AI/ML in Semiconductor: Areas of Greatest Return on Investment

Rockwell Automation is a global leader in industrial automation and digital transformation and Kalypso, a Rockwell Automation business, helps clients fundamentally change the way they discover, create, make, and sell products by powering innovation and autonomous operations with a digital value chain. We will present a brief overview of recent client case studies for Semiconductor Manufacturing that have delivered the highest return on investment. Included in our discussion will be examples of Predictive and Autonomous Maintenance, Anomaly Detection, and complex simulations of the entire Digital Thread. We will explore several different Data Science methods and when to optimally use them, depending on the data sets involved. The lessons learned and project implementation success factors will be discussed, as well as an approach to realize value and scale rapidly to the entire enterprise. We will also discuss the organizational and human factors involved in implementing and adapting to new ways of working. Finally, we will present a robust framework for developing the return on investment case that will withstand scrutiny from the Chief Financial Officer.