Software & Algorithm Provider Control & Software Systems Education & Research
AI Streamlines Large-Scale Control System Migration Processes
Original from AutomationWorld.com: Using AI In Large-Scale Control System Migrations

AI Streamlines Large-Scale Control System Migration Processes

Large-scale control system migrations often involve extensive repetitive engineering tasks, such as processing thousands of control loops and legacy files. A recent project demonstrated the effectiveness of artificial intelligence in automating these processes, significantly reducing the time needed to develop scripts for data transfer from days to minutes. By utilizing AI, engineers could efficiently manage large-scale revisions and improve standardization across migration efforts.

The integration of AI into control system migrations is crucial as it addresses the challenges posed by outdated or incomplete documentation. AI models can convert scanned pages into searchable formats, enabling engineers to quickly locate specific terms or hardware references. However, while AI enhances efficiency, it is not infallible and requires careful oversight, particularly when interpreting legacy information or generating operator graphics.

Looking ahead, teams should approach AI implementation with caution, starting with small, measurable tasks to ensure effectiveness. Cleaning and standardizing source data is essential to maximize AI's potential. As AI technology continues to evolve, its role in control system migrations will likely expand, but human expertise will remain vital for ensuring accuracy and usability.

Editor's Note

The application of AI in control system migrations highlights a significant trend in the automation of engineering tasks. As industries increasingly adopt AI technologies, understanding their limitations and best practices will be crucial for successful integration. This evolution could reshape workflows, enhance efficiency, and reduce errors in complex engineering projects.

RobotToday Initiative

Robotics needs a service framework.

RSF defines a common language for robot service capability, lifecycle operations, certification pathways, and service-provider networks.

Share

Related Articles/News

Robotics Summit & Expo 2027 | Jun 2–3, Boston

Robotics Summit & Expo 2027 | Jun 2–3, Boston

Robotics Summit & Expo 2027, June 2–3 at the Hynes Convention Center, Boston: The Robot Report's developer event with RBR50 awards and DeviceTalks Boston.

Events
NASA Lunabotics Challenge 2027, KSC, May 24-27

NASA Lunabotics Challenge 2027, KSC, May 24-27

NASA Lunabotics Challenge 2027: US college teams build lunar construction robots at Kennedy Space Center, May 24-27, 2027, in a new single-week format.

Events
RobotToday Weekly September 28 – October 2, 2026

RobotToday Weekly September 28 – October 2, 2026

AMD buys World Labs for $8.2 billion, Tesla lines up $30 billion in credit, Boston Dynamics reveals a new Atlas hand, Figure melts its F.02 fleet, and IDC counts 25,000 humanoids shipped in H1.

RobotToday Weekly
PTC Onshape at IMTS 2026: AI That Writes Its Own CAD Tools

PTC Onshape at IMTS 2026: AI That Writes Its Own CAD Tools

PTC's Darren Henry shows Onshape's FeatureScript MCP Server turning a supplier PDF into a parametric CAD tool in 34 minutes, and what it means for robots.

Artificial Intelligence Market and Business News
Bionic Force Control: Dual-Arm System for Industrial and Home Use

Bionic Force Control: Dual-Arm System for Industrial and Home Use

Shanghai Weiyi Technology has developed a dual-arm robotic system that integrates high-precision joint modules and collaborative control technology. This system is designed to operate effectively in both industrial environments and home settings, addressing the need for versatile robotic solutions. It can perform tasks such as assembly, polishing, and pal...

Humanoid Robots Industrial Automation Home Robotics
Robots Revolutionize Safety and Efficiency in Power Distribution Operations

Robots Revolutionize Safety and Efficiency in Power Distribution Operations

Recent advancements in power distribution operations have been marked by the introduction of the 'Silicon-based Guard' maintenance solution by Ruiman Intelligent and Zhuxin IoT. This innovative approach integrates embodied robots into the entire maintenance process, transitioning from traditional human oversight to a more autonomous model. This shift is c...

Power Distribution Embodied Robotics AIoT
Reflecting on 25 Years of 'Star Trek: Enterprise' and Its Complex Legacy

Reflecting on 25 Years of 'Star Trek: Enterprise' and Its Complex Legacy

Twenty-five years after its premiere, 'Star Trek: Enterprise' presents a mixed legacy. The series, which serves as a prequel to the original Star Trek, follows Captain Jonathan Archer and the crew of the first starship Enterprise (NX-01). Despite its ambitious narrative and character development, the show faced significant backlash during its early season...

KAIST's RAIBO2 Robot Dog Completes Marathon on Single Charge, Outperforming Human Efficiency

KAIST's RAIBO2 Robot Dog Completes Marathon on Single Charge, Outperforming Human Efficiency

KAIST's quadruped robot, RAIBO2, successfully completed a marathon distance of 42.195 kilometers in 4 hours, 19 minutes, and 52 seconds on a single battery charge. This achievement occurred during the 2024 Sangju Dried-Persimmon Marathon, showcasing significant advancements in robotic endurance and energy efficiency. The completion of the marathon is a pi...

AI and Robotics
Glacian: Physics Model Vets AI Data Center Cooling

Glacian: Physics Model Vets AI Data Center Cooling

Glacian Technologies pairs AI with a physics-based digital twin that rejects unsafe commands. CEO Jie Zhao on cutting data center cooling energy 15-30%.

Artificial Intelligence
Siemens on Robots, Agentic AI and the "Last 3%" Problem

Siemens on Robots, Agentic AI and the "Last 3%" Problem

Siemens tells RobotToday at IMTS 2026 why AI robot demos are only the tip of the iceberg, and why agentic AI depends on PLM data and business context.

Industrial Robots
Essential Control Engineering Skills as AI Capabilities Evolve in Automation

Essential Control Engineering Skills as AI Capabilities Evolve in Automation

Recent discussions in the automation industry have focused on the evolution of software and logic processing hardware. As software-defined automation and concepts like DevOps gain traction, the role of controls engineers is shifting but remains crucial. While modern tools streamline logic production, the understanding of complex machines and processes is ...

Factory / Analytics
Posco Implements Robotic Systems at Seoul Headquarters to Enhance Safety and Efficiency

Posco Implements Robotic Systems at Seoul Headquarters to Enhance Safety and Efficiency

Posco has launched robotic systems for building maintenance and customer services at its headquarters in Seoul. This initiative includes a robot designed for cleaning the exterior of the multistory building, aimed at enhancing worker safety and operational efficiency. The deployment of these robots began on September 5, following successful tests on lower...

All News

Related Suppliers

Logical Systems Inc. (LSI)

Memphis, Tennessee controls integrator founded 1985; migrates legacy PLCs, builds SCADA and MES systems across 15 offices in three countries.

System Integrator Control & Software Systems Logistics & Supply Chain

4IR Solutions

Bethlehem, Pennsylvania manufacturing-cloud company led by CEO James Burnand; its FactoryStack platform runs Ignition SCADA for more than 250,000 users.

Data Design Engineering SARL

Korea-founded, Luxembourg-based AI software company embedding customized AI into robots and unmanned systems for offline autonomous operations.

Altair Engineering

American simulation and HPC software company founded 1985 in Troy, Michigan; creator of the HyperWorks CAE platform; acquired by Siemens in 2025 for $10.6B.

Sensory Robotics

Sensory Robotics makes the SR-1, the first UL 1740 / PLd Cat 3 certified fenceless 3D robot safety system, deployed in automotive and manufacturing cells.

Textron Systems

US defense unit of Textron Inc. building Aerosonde UAS, CUSV and TSUNAMI uncrewed vessels, and Ripsaw robotic ground vehicles for military customers.

Mid-Tech Services

US provider of industrial automation services including equipment installation, maintenance, and integration support for manufacturing facilities.

Cleveland Automation Systems

Ohio-based FANUC-authorized system integrator specializing in PLC programming, robotic controls, and custom automation for US manufacturers.

Industrial Manufacturing Robot Manufacturer System Integrator

INFOFLA

Seoul-based Korean AI automation startup building Vision Language Model-powered software for workflow automation, including its Selto AI agent platform.

Motion & Navigation

Violet Labs

Violet Labs builds a cloud-based digital thread platform that integrates engineering data across the hardware development lifecycle for robotics and aerospace.

Shanghai Artificial Intelligence Laboratory 上海人工智能实验室

Shanghai-based national AI research institute founded 2020; develops the InternLM model family and the Intern-Robotics embodied-AI engine.

Stanford Artificial Intelligence Laboratory

Stanford, California university AI research lab founded 1963 by John McCarthy; about 25 faculty work on machine learning, robotics, vision, and NLP.

Education & Research Research Institute Software & Algorithm Provider

inJoin the RobotToday community on LinkedIn

Daily robotics news, in-depth analysis, conference highlights, and discussions with professionals worldwide.