With TwinCAT Machine Learning Server as an additional inference engine, TwinCAT Machine Learning also meets the increasingly growing requirements of machine learning (ML) or deep learning for industrial applications. This is because ML models are becoming more and more complex, the execution speed is expected to increase and greater flexibility of inference engines is demanded with respect to ML models.
TwinCAT Machine Learning Server is a standard TwinCAT PLC library and a so-called near-real-time inference engine, i.e., in contrast to the two previous engines, it is not executed in hard real-time, but in a separate process on the IPC. In return, basically all AI models can be executed in the server engine and this with full support of the standardised exchange format Open Neural Network Exchange (ONNX). Furthermore, there are AI-optimised hardware options for this TwinCAT product that enable scalable performance.
The TwinCAT Machine Learning Server can operate in classic parallelisation on CPU kernels, either using the integrated GPU of the Beckhoff Industrial PCs or accessing dedicated GPUs, e.g., from NVIDIA. This provides an inference engine with maximum flexibility in terms of models and high performance in terms of hardware. Applications can be found in predictive and prescriptive models as well as in machine vision and robotics. Examples include image-based methods for sorting or evaluating products, for defect classification as well as defect or product localisation and for calculating gripping positions.
Siemens’ PAVE360 to support new Arm Zena Compute Subsystems
IT in Manufacturing
Siemens Digital Industries Software is expanding its longstanding relationship with Arm and adding support for the newly launched Arm Zena Compute Subsystems in its PAVE360 software, designed for software-defined vehicles
Read more...Fortifying the state in a time of cyber siege
IT in Manufacturing
In an era where borders are no longer physical, South Africa is being drawn into a new kind of conflict, one fought not with tanks and missiles, but with lines of code and silent intrusions. The digital battlefield is here, and cyber space has become the next frontier of conflict.
Read more...Levelling up workplace safety - how gamification is changing the rules of training
IT in Manufacturing
Despite the best intentions, traditional safety training often falls short, with curricula either being too generic, too passive, or ultimately unmemorable. Enter gamification, a shift in training that is redefining how businesses train for safety and live by those principles.
Read more...Reinventing data centre design: critical changes to meet surging Schneider Electric South Africa
IT in Manufacturing
AI technologies are pushing the boundaries of what is possible which, in turn, is presenting data centres with a whole new set of challenges. Fortunately, several options are emerging which include optimising design and infrastructure for efficiency, cooling and management systems
Read more...Watts next - can IT save the planet
IT in Manufacturing
The digital age’s insatiable demand for computing power has collided with an urgent and pressing need for sustainability. As data centres and AI workloads consume unprecedented energy, IT providers are pivotal in redefining how technology intersects with environmental stewardship.
Read more...South Africa’s digital revolution:
IT in Manufacturing
South Africa stands at a pivotal moment in its technological evolution, poised to redefine itself as Africa’s leading digital powerhouse. Over the past two years, political leaders and media narratives have painted a picture of rapid digital transformation, underscoring the government’s ambition to position South Africa at the forefront of innovation.
Read more...Smart manufacturing, APC and the SA marketplace Schneider Electric South Africa
IT in Manufacturing
Manufacturers are prioritising the integration of smart technologies into their daily operations to stay one step ahead of the competition. In South Africa, some experts believe the country has the potential to leapfrog its global peers through the creation of smart factories.
Read more...Schneider Electric’s Five-Pillar Strategy takes the guesswork out of equip Schneider Electric South Africa
IT in Manufacturing
Schneider Electric’s Field Service Cycle, otherwise known as the Five-Pillar Strategy, is a structured approach to managing the lifecycle of equipment to prolong asset lifespan while reducing the total cost of ownership for customers.
Read more...Beckhoff’s XPlanar boosts productivity in medical device assembly Beckhoff Automation
Fieldbus & Industrial Networking
The intelligent transport system, XPlanar from Beckhoff provided the basis for an innovative system concept allowing the specialists at Automation NTH to reduce the space requirement of an assembly machine for medical diagnostic devices by a factor of 10.
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