Wedoany.com Report on Mar 16th, In process industries such as chemical, petrochemical, and power generation, enterprises often face challenges like poor adaptability of general-purpose models, high customization costs, and disconnection between decision-making and execution when adopting new technologies. To address these pain points, Supcon Technology recently launched the Time-series Foundation Model Platform (TPT) globally. As an industrial AI solution specifically designed for industrial environments, this platform aims to solve the practical problems of "unusable, dare not use, and not easy to use" in enterprise digital transformation by deeply integrating industry-first principles.

With the Mixture of Experts (MoE) as its core architecture, the TPT platform establishes an agent generation system. Compared to the traditional approach of developing isolated solutions for single scenarios, this industrial AI enables intensive empowerment. Relying on five core capability matrices—simulation, control, optimization, prediction, and evaluation—it can penetrate the data value layer and replace multiple traditional industrial software. This model not only adapts to various complex processes like coal chemical and petrochemical production but also significantly reduces model development and operational costs, effectively alleviating the performance bottlenecks of general-purpose models in complex production environments.
In terms of interactive experience and application closure, the TPT platform incorporates an agent mechanism, supporting front-line operators to communicate using natural language. Even employees without a programming background can describe production issues in everyday language to obtain expert-level optimization suggestions. More importantly, this industrial AI system achieves a full-chain closed loop from identification and assessment to decision-making and execution. It no longer merely stays at the data analysis level but can directly interface with control systems to participate in production operations, playing a substantive role in ensuring production safety, reducing energy consumption, and improving equipment maintenance efficiency.
As Supcon Technology continues to promote the large-scale reuse of digital capabilities, this industrial AI is gradually being deployed on the production front lines, providing more precise and efficient intelligent decision support for process industry enterprises in the People's Republic of China.









