The impact of ML in robotics
30 April 2024
Manufacturing / Production Technology, Hardware & Services
By Andrew Crackett, Yaskawa Southern Africa.
The integration of machine learning into robotics has the potential to revolutionise many industries, and particularly the manufacturing sector. Productivity, efficiency, precision, and flexibility are essential in this industry, and its incorporation into production processes is increasing rapidly. Yaskawa Southern Africa, among others, is at the forefront of embracing this transformative technology to optimise innovation and propel the manufacturing industry forward.
Andrew Crackett, Managing Director at Yaskawa Southern Africa, emphasises the role that ML plays in manufacturing, asserting, “Machine learning in automation and robotics allows for a significant increase in productivity in manufacturing processes, which would undoubtedly optimise most operations, leading to a higher degree of competitiveness.”
One of the key advantages of incorporating ML into robotics is the ability to enhance the automation capabilities already in place. When considering traditional robotic systems, units operate based on pre-programmed instructions, and this has limited their adaptability to dynamic environments. However, by integrating ML into production processes, robotic systems can now analyse vast amounts of data, learn from previous tasks, and use intelligent decision-making autonomously. This increases their versatility, makes them more attuned to detecting system flaws, and optimises performance, without the need for human intervention.
Additionally, advanced algorithms in ML facilitate intuitive human-robot interaction. “Collaborative robots (or cobots), like Yaskawa’s MOTOMAN HC Series of robots, not only enhance productivity but also foster a safer and more collaborative manufacturing environment,” explains Crackett.
ML is also able to drive continuous improvement in manufacturing operations. Using sensors, cameras, and other sources, ML algorithms are able to identify patterns, predict system failures, and optimise maintenance. “This predictive maintenance approach is able to reduce downtime and maintenance costs, and prolongs the lifespan of machinery,” says Crackett. Moreover, ML enables adaptive manufacturing, where production processes can be adjusted in response to changing demands. This versatility strengthens competitiveness in a fast-paced global market.
However, unlocking the full potential of ML in robotics and automation requires a concerted effort to overcome various challenges. “Data quality, security concerns, and ethical considerations are among the more critical issues that need to be taken into consideration to ensure the responsible use of ML-optimised robotic systems,” notes Crackett.
Machine learning in robotics and automation in the manufacturing industry represents a transformative force that has the power to revolutionise the industry. By leveraging its capabilities, companies can drive significant advancements in efficiency, productivity, and competitiveness. As industries embrace this paradigm shift, the future of manufacturing holds boundless opportunities for innovation and growth.
Further reading:
Soldering day highlights
Manufacturing / Production Technology, Hardware & Services
JAPAN UNIX has published a new event report and highlight video from their UNIX SOLDERING DAY 2026 in Hungary. This event reflects on their commitment to supporting manufacturers not only through soldering automation systems, but also through technical education, live demonstrations, hands-on training, and practical engineering know-how.
Read more...
Clearing the Static: Electrostatic Discharge
Actum
Manufacturing / Production Technology, Hardware & Services
A cordless ESD (Electrostatic Discharge) wrist strap does not work by grounding the person in the same way as a traditional wired wrist strap. Instead, it works by reducing or balancing the static charge on your body so that you are less likely to discharge electricity into sensitive electronic components.
Read more...
Engineering trust in South Africa’s SMT sector
ZETECH ONE
Manufacturing / Production Technology, Hardware & Services
From a small Johannesburg start-up to a trusted SMT technology partner, Zetech One has spent four decades helping South African electronics manufacturers improve production quality, efficiency and reliability.
Read more...
The new reality of PCB material supply
Jemstech
Editor's Choice Manufacturing / Production Technology, Hardware & Services
How resilient manufacturing strategies are helping OEMs navigate a changing global supply chain.
Read more...
Streamlining Device Programming with the AutoBee-D1
Vepac Electronics
Manufacturing / Production Technology, Hardware & Services
The AutoBee-D1 desktop automated programmer is designed to simplify the programming of devices, while delivering consistent accuracy, high throughput and reduced manual intervention.
Read more...
Zero PFAS die attach paste
Testerion
Manufacturing / Production Technology, Hardware & Services
With silver price volatility increasing and sustainability requirements accelerating across semiconductor assembly, MacDermid Alpha Electronics Solutions introduces ATROX CD 560-1, a zero per- and polyfluoroalkyl substance (PFAS) alternate silver filler die attach paste.
Read more...
Precision jet printing for advanced PCB designs
MyKay Tronics
Manufacturing / Production Technology, Hardware & Services
Mycronic’s BA 01 small dot ejector delivers unmatched precision in solder paste jet printing for advanced PCB designs.
Read more...
Strengthening local electronics manufacturing through investment and innovation
Microtronix Manufacturing
Editor's Choice Manufacturing / Production Technology, Hardware & Services
Microtronix South Africa cements its commitment to local manufacturing with ongoing investments in production capacity, skills development, and job creation.
Read more...
Polypropylene pole-top boxes support smarter, more secure electricity networks
Manufacturing / Production Technology, Hardware & Services Enclosures, Racks, Cabinets & Panel Products
As South Africa accelerates the rollout of smart prepaid electricity metering, innovative enclosure technology from Power Process Systems (PPS) is helping utilities improve network security, reduce electricity theft and protect critical electrical infrastructure.
Read more...
200 W of power in a space-saving design
Vepac Electronics
Manufacturing / Production Technology, Hardware & Services
The Hakko FX-972 Soldering Station delivers high-performance soldering in a compact package, making it suitable for a wide range of soldering applications.
Read more...
printer friendly version