Automate Research Modeling and MATLAB Code Generation with AI Templates

Introduction: Streamlining Research Paper Design

Modeling plays a critical role in research work, particularly when dealing with engineering systems like solar PV, battery storage, or wind energy conversion. Researchers are often required to derive dynamic equations and assign appropriate parameter values—an exhaustive and time-consuming task that can slow down progress.

This blog introduces how you can automate your modeling and simulation tasks using AI-powered templates, especially in MATLAB. The post focuses on LMS AI templates and compares them with other AI code-generation tools to help researchers generate accurate MATLAB codes efficiently.

Why Manual Modeling Can Be Challenging

When working on research in electrical systems (e.g., solar PV), you need to:

• Understand the underlying dynamic behavior of the system.

• Fix parameter values like irradiance, temperature, voltage, etc.

• Derive accurate mathematical equations.

This often requires extensive background research to find relevant formulas and system behaviors, making the process repetitive and tiring. The use of AI tools eliminates much of this burden.

Introducing LMS AI Templates

The LMS AI template is designed specifically for researchers and academicians to generate MATLAB code easily. Here's how it helps:

• Accepts input prompts related to your research system.

• Instantly generates MATLAB code with dynamic equations.

• Allows for easy customization by modifying parameter values (e.g., solar radiation, temperature, voltage).

• Outputs include both code and explanation, facilitating better understanding and application.

Example Prompts Used:

1. Generate a MATLAB code for solar PV modeling.

2. Generate a MATLAB code for wind energy system modeling.

3. Generate a MATLAB code for battery management in EV charging stations.

AI-Powered Code for Boost Converter Design

Another useful application of LMS AI is generating code for boost converter parameters, essential in power electronics systems. Without providing specific equations, the tool computes:

• Duty cycle

• Inductor and capacitor values

• Average input current

• Ripple current percentages

This is especially useful in renewable energy integration systems where power conversion is a key aspect.

AI Code for EV Battery Management

Using LMS AI, you can also simulate battery management strategies in EV charging stations. The code handles:

• Initial state of charge

• Energy added during charging

• Final energy and SOC after charging/discharging

This feature is essential for researchers working on EV energy management systems, enabling dynamic modeling based on charging behavior.

Comparing AI MATLAB Code Generators

Besides LMS AI, the video showcases other AI tools and evaluates their effectiveness:

1. Coding Fleet

• Generates code for PV systems.

• Includes plots and visualization.

• Lacks in precision; needs customization.

• Free version allows 10 credits; $10 unlocks 200 credits.

2. Workick

• Comparable to LMS AI in quality and parameter input options.

• Supports multiple MATLAB coding tasks.

• Pricing: $1.15/month for unlimited access.

3. Code Convert

• Supports MATLAB, Python, JavaScript, and cross-language conversion.

• Generates basic PV models.

• Free credits limited to 5; $10 unlocks additional use.

• Useful for syntax translation but less effective in precise modeling.

LMS AI Templates: Plans and Features

LMS AI stands out for its affordability and comprehensive features:

• Basic Plan ($1.99/month):Unlimited access to all modeling templates and AI tools.

• Included Tools:

  • MATLAB code generator

  • Summarizer

  • Translator

  • Plagiarism checker

  • Literature review tools

  • Paraphrasing and grammar correction tools

These templates are tailored for academic use across various disciplines, including electrical, mechanical, chemical, and even network system modeling.

Final Thoughts: Simplify and Automate Your Research

If you are a researcher struggling with system modeling and MATLAB code writing, AI tools like LMS AI templates offer a practical and efficient solution. They allow you to bypass the tedious manual processes and instantly generate reliable code by just providing a well-structured prompt.