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[Industry Trends] ‘AI machine vision’, a key technology in smart manufacturing... What is its main role? |
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‘AI machine vision’, a key technology in smart manufacturing... What is its main role?
Artificial Intelligence (AI) has
revolutionized many industries by enabling machines to perform tasks that were
once exclusive to humans. One of the application areas contributing to this
revolution is AI Machine Vision. This technology empowers machines to 'see' and
comprehend their surroundings. Machine Vision is an AI field that enables
machines to interpret and understand visual information from the surrounding
world. It mimics human vision by processing images or videos to comprehend what
is being seen. AI-supported machine vision systems can perform various tasks,
including object recognition, scene analysis, and even tasks like autonomous
driving. Manufacturing is one of the industries
significantly impacted by AI Machine Vision, providing various applications
that enhance production processes, quality control, and overall efficiency.
Currently, AI Machine Vision is widely utilized in manufacturing for tasks such
as quality management, defect detection, and robot automation. One of the crucial applications of AI
Machine Vision is quality management. Traditional quality management processes
often require human inspectors, which can be time-consuming, inconsistent, and
prone to human errors. AI Machine Vision systems can perform quality management
tasks with remarkable speed and accuracy. In the manufacturing of various products
such as electronic goods, automotive components, and consumer goods, AI Machine
Vision cameras capture real-time images of the products. These images are then
analyzed by AI systems to identify defects, irregularities, or incompleteness.
The system can detect imperceptible flaws, scratches, or alignment errors that
may not be visible to the human eye. If a defect is detected, the system can
trigger alerts for immediate actions, such as halting the production process
for additional inspection or correction. This ability to take immediate
measures enhances the overall efficiency of the quality management process. In the manufacturing of various products
such as electronics, automotive parts, and consumer goods, AI machine vision cameras
capture images of products in real time. These images are analyzed by AI
systems to identify defects, irregularities or imperfections. The system can
detect defects invisible to the human eye, such as cracks, scratches or
misalignment. If a defect is discovered, the system can trigger an alert to
take immediate action, including stopping the production process for further
inspection or correction. AI Machine Vision offers several advantages
in the field of quality management, including improved product consistency,
reduced defect rates, increased production efficiency, and cost savings by
minimizing the need for manual inspections. In addition to quality management, AI
Machine Vision is essential for defect detection. Manufacturing with defective
products can lead to costly rework, product recalls, and potential safety
issues. Machine Vision systems can quickly scan for defects such as missing
components, incorrect assembly, or other anomalies that can compromise product
quality. Robotics and automation have become crucial
elements in modern manufacturing processes. AI Machine Vision plays a vital
role in enabling robots to perform tasks with high precision and adaptability.
In automated manufacturing, robots equipped with Machine Vision systems can perform
various tasks, including item selection and placement, component assembly, and
product inspection. In the electronics industry, AI Machine
Vision is used to verify that each component of a circuit board is correctly
placed, soldered, and functioning. If a product deviates from expected
standards, it can be automatically rejected or sent for rework. This not only
ensures product quality but also reduces the likelihood of defective products
reaching consumers. AI Machine Vision enables robots to
recognize and respond to the presence of humans or other obstacles, reducing
the risk of accidents and improving collaboration between humans and robots on
the factory floor, thereby enhancing manufacturing safety. AI Machine Vision has become an essential
tool in modern manufacturing. Applications in quality management, defect
detection, and robot automation have streamlined production processes, improved
product quality, and increased efficiency in the manufacturing industry. As technology continues to advance, AI Machine Vision will play an increasingly important role in shaping the future of manufacturing, paving the way for more agile, cost-effective, and quality-focused production processes. ‘AI machine vision’, a key technology in smart manufacturing... What is its main role? (hellot.net) |
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