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🧮 Topic 28: Model Predictive Control (MPC)

Course: Autonomous Systems — Section 4: Control Systems Topic: 28 of 70 | Prev: 27-PID-Control.md |…

Overview

🧮 Topic 28: Model Predictive Control (MPC) — Quick Facts

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Prev: [27-PID-Control.md](27-PID-Control.md): Next: 29-Pure-Pursuit-Stanley.md

Topic 1

🎯 Overview

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MPC = optimize control over a…

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PID sirf current error dekhta, MPC…

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Har timestep pe ek optimization…

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Constraints handle: steering…

Topic 2

📊 MPC Architecture

💡 ` ┌──────────────────────────────────────────────────────────┐ │ Model Predictive Control…

Topic 3

🐍 Complete Python Implementation

🎯 `python import math from dataclasses import dataclass, field @dataclass class…

Topic 4

📊 MPC vs PID Comparison

⭐ | Feature | PID | MPC | |---------|-----|-----| | Future prediction | No ❌ | Yes (N…

Topic 5

❓ Quiz — 5 MCQs

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A) Horizon shrink hota

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B) Har timestep pe poora…

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C) Horizon fixed

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D) One-time solve

Topic 6

🔗 Navigation

✨ ⬅️ Previous: 27-PID-Control.md | ➡️ Next: 29-Pure-Pursuit-Stanley.md

Comparison

📊 MPC vs PID Comparison

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Future prediction: No ❌

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Constraints: Hard to handle

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Multi-variable: Separate loops

Quick Quiz

Quiz — Question 1

🧮 Topic 28: Model Predictive Control (MPC) ka sabse sahi definition kya hai?

Complete! 🎉

🧮 Topic 28: Model Predictive Control (MPC) Complete!

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