AssM
AssM, short for Autonomous Systems Management (the exact expansion varies by organization), is a term used in automation and robotics to describe a modular software framework that coordinates autonomous devices and subsystems across a plant, facility, or network. The concept is used in both academic discussions of middleware architectures and in industry as a design pattern for scalable orchestration of heterogeneous assets. A typical AssM consists of a core runtime and a set of plug-in modules that handle sensing, control, communication, and data processing. The core provides scheduling, state management, and a decision layer; the plug-ins expose device interfaces, telemetry collection, actuator commands, and analytics capabilities. Communication adopts standard protocols such as MQTT, OPC UA, or REST, enabling interoperability with field devices, edge gateways, and cloud services. The decision engine combines rule-based logic with machine learning modules to optimize performance, safety, and energy use while supporting simulation and rollback for testing in a sandbox environment. Deployment is commonly containerized and supports on-premises, edge, or cloud configurations with role-based access control and audit trails for compliance. Real-world use cases include industrial automation, robotic fleets, and energy management; benefits cited include improved reliability, scalability, and easier integration of new devices, while challenges include security, governance, and the need for careful model validation. Because AssM expansions are organization-specific, the article describes a representative implementation rather than a universal standard.