IIC Journal of Innovation 11th Edition | Page 53

Accelerating Performance with the Artificial Intelligence of Things Reinforcement learning (RL) to understand how the controls of an asset (which the digital twin is mirroring) can be set to learn how to achieve optimal output. 14 15 16 Advances in computing, light-speed communications and analytics make it possible to create AI-driven intelligence wherever it is needed, even at the fringes of the network. AI and IoT Don’t Know the Meaning of Impossible Together, these technologies are ushering in a new era where the Internet of Things is just the state of things, and the term becomes superfluous, just as we no longer have to state: “World Wide Web” or “internet- connected.” High-performance IoT devices and environments with thousands of connection points are proliferating across the network. It’s the perfect storm. Declining hardware costs make it feasible to embed sensors and connectivity in just about anything.  Return to the beginning of this article  Return to the Table of Contents The views expressed in the IIC Journal of Innovation are the contributing authors’ views and do not necessarily represent the views of their respective employers nor those of the Industrial Internet Consortium. © 2019 The Industrial Internet Consortium logo is a registered trademark of Object Management Group®. Other logos, products and company names referenced in this publication are property of their respective companies. 14 Kahler, Susan. 2018. “Using Deep Learning to Forecast https://blogs.sas.com/content/subconsciousmusings/2018/07/05/deep-learning-forecasts-solar-power/ Solar Energy.” 15 Hao, Karen. 2019. “The Rise of Reinforcement Learning” in “We Analyzed 16,625 Papers to Figure Out Where AI Is Headed Next.” https://www.technologyreview.com/s/612768/we-analyzed-16625-papers-to-figure-out-where-ai-is-headed-next/ 16 10 Burda, Yuri. 2018. “Reinforcement Learning with Prediction-Based Rewards.” https://blog.openai.com/reinforcement- learning-with-prediction-based-rewards/ - 49 - June 2019