SmartPilot: A Multiagent CoPilot for Adaptive and Intelligent Manufacturing

TL;DR

SmartPilot is a neurosymbolic multiagent system designed for Industry 4.0 manufacturing, enabling real-time anomaly detection, production forecasting, and decision support through advanced reasoning on multimodal sensor data.

Contribution

It introduces a unified neurosymbolic multiagent framework that integrates anomaly prediction, forecasting, and question answering for industrial applications.

Findings

Effective anomaly prediction on complex sensor data

Accurate production forecasting in manufacturing environments

Seamless decision support for industrial operators

Abstract

In the dynamic landscape of Industry 4.0, achieving efficiency, precision, and adaptability is essential to optimize manufacturing operations. Industries suffer due to supply chain disruptions caused by anomalies, which are being detected by current AI models but leaving domain experts uncertain without deeper insights into these anomalies. Additionally, operational inefficiencies persist due to inaccurate production forecasts and the limited effectiveness of traditional AI models for processing complex sensor data. Despite these advancements, existing systems lack the seamless integration of these capabilities needed to create a truly unified solution for enhancing production and decision-making. We propose SmartPilot, a neurosymbolic, multiagent CoPilot designed for advanced reasoning and contextual decision-making to address these challenges. SmartPilot processes multimodal sensor data and is compact to deploy on edge devices. It focuses on three key tasks: anomaly prediction, production forecasting, and domain-specific question answering. By bridging the gap between AI capabilities and real-world industrial needs, SmartPilot empowers industries with intelligent decision-making and drives transformative innovation in manufacturing. The demonstration video, datasets, and supplementary materials are available at https://github.com/ChathurangiShyalika/SmartPilot.