The TwinCAT Machine Learning Creator from Beckhoff is aimed at automation and process experts, and adds the automated creation of AI models to the TwinCAT 3 workflow. This allows users to handle the entire process, from data collection to the trained model, for themselves – without any AI expertise of their own. The finished model is optimally adapted to real-time requirements in the control environment in terms of latency and accuracy.
A prime application for the versatile TwinCAT Machine Learning Creator (TE3850) lies in AI-supported image processing for quality assurance. This, along with various other applications, taps into the ease and standardisation of creating AI models for automation through Beckhoff’s no-code development platform. It not only leverages open standards, interfaces, and best practices, but also provides the trained models in the open standard format ONNX. These latency-optimised AI models for control applications are specially adapted to run on Beckhoff IPCs and with TwinCAT products, although they can also be used as ONNX models beyond the Beckhoff product world.
With TwinCAT Machine Learning Creator offering fully automated AI model creation, the potential of artificial intelligence is now available to all – including smaller companies – offering a competitive edge and much-needed solutions for the growing shortage of specialist skills. And for seasoned AI experts, this solution serves to streamline their workload considerably, while also minimising the potential for errors. The ability to speed up project development processes offers yet another clear advantage, particularly as the development tool provides extensive and transparent methods for displaying the behaviour of the models created and comparing them with each other. Users can also benefit from automated report generation, which supports auditing processes for AI model creation. Another crucial aspect is that the required application-specific data remains protected since it does not leave the company.
A single platform for all automation functions Beckhoff Automation
Fieldbus & Industrial Networking
The introduction of TwinCAT in 1996 marked a decisive evolutionary step for PC-based control. Today, the TwinCAT platform combines all automation functions in a strictly deterministic real-time environment, from PLC and motion control through CNC and measurement technology and beyond, to vision, robotics and pioneering AI tools.
Read more...Siemens ecosystem strengthens data and AI integration Siemens South Africa
IT in Manufacturing
Siemens has announced significant expansions to its Industrial Edge ecosystem, accelerating data and AI integration and releasing enhanced cybersecurity functionalities. These enable a seamless integration of IT and OT environments, optimise processes and reduce operational disruptions.
Read more...Siemens manages shipbuilding process for HD Hyundai Siemens South Africa
IT in Manufacturing
Siemens has been selected by HD Korea Shipbuilding & Offshore Engineering as a preferred partner to establish an integrated platform to manage the entire shipbuilding process as a single data flow to help ensure consistency across all its global shipyard facilities.
Read more...Transforming the process industry through digitalisation Endress+Hauser South Africa
IT in Manufacturing
By connecting field devices, systems and people, digitalisation creates new opportunities to optimise operations, enhance maintenance strategies and support continuous improvement. As a leading instrumentation provider and major source of process data, Endress+Hauser plays a key role in enabling this transformation.
Read more...Dynamic control of industrial solar plants and energy storage systems Beckhoff Automation
Editor's Choice Electrical Power & Protection
Spanish Group, Power Electronics has demonstrated its comprehensive expertise in sustainable energy supply in over 3000 solar and energy storage projects with a total installed capacity of 120 GW. To control its modular systems, the company relies on open, high-performance Beckhoff control technology.
Read more...The assets you can’t see are the ones that can shut you down
IT in Manufacturing
ABEGuardOT is an asset management solution that delivers continuous, non-intrusive visibility across multi-vendor environments, including Siemens, Rockwell, ABB, Honeywell, Schneider Electric, Emerson, GE and Yokogawa, with support for OPC UA, EtherNet/IP, Modbus and Profibus.
Read more...Edge I/O NTS and the need for industrial speed Schneider Electric South Africa
IT in Manufacturing
One of the most compelling solutions to emerge from industrial automation is Edge I/O NTS, which represents a natural evolution of computing from centralised servers to localised, device-level input/output processing, offering improved speed, efficiency and resilience.
Read more...The next wave of AI-driven process automation Schneider Electric South Africa
IT in Manufacturing
As process industries hurtle toward an AI-driven future, four powerful trends are set to redefine automation strategies in 2026: hyper automation, AI-first automation, low code/no code platforms, and advanced process intelligence.
Read more...Huge increase in denial-of-service cyber threats
IT in Manufacturing
NETSCOUT has released its Distributed Denial-of-Service Threat Intelligence report, revealing sophisticated attacker collaboration, resilient botnets and compromised IoT infrastructure that drove more than eight million DDoS attacks worldwide.
While every effort has been made to ensure the accuracy of the information contained herein, the publisher and its agents cannot be held responsible for any errors contained, or any loss incurred as a result. Articles published do not necessarily reflect the views of the publishers. The editor reserves the right to alter or cut copy. Articles submitted are deemed to have been cleared for publication. Advertisements and company contact details are published as provided by the advertiser. Technews Publishing (Pty) Ltd cannot be held responsible for the accuracy or veracity of supplied material.
printer friendly version