---
date: '2024-12-18'
description: proportional-integral-derivative
id: PID controller
modified: 2026-06-05 15:08:42 GMT-04:00
tags:
  - sfwr4aa4
title: PID controller
created: '2024-12-18'
published: '2024-12-18'
pageLayout: default
slug: thoughts/university/twenty-four-twenty-five/sfwr-4aa4/PID-controller
permalink: https://aarnphm.xyz/thoughts/university/twenty-four-twenty-five/sfwr-4aa4/PID-controller.md
generator:
  quartz: v4.6.0
  hostedProvider: Cloudflare
  baseUrl: aarnphm.xyz
full: https://aarnphm.xyz/llms-full.txt
---
## proportional control

> \[!definition\] Definition 1.
>
> $$
> K_p e(t) = K_p [u(t) - y(t)]
> $$

![[thoughts/university/twenty-four-twenty-five/sfwr-4aa4/prop-control.webp]]

Example: Given the closed-loop transfer function is $T(s) = \frac{G_p(s)}{1+G_p(s)} = \frac{1}{s+2}$

### adding proportional

closed-loop transfer function is:

$$
T(s) = \frac{K_p G_p}{1 + K_p G_p}
$$

## integral control

<figure class="tikz" data-remark-tikz style="gap:2rem;"><span class="tikz-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><annotation encoding="application/x-tex">"\\usepackage{tikz}\n\\usetikzlibrary{positioning, arrows.meta}\n\n\\begin{document}\n\\begin{tikzpicture}[auto, node distance=2cm, >=Latex, block/.style={draw, minimum width=1.5cm, minimum height=1cm}]\n\n% Nodes\n\\node[draw, circle, minimum size=0.5cm] (sum) {}; % Summing junction\n\\node[block, right=2cm of sum] (compensator) {$\\frac{K_I}{s}$};\n\\node[block, right=2.5cm of compensator] (Gp) {$\\frac{1}{s+1}$};\n\\node[below=1.5cm of compensator] (feedback) {feedback};\n\n% Labels\n\\node[above=0.1cm of compensator] {compensator};\n\\node[above=0.1cm of Gp] {$G_p(s)$};\n\n% Input and Output\n\\node[left=1cm of sum] (input) {R(s)};\n\\node[right=1cm of Gp] (output) {C(s)};\n\n% Arrows (Forward path)\n\\draw[->] (input) -- (sum.west);\n\\draw[->] (sum.east) -- (compensator.west);\n\\draw[->] (compensator.east) -- (Gp.west);\n\\draw[->] (Gp.east) -- (output);\n\n% Feedback path\n\\draw[->] (output.east)  -- ++(1,0) |- (feedback) -| (sum.south);\n\n% Plus and Minus signs\n\\node at (0.2, 0.5) {$+$};\n\\node at (0.2, -0.5) {$\\textrm{-}$};\n\n\\end{tikzpicture}\n\\end{document}"</annotation></semantics></math></span><img src="data:image/svg+xml;base64,<svg version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="366.33986pt" height="105.4147pt" viewBox="-72 -72 366.33986 105.4147"><g stroke-miterlimit="10" transform="translate(-10.554794311523436,-37.77116394042968) scale(1,-1)"><g stroke="#000" fill="#000"> <g stroke-width="0.4"> <path d=" M 7.11317 0.0 C 7.11317 3.92854 3.92854 7.11317 0.0 7.11317 C -3.92854 7.11317 -7.11317 3.92854 -7.11317 0.0 C -7.11317 -3.92854 -3.92854 -7.11317 0.0 -7.11317 C 3.92854 -7.11317 7.11317 -3.92854 7.11317 0.0 Z M 0.0 0.0  " fill="none"></path> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> </g> </g> </g></g> <path d=" M 64.41867 -14.22636 h 42.67911 v 28.45273 h -42.67911 Z  " fill="none"></path> <g transform="translate(79.18979,-2.72025)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-41.87670898437499" x="-9.354797363281248" font-family="serif" font-size="7" fill="black" font-style="italic">K</text><text alignment-baseline="baseline" y="-40.87113952636718" x="-2.6352977752685542" font-family="serif" font-size="5" fill="black" font-style="italic">I</text><rect x="-9.354797363281248" y="-40.47116088867187" width="10.736877441406248" height="0.3999786376953124" fill="black"></rect><text alignment-baseline="baseline" y="-34.322769165039055" x="-5.873519897460937" font-family="serif" font-size="7" fill="black" font-style="italic">s</text></g> </g> </g></g> </g> <path d=" M 178.62965 -14.22636 h 42.67911 v 28.45273 h -42.67911 Z  " fill="none"></path> <g transform="translate(191.81953,-2.08334)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-41.70848083496093" x="-4.398178100585937" font-family="serif" font-size="7" fill="black">1</text><rect x="-9.354797363281248" y="-40.47116088867187" width="13.899368286132809" height="0.3999786376953124" fill="black"></rect><text alignment-baseline="baseline" y="-34.322769165039055" x="-9.354797363281248" font-family="serif" font-size="7" fill="black" font-style="italic">s</text><text alignment-baseline="baseline" y="-34.322769165039055" x="-5.580471992492675" font-family="serif" font-size="7" fill="black">+1</text></g> </g> </g></g> </g> <g transform="translate(67.0082,-67.58289)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-37.77116394042968" x="-10.554794311523436" font-family="serif" font-size="10" fill="black">feedbac</text><text alignment-baseline="baseline" y="-37.77116394042968" x="21.66752433776855" font-family="serif" font-size="10" fill="black">k</text></g> </g> </g></g> </g> <g transform="translate(58.0776,22.7492)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-37.77116394042968" x="-10.554794311523436" font-family="serif" font-size="10" fill="black">comp</text><text alignment-baseline="baseline" y="-37.77116394042968" x="13.05639839172363" font-family="serif" font-size="10" fill="black">ensator</text></g> </g> </g></g> </g> <g transform="translate(187.49414,23.66586)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-37.77116394042968" x="-10.554794311523436" font-family="serif" font-size="10" fill="black" font-style="italic">G</text><text alignment-baseline="baseline" y="-36.27117919921874" x="-2.6923027038574214" font-family="serif" font-size="7" fill="black" font-style="italic">p</text><text alignment-baseline="baseline" y="-37.77116394042968" x="1.9300422668457027" font-family="serif" font-size="10" fill="black">(</text><text alignment-baseline="baseline" y="-37.77116394042968" x="5.8189449310302725" font-family="serif" font-size="10" fill="black" font-style="italic">s</text><text alignment-baseline="baseline" y="-37.77116394042968" x="10.506444931030272" font-family="serif" font-size="10" fill="black">)</text></g> </g> </g></g> </g> <g transform="translate(-58.38223,-2.5)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-37.77116394042968" x="-10.554794311523436" font-family="serif" font-size="10" fill="black">R(s)</text></g> </g> </g></g> </g> <g transform="translate(253.49448,-2.5)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-37.77116394042968" x="-10.554794311523436" font-family="serif" font-size="10" fill="black">C(s)</text></g> </g> </g></g> </g> <path d=" M -35.76591 0.0 L -11.91315 0.0  " fill="none"></path> <g transform="translate(-11.91315,0.0)"> <g stroke-dasharray="none" stroke-dashoffset="0.0"> <g stroke-linejoin="miter"> <path d=" M 3.77538 0.0 C 3.31174 0.11313 1.27376 0.75418 0.0 1.4518 L 0.0 -1.4518 C 1.27376 -0.75418 3.31174 -0.11313 3.77538 0.0 Z  "></path> </g> </g>  </g> <path d=" M 7.31317 0.0 L 59.6187 0.0  " fill="none"></path> <g transform="translate(59.6187,0.0)"> <g stroke-dasharray="none" stroke-dashoffset="0.0"> <g stroke-linejoin="miter"> <path d=" M 3.77538 0.0 C 3.31174 0.11313 1.27376 0.75418 0.0 1.4518 L 0.0 -1.4518 C 1.27376 -0.75418 3.31174 -0.11313 3.77538 0.0 Z  "></path> </g> </g>  </g> <path d=" M 107.29778 0.0 L 173.82968 0.0  " fill="none"></path> <g transform="translate(173.82968,0.0)"> <g stroke-dasharray="none" stroke-dashoffset="0.0"> <g stroke-linejoin="miter"> <path d=" M 3.77538 0.0 C 3.31174 0.11313 1.27376 0.75418 0.0 1.4518 L 0.0 -1.4518 C 1.27376 -0.75418 3.31174 -0.11313 3.77538 0.0 Z  "></path> </g> </g>  </g> <path d=" M 221.50876 0.0 L 245.36153 0.0  " fill="none"></path> <g transform="translate(245.36153,0.0)"> <g stroke-dasharray="none" stroke-dashoffset="0.0"> <g stroke-linejoin="miter"> <path d=" M 3.77538 0.0 C 3.31174 0.11313 1.27376 0.75418 0.0 1.4518 L 0.0 -1.4518 C 1.27376 -0.75418 3.31174 -0.11313 3.77538 0.0 Z  "></path> </g> </g>  </g> <path d=" M 275.97191 0.0 L 304.42465 0.0 L 304.42465 -64.11067 L 108.04123 -64.11067 M 63.47522 -64.11067 L 0.0 -64.11067 L 0.0 -11.91315  " fill="none"></path> <g transform="matrix(0.0,1.0,-1.0,0.0,0.0,-11.91315)"> <g stroke-dasharray="none" stroke-dashoffset="0.0"> <g stroke-linejoin="miter"> <path d=" M 3.77538 0.0 C 3.31174 0.11313 1.27376 0.75418 0.0 1.4518 L 0.0 -1.4518 C 1.27376 -0.75418 3.31174 -0.11313 3.77538 0.0 Z  "></path> </g> </g>  </g> <g transform="translate(1.80156,11.72636)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-37.77116394042968" x="-10.554794311523436" font-family="serif" font-size="10" fill="black">+</text></g> </g> </g></g> </g> <g transform="translate(4.0238,-16.37914)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-37.77116394042968" x="-10.554794311523436" font-family="serif" font-size="10" fill="black">-</text></g> </g> </g></g> </g> </g> </g> </g></svg>" alt="tikz diagram" loading="lazy" decoding="async"><figcaption><em>source code</em><button class="source-code-button" aria-label="copy source code for this tikz graph" title="copy source code for this tikz graph"><svg class="source-icon" xmlns="http://www.w3.org/2000/svg" width="12" height="16" viewBox="0 -4 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><use href="#code-icon"></use></svg><svg class="check-icon" xmlns="http://www.w3.org/2000/svg" width="12" height="16" viewBox="0 -4 16 16" fill="currentColor" stroke="none" stroke-width="0" stroke-linecap="round" stroke-linejoin="round"><use href="#github-check"></use></svg></button></figcaption></figure>

Closed loop here yields

$$
T(s) = \frac{K_I}{s^2 + s + K_I}
$$

steady state error is 0, while steady-state output is 1

## PI control

_proportional-integral_

<figure class="tikz" data-remark-tikz style="gap:2rem;"><span class="tikz-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><annotation encoding="application/x-tex">"\\usepackage{tikz}\n\\usetikzlibrary{positioning, arrows.meta}\n\n\\begin{document}\n\\begin{tikzpicture}[auto, node distance=2cm, >=Latex, block/.style={draw, minimum width=1.5cm, minimum height=1cm}]\n\n% Nodes\n\\node[draw, circle, minimum size=0.5cm] (sum) {}; % Summing junction\n\\node[block, right=2cm of sum] (compensator) {$G_c = \\frac{K_I}{s} + K_p$};\n\\node[block, right=2.5cm of compensator] (Gp) {$\\frac{1}{s+1}$};\n\\node[below=1.5cm of compensator] (feedback) {feedback};\n\n% Labels\n\\node[above=0.1cm of compensator] {compensator};\n\\node[above=0.1cm of Gp] {$G_p(s)$};\n\n% Input and Output\n\\node[left=1cm of sum] (input) {R(s)};\n\\node[right=1cm of Gp] (output) {C(s)};\n\n% Arrows (Forward path)\n\\draw[->] (input) -- (sum.west);\n\\draw[->] (sum.east) -- (compensator.west);\n\\draw[->] 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transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> </g> </g> </g></g> <path d=" M 64.41867 -14.22636 h 70.40982 v 28.45273 h -70.40982 Z  " fill="none"></path> <g transform="translate(67.75165,-2.72025)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-37.77116394042968" x="-10.554794311523436" font-family="serif" font-size="10" fill="black" font-style="italic">G</text><text alignment-baseline="baseline" y="-36.27117919921874" x="-2.6923027038574214" font-family="serif" font-size="7" fill="black" font-style="italic">c</text><text alignment-baseline="baseline" y="-37.77116394042968" x="4.15915298461914" font-family="serif" font-size="10" fill="black">=</text><text alignment-baseline="baseline" y="-41.87670898437499" x="15.914665222167965" font-family="serif" 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stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-37.77116394042968" x="-10.554794311523436" font-family="serif" font-size="10" fill="black">R(s)</text></g> </g> </g></g> </g> <g transform="translate(281.22519,-2.5)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-37.77116394042968" x="-10.554794311523436" font-family="serif" font-size="10" fill="black">C(s)</text></g> </g> </g></g> </g> <path d=" M -35.76591 0.0 L -11.91315 0.0  " fill="none"></path> <g transform="translate(-11.91315,0.0)"> <g stroke-dasharray="none" stroke-dashoffset="0.0"> <g stroke-linejoin="miter"> <path d=" M 3.77538 0.0 C 3.31174 0.11313 1.27376 0.75418 0.0 1.4518 L 0.0 -1.4518 C 1.27376 -0.75418 3.31174 -0.11313 3.77538 0.0 Z  "></path> </g> </g>  </g> <path d=" M 7.31317 0.0 L 59.6187 0.0  " fill="none"></path> <g transform="translate(59.6187,0.0)"> <g stroke-dasharray="none" stroke-dashoffset="0.0"> <g stroke-linejoin="miter"> <path d=" M 3.77538 0.0 C 3.31174 0.11313 1.27376 0.75418 0.0 1.4518 L 0.0 -1.4518 C 1.27376 -0.75418 3.31174 -0.11313 3.77538 0.0 Z  "></path> </g> </g>  </g> <path d=" M 135.02849 0.0 L 201.5604 0.0  " fill="none"></path> <g transform="translate(201.5604,0.0)"> <g stroke-dasharray="none" stroke-dashoffset="0.0"> <g stroke-linejoin="miter"> <path d=" M 3.77538 0.0 C 3.31174 0.11313 1.27376 0.75418 0.0 1.4518 L 0.0 -1.4518 C 1.27376 -0.75418 3.31174 -0.11313 3.77538 0.0 Z  "></path> </g> </g>  </g> <path d=" M 249.23947 0.0 L 273.09224 0.0  " fill="none"></path> <g transform="translate(273.09224,0.0)"> <g stroke-dasharray="none" stroke-dashoffset="0.0"> <g stroke-linejoin="miter"> <path d=" M 3.77538 0.0 C 3.31174 0.11313 1.27376 0.75418 0.0 1.4518 L 0.0 -1.4518 C 1.27376 -0.75418 3.31174 -0.11313 3.77538 0.0 Z  "></path> </g> </g>  </g> <path d=" M 303.70262 0.0 L 332.15536 0.0 L 332.15536 -64.11067 L 121.90659 -64.11067 M 77.34058 -64.11067 L 0.0 -64.11067 L 0.0 -11.91315  " fill="none"></path> <g transform="matrix(0.0,1.0,-1.0,0.0,0.0,-11.91315)"> <g stroke-dasharray="none" stroke-dashoffset="0.0"> <g stroke-linejoin="miter"> <path d=" M 3.77538 0.0 C 3.31174 0.11313 1.27376 0.75418 0.0 1.4518 L 0.0 -1.4518 C 1.27376 -0.75418 3.31174 -0.11313 3.77538 0.0 Z  "></path> </g> </g>  </g> <g transform="translate(1.80156,11.72636)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-37.77116394042968" x="-10.554794311523436" font-family="serif" font-size="10" fill="black">+</text></g> </g> </g></g> </g> <g transform="translate(4.0238,-16.37914)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-37.77116394042968" x="-10.554794311523436" font-family="serif" font-size="10" fill="black">-</text></g> </g> </g></g> </g> </g> </g> </g></svg>" alt="tikz diagram" loading="lazy" decoding="async"><figcaption><em>source code</em><button class="source-code-button" aria-label="copy source code for this tikz graph" title="copy source code for this tikz graph"><svg class="source-icon" xmlns="http://www.w3.org/2000/svg" width="12" height="16" viewBox="0 -4 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><use href="#code-icon"></use></svg><svg class="check-icon" xmlns="http://www.w3.org/2000/svg" width="12" height="16" viewBox="0 -4 16 16" fill="currentColor" stroke="none" stroke-width="0" stroke-linecap="round" stroke-linejoin="round"><use href="#github-check"></use></svg></button></figcaption></figure>

Closed-loop transfer function

$$
T(s) = \frac{K_I + sK_p}{s^{2}  + (1+K_p)s  + K_I}
$$

- PC: impact on speed of response
- IC: force steady-state error to 0

## derivative control

<figure class="tikz" data-remark-tikz style="gap:2rem;"><span class="tikz-mathml"><math xmlns="http://www.w3.org/1998/Math/MathML"><semantics><annotation encoding="application/x-tex">"\\usepackage{tikz}\n\\usetikzlibrary{positioning, arrows.meta}\n\n\\begin{document}\n\\begin{tikzpicture}[auto, node distance=2cm, >=Latex, block/.style={draw, minimum width=1.5cm, minimum height=1cm}]\n\n% Nodes\n\\node[draw, circle, minimum size=0.5cm] (sum) {}; % Summing junction\n\\node[block, right=2cm of sum] (compensator) {$G_c = K_D s$};\n\\node[block, right=2.5cm of compensator] (Gp) {$\\frac{1}{s+1}$};\n\\node[below=1.5cm of compensator] (feedback) {feedback};\n\n% Labels\n\\node[above=0.1cm of compensator] {compensator};\n\\node[above=0.1cm of Gp] {$G_p(s)$};\n\n% Input and Output\n\\node[left=1cm of sum] (input) {R(s)};\n\\node[right=1cm of Gp] (output) {C(s)};\n\n% Arrows (Forward path)\n\\draw[->] (input) -- (sum.west);\n\\draw[->] (sum.east) -- (compensator.west);\n\\draw[->] (compensator.east) -- (Gp.west);\n\\draw[->] (Gp.east) -- (output);\n\n% Feedback path\n\\draw[->] (output.east)  -- ++(1,0) |- (feedback) -| (sum.south);\n\n% Plus and Minus signs\n\\node at (0.2, 0.5) {$+$};\n\\node at (0.2, -0.5) {$\\textrm{-}$};\n\n\\end{tikzpicture}\n\\end{document}"</annotation></semantics></math></span><img src="data:image/svg+xml;base64,<svg version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="376.03047pt" height="105.4147pt" viewBox="-72 -72 376.03047 105.4147"><g stroke-miterlimit="10" transform="translate(-10.554794311523436,-37.77116394042968) scale(1,-1)"><g stroke="#000" fill="#000"> <g stroke-width="0.4"> <path d=" M 7.11317 0.0 C 7.11317 3.92854 3.92854 7.11317 0.0 7.11317 C -3.92854 7.11317 -7.11317 3.92854 -7.11317 0.0 C -7.11317 -3.92854 -3.92854 -7.11317 0.0 -7.11317 C 3.92854 -7.11317 7.11317 -3.92854 7.11317 0.0 Z M 0.0 0.0  " fill="none"></path> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> </g> </g> </g></g> <path d=" M 64.41867 -14.22636 h 52.36972 v 28.45273 h -52.36972 Z  " fill="none"></path> <g transform="translate(67.75165,-2.66667)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-37.77116394042968" x="-10.554794311523436" font-family="serif" font-size="10" fill="black" font-style="italic">G</text><text alignment-baseline="baseline" y="-36.27117919921874" x="-2.6923027038574214" font-family="serif" font-size="7" fill="black" font-style="italic">c</text><text alignment-baseline="baseline" y="-37.77116394042968" x="4.15915298461914" font-family="serif" font-size="10" fill="black">=</text><text alignment-baseline="baseline" y="-37.77116394042968" x="14.714668273925778" font-family="serif" font-size="10" fill="black" font-style="italic">K</text><text alignment-baseline="baseline" y="-36.27117919921874" x="23.20773887634277" font-family="serif" font-size="7" fill="black" font-style="italic">D</text><text alignment-baseline="baseline" y="-37.77116394042968" x="30.461507797241204" font-family="serif" font-size="10" fill="black" font-style="italic">s</text></g> </g> </g></g> </g> <path d=" M 188.32027 -14.22636 h 42.67911 v 28.45273 h -42.67911 Z  " fill="none"></path> <g transform="translate(201.51015,-2.08334)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-41.70848083496093" x="-4.398178100585937" font-family="serif" font-size="7" fill="black">1</text><rect x="-9.354797363281248" y="-40.47116088867187" width="13.899368286132809" height="0.3999786376953124" fill="black"></rect><text alignment-baseline="baseline" y="-34.322769165039055" x="-9.354797363281248" font-family="serif" font-size="7" fill="black" font-style="italic">s</text><text alignment-baseline="baseline" y="-34.322769165039055" x="-5.580471992492675" font-family="serif" font-size="7" fill="black">+1</text></g> </g> </g></g> </g> <g transform="translate(71.8535,-67.58289)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-37.77116394042968" x="-10.554794311523436" font-family="serif" font-size="10" fill="black">feedbac</text><text alignment-baseline="baseline" y="-37.77116394042968" x="21.66752433776855" font-family="serif" font-size="10" fill="black">k</text></g> </g> </g></g> </g> <g transform="translate(62.92291,22.7492)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-37.77116394042968" x="-10.554794311523436" font-family="serif" font-size="10" fill="black">comp</text><text alignment-baseline="baseline" y="-37.77116394042968" x="13.05639839172363" font-family="serif" font-size="10" fill="black">ensator</text></g> </g> </g></g> </g> <g transform="translate(197.18475,23.66586)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-37.77116394042968" x="-10.554794311523436" font-family="serif" font-size="10" fill="black" font-style="italic">G</text><text alignment-baseline="baseline" y="-36.27117919921874" x="-2.6923027038574214" font-family="serif" font-size="7" fill="black" font-style="italic">p</text><text alignment-baseline="baseline" y="-37.77116394042968" x="1.9300422668457027" font-family="serif" font-size="10" fill="black">(</text><text alignment-baseline="baseline" y="-37.77116394042968" x="5.8189449310302725" font-family="serif" font-size="10" fill="black" font-style="italic">s</text><text alignment-baseline="baseline" y="-37.77116394042968" x="10.506444931030272" font-family="serif" font-size="10" fill="black">)</text></g> </g> </g></g> </g> <g transform="translate(-58.38223,-2.5)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-37.77116394042968" x="-10.554794311523436" font-family="serif" font-size="10" fill="black">R(s)</text></g> </g> </g></g> </g> <g transform="translate(263.18509,-2.5)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-37.77116394042968" x="-10.554794311523436" font-family="serif" font-size="10" fill="black">C(s)</text></g> </g> </g></g> </g> <path d=" M -35.76591 0.0 L -11.91315 0.0  " fill="none"></path> <g transform="translate(-11.91315,0.0)"> <g stroke-dasharray="none" stroke-dashoffset="0.0"> <g stroke-linejoin="miter"> <path d=" M 3.77538 0.0 C 3.31174 0.11313 1.27376 0.75418 0.0 1.4518 L 0.0 -1.4518 C 1.27376 -0.75418 3.31174 -0.11313 3.77538 0.0 Z  "></path> </g> </g>  </g> <path d=" M 7.31317 0.0 L 59.6187 0.0  " fill="none"></path> <g transform="translate(59.6187,0.0)"> <g stroke-dasharray="none" stroke-dashoffset="0.0"> <g stroke-linejoin="miter"> <path d=" M 3.77538 0.0 C 3.31174 0.11313 1.27376 0.75418 0.0 1.4518 L 0.0 -1.4518 C 1.27376 -0.75418 3.31174 -0.11313 3.77538 0.0 Z  "></path> </g> </g>  </g> <path d=" M 116.98839 0.0 L 183.5203 0.0  " fill="none"></path> <g transform="translate(183.5203,0.0)"> <g stroke-dasharray="none" stroke-dashoffset="0.0"> <g stroke-linejoin="miter"> <path d=" M 3.77538 0.0 C 3.31174 0.11313 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stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-37.77116394042968" x="-10.554794311523436" font-family="serif" font-size="10" fill="black">+</text></g> </g> </g></g> </g> <g transform="translate(4.0238,-16.37914)"> <g stroke="#000" fill="#000"> <g stroke="none" transform="scale(-1,1) translate(-10.554794311523436,-37.77116394042968) scale(-1,-1)"><g fill="#000"> <g stroke="none"> <text alignment-baseline="baseline" y="-37.77116394042968" x="-10.554794311523436" font-family="serif" font-size="10" fill="black">-</text></g> </g> </g></g> </g> </g> </g> </g></svg>" alt="tikz diagram" loading="lazy" decoding="async"><figcaption><em>source code</em><button class="source-code-button" aria-label="copy source code for this tikz graph" title="copy source code for this tikz graph"><svg class="source-icon" xmlns="http://www.w3.org/2000/svg" width="12" height="16" viewBox="0 -4 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"><use href="#code-icon"></use></svg><svg class="check-icon" xmlns="http://www.w3.org/2000/svg" width="12" height="16" viewBox="0 -4 16 16" fill="currentColor" stroke="none" stroke-width="0" stroke-linecap="round" stroke-linejoin="round"><use href="#github-check"></use></svg></button></figcaption></figure>

$$
T(s) = \frac{K_D s}{(1+K_D)s + 1}
$$

- introduces an open-loop zero
- $K_D$ increases system might not be stable

> \[!tip\] in second-order system
>
> $$
> T(s) = \frac{s K_D P \omega_n^2}{s^{2}+ 2(\zeta + \frac{K_D}{2} P\omega_n)\omega_n s + \omega_n^2}
> $$
>
> damping effect $\zeta^{'} = \zeta + \frac{K_D}{2}P\omega_n$

## PID control

$$
G_C(s) = K_p + \frac{K_I}{s} + K_D s
$$

in time domain:

$$
u(t) = K_P e(t) + K_I \int_{0}^{t} e(\eta) d\eta + K_D \frac{d(e(t))}{dt}
$$

| Component    | Discrete-Time Equation                |
| ------------ | ------------------------------------- |
| Proportional | $u(k) = K_P e(k)$                     |
| Integral     | $u(k) = K_I T \sum_{i=1}^{k} e(i)$    |
| Derivative   | $u(k) = \frac{K_D}{T}[e(k) - e(k-1)]$ |

> approximate of PID controller: $u(k) = K_P e(k) + K_I T \sum_{i=1}^{n} e(i) + \frac{K_D}{T}[e(k) - e(k-1)]$

