What Role Do Digital Technologies Play in Upgrades?
Digital technologies play a crucial role in modernizing catalysis systems. [IoT](https://) sensors can provide real-time data on reaction conditions, which can be analyzed using [AI](https://) and [machine learning](https://) algorithms to optimize performance. Digital twins of reactors can be used to simulate and predict outcomes of potential upgrades, reducing the risk and uncertainty involved.