Abstract: This paper proposes an adapter-based lightweight transfer learning method integrated with Low-Rank Adaptation (LoRA) to address combinatorial optimization challenges in complex variants of ...

Low-code and modular programming environments are transforming PLC programming, with vendors providing pre-packaged libraries and objects that eliminate traditional IEC-61131-3 style coding, allowing ...