Deep Learning Meets TRIZ: A Systematic Review of Innovation Patterns in Neural Network Development
Alec ZhouRobust Solutions Proaleczhou@robustsolutionspro.com AbstractThis paper presents a novel framework bridging the Theory of Inventive Problem Solving (TRIZ) with deep learning (DL) innovation patterns. By analyzing major neural network breakthroughs through the lens of TRIZ’s 40 inventive principles, we demonstrate that seemingly disparate AI advances follow systematic contradiction-resolution patterns. Our analysis covers foundational architectures (CNNs, […]
