hübriidautomaatikat
Hübriidautomaatika refers to a technological approach that combines elements of both traditional automation systems and more advanced, intelligent automation techniques. This often involves integrating programmable logic controllers (PLCs) or distributed control systems (DCS) with elements of artificial intelligence (AI), machine learning (ML), or advanced data analytics. The goal is to leverage the strengths of both approaches to achieve greater efficiency, flexibility, and adaptability in industrial processes. For instance, a PLC might handle the core, deterministic control of machinery, while an AI module analyzes sensor data to predict potential equipment failures or optimize operational parameters in real-time. This hybrid model allows for the robust and reliable execution of fundamental tasks, while simultaneously introducing sophisticated decision-making capabilities that can learn and improve over time. It represents a step towards more autonomous and self-optimizing systems, bridging the gap between hard-coded automation and intelligent, adaptive control. Applications can be found in various sectors, including manufacturing, energy, and logistics, where optimizing complex operations and responding dynamically to changing conditions are critical.