 13 \%}.$$ | -0.140\hspace{0.3cm} \Rightarrow \hspace{0.3cm} \hspace{0.15cm}{K \approx 13 \%}.$$ | ||
− | + | ||
+ | |||
+ | '''(3)''' Similarly as in subtask '''(2)''', | ||
:$$y(t) = A_1 \cdot {\rm cos}(\omega_0 t ) + A_3 \cdot {\rm | :$$y(t) = A_1 \cdot {\rm cos}(\omega_0 t ) + A_3 \cdot {\rm | ||
− | cos}(3\omega_0 t )+ A_5 \cdot {\rm cos}(5\omega_0 t )$$ | + | cos}(3\omega_0 t )+ A_5 \cdot {\rm cos}(5\omega_0 t )$$ |
− | : | + | :holds with the following coefficients: |
− | :$$A_1 = A - | + | :$$A_1 = A - {A^3}\hspace{-0.1cm}/{8} + {A^5}\hspace{-0.1cm}/{192},\hspace{0.3cm} |
− | A_3 = - | + | A_3 = - {A^3}\hspace{-0.1cm}/{24} + {A^5}\hspace{-0.1cm}/{384},\hspace{0.3cm} |
− | A_5 = | + | A_5 = {A^5}\hspace{-0.1cm}/{1920}.$$ |
− | + | *From this, the following numerical values arise a result with $A=1$ : | |
:$$A_1 \approx 1 -0.125 +0.005 = 0.880,\hspace{0.3cm} | :$$A_1 \approx 1 -0.125 +0.005 = 0.880,\hspace{0.3cm} | ||
A_3 \approx -0.042 +0.003 = -0.039,\hspace{0.3cm} | A_3 \approx -0.042 +0.003 = -0.039,\hspace{0.3cm} | ||
A_5 \approx 0.0005$$ | A_5 \approx 0.0005$$ | ||
− | :$$\Rightarrow \hspace{0.3cm}K_3 = | + | :$$\Rightarrow \hspace{0.3cm}K_3 = {|A_3|}/{A_1}= 0.0443,\hspace{0.3cm}K_5 = |
− | + | {|A_5|}/{A_1}= 0.0006 \hspace{0.3cm} \Rightarrow \hspace{0.3cm} K = \sqrt{K_3^2 + K_5^2} \hspace{0.15cm}\underline{\approx 4.45\%} | |
− | + | \; \; \Rightarrow \; \; K_{g5}.$$ | |
− | |||
− | |||
− | + | '''(4)''' <u>Approaches 1 and 3</u> are correct: | |
+ | *The approach g5(x) is a better approximation for the sine function g(x) than the approximation g3(x) in the entire domain. | ||
+ | *Thus, the value Kg5 computed in the subtask '''(3)''' is a better approximation for the actual distortion factor than Kg3. <br>Therefore, the first statement is correct. | ||
+ | *The second statement is false as already shown by the computation for A=1 : Kg3≈4.76% is greater than Kg5≈4.45%. | ||
+ | *The reason for this is that g3(x) is below g5(x) and thus there is also a greater deviation from the linear curve. | ||
+ | *For $A=0.5 , K_{g5} \approx K_{g3} = 1.08 \%$ will hold. | ||
+ | *The characteristic curve on the information page shows that for $|x| \le 0.5 the functions g_3(x) and g_5(x)$ are indistinguishable within the accuracy of drawing. | ||
+ | *This also results in (nearly) the same distortion factors. | ||
{{ML-Fuß}} | {{ML-Fuß}} | ||
− | [[Category: | + | [[Category:Linear and Time-Invariant Systems: Exercises|^2.2 Nonlinear Distortions^]] |
Latest revision as of 15:12, 29 September 2021
We consider a system with input x(t) and output y(t). For simplicity of description, the signals are considered to be dimensionless.
The relationship between the input signal x(t) and the output signal y(t) is given by the following characteristic curve in the range between −π/2 and +π/2:
- g(x)=sin(x)=x−x33!+x55!−...
The second part of this equation describes the series expansion of the sine function.
As approximations for the nonlinear characteristic curve the following is used in this task:
- g1(x)=x,
- g3(x)=x−x3/6,
- g5(x)=x−x3/6+x5/120.
- The input signal x(t)=A⋅cos(ω0⋅t) is always assumed.
- The values A=0.5, A=1.0 and A=1.5 are to be considered for the (dimensionless) signal amplitude.
Please note:
- The task belongs to the chapter Nonlinear Distortions.
- The resulting signal curves for x(t) and y(t) are shown graphically on the page Description of nonlinear systems .
- All powers required here refer to the resistance R=1 Ω and thus have the unit V2.
- The following trigonometric relations are assumed to be known:
- cos3(α)=3/4⋅cos(α)+1/4⋅cos(3α),
- cos5(α)=10/16⋅cos(α)+5/16⋅cos(3α)+1/16⋅cos(5α).
Questions
Solution
(1) The very inaccurate approximation g1(x)=x is linear in x and therefore does not result in nonlinear distortions. Hence, the distortion factor is K=0_.
(2) The analytical spectrum (positive frequencies only) of the input signal is:
- X+(f)=A⋅δ(f−f0).
- Then, the following signal is applied to the output of the nonlinear characteristic curve g3(x) :
- y(t)=A⋅cos(ω0t)−A36⋅cos3(ω0t)=A⋅cos(ω0t)−34⋅A36⋅cos(ω0t)−14⋅A36⋅cos(3ω0t)=A1⋅cos(ω0t)+A3⋅cos(3ω0t).
- For the coefficients A1 and A3 the following is obtained by comparison of coefficients:
- A1=A−A3/8,A3=−A3/24.
- Using A=0.5 the following is obtained: A1≈0.484 and A3≈0.005. Thus, the distortion factor is:
- K=K3=|A3|/A1=0.005/0.484=1.08%_.
- Note that for the approximation g3(x) only the cubic part K3 of the distortion factor is effective.
- For A=1.0 and A=1.5 the following numerical values:
- A=1.0:A1≈0.875,A3≈−0.041⇒K≈4.76%_⇒Kg3,
- A=1.5:A1≈1.078,A3≈−0.140⇒K≈13%.
(3) Similarly as in subtask (2),
- y(t)=A1⋅cos(ω0t)+A3⋅cos(3ω0t)+A5⋅cos(5ω0t)
- holds with the following coefficients:
- A1=A−A3/8+A5/192,A3=−A3/24+A5/384,A5=A5/1920.
- From this, the following numerical values arise a result with A=1 :
- A1≈1−0.125+0.005=0.880,A3≈−0.042+0.003=−0.039,A5≈0.0005
- ⇒K3=|A3|/A1=0.0443,K5=|A5|/A1=0.0006⇒K=√K23+K25≈4.45%_⇒Kg5.
(4) Approaches 1 and 3 are correct:
- The approach g5(x) is a better approximation for the sine function g(x) than the approximation g3(x) in the entire domain.
- Thus, the value Kg5 computed in the subtask (3) is a better approximation for the actual distortion factor than Kg3.
Therefore, the first statement is correct. - The second statement is false as already shown by the computation for A=1 : Kg3≈4.76% is greater than Kg5≈4.45%.
- The reason for this is that g3(x) is below g5(x) and thus there is also a greater deviation from the linear curve.
- For A=0.5 , Kg5≈Kg3=1.08% will hold.
- The characteristic curve on the information page shows that for |x|≤0.5 the functions g3(x) and g5(x) are indistinguishable within the accuracy of drawing.
- This also results in (nearly) the same distortion factors.