Analysis of Gradient Descent Algorithms: Discrete ↔ Continuous Domains & Circuit Equivalents

Code and examples for “Analysis of gradient descent algorithms: Discrete to continuous domains and circuit equivalents”

---

Overview

This repository contains gradient functions used for the paper:

He Hao, Daniel Silvestre, Carlos Silvestre, “Analysis of gradient descent algorithms: Discrete to continuous domains and circuit equivalents,” Systems & Control Letters, June 4, 2025.

The code covers:

• Discrete‐time gradient descent methods.
• Continuous‐time ODE counterparts for these algorithms.
• Circuit‐equivalent Simulink models

---