AI Empowered Cookie Quality Inspection
Published on : Tuesday 06-08-2024
The AI solution for the cookie factory is a smart example of helping food manufacturers take an AI leap.
Can artificial intelligence cook and prepare the food we eat every day? Well, you may be surprised to learn that AI is already cooking and preparing food in specialised smart factories.
One such factory that makes cookies uses it to ensure that each individual item is perfectly baked before packing and shipping so that customers receive a consistent high-quality product. Part of maintaining a perfect bake means keeping a constant temperature in the ovens 24/7, which is a challenge, especially when it comes to batch baking different types of cookies. Right now the factory uses visual inspection, whereby workers check the bake levels and adjust oven temperatures based on their skill and experience. Staff experience is not always 100% consistent though and each person has their own subjective judgement. On the contrary, AI behaves in a non-emotional way and each robot inspects each cookie objectively and controls the oven temperatures automatically. The ever increasing scale of production means the factory can no longer rely on human intelligence to keep up with consumer demand. But with AI, production is optimised and new product types can be developed based on market research from customers. So for example, a new healthier product line can be quickly developed and the AI can easily scale production output to meet demand.
System requirements
To build an AI-driven quality control system for the production line, AI models needed to be prepared prior to deployment. An AI model training server was set up to capture video and collect image datasets from the production lines. Meanwhile, AI models were generated based on carefully designed neural networks and AI training servers leveraged GPU and CPU processing power to manage all the edge AI systems. These AI models were deployed to inference systems via model management software on the training server and on-site training was necessary to improve accuracy on the actual production line.
The AI inference systems on the production line needed to be fanless designs to resist flour and dust damage from the environment. A small form factor was another feature needed to integrate the new edge AI system with existing legacy equipment. AI deployment was critical since the cookie product lines were expected to run at full speed and could not be delayed during inspection. The edge AI system required multiple I/O interfaces to grab video/images from cameras and transmit metadata to central management.
System description
To collect such a large dataset and train various AI models, the factory integrated Advantech’s HPC-7000 server with ASMB-815I server board and installed an RTX graphic card to make a powerful training server. The server has the capability to collect data from edge systems, perform image pre-processing before dataset labelling, and generate AI models for the production line. Once new data arrives, the process can quickly re-train models to increase accuracy.
To maintain baking consistency, Advantech’s MIC-720AI AI Inference System was embedded with a variety of AI models that performed real-time inspection that ensured all cookies were perfectly baked. This edge AI system was also capable of capturing video/image data from area-wide cameras and automatically inspecting bake quality and sorting it into OK and NG categories. NG category cookies were flagged and showed up on the display monitor for the attention of inspectors. Oven temperatures are adjusted as necessary. NG product images and log data were also recorded and sent to the management system for assessment. The factory now enjoys much better efficiency and more consistent high-quality cookie production thanks to their state-of-the-art edge AI system.
Key features
· Full range of products from high computing training servers to compact edge AI systems
· High computing IPC is easily customised to meet the balance between AI computing and dataset storage, and
· Industrial fanless edge AI systems increased efficiency and product quality and consistency.
Why Advantech
To meet a wide variety of edge AI computing requirements in different environments, Advantech provides an AI end-to-end solution and offers a full range of edge servers and AI inference systems, which go together to perform AI inference solutions. Traditional industries typically reach a tipping point before they make the leap into AI. Advantech’s product offering leverages powerful AI computing to support customer’s business objectives. This AI solution for the cookie factory is a smart example of helping food manufacturers take that AI leap.
Frozen Foods Manufacturing Execution System (MES)
How Advantech cooperated with system integrators to provide a series of devices with an extended temperature range for MES.
In traditional food factories, high temperature and humidity can disrupt data transmission and erode equipment durability. Devices such as touch computers and switches can’t translate data and work efficiently due to the factory environment. Another issue concerns employee training – if workers are not familiar with industrial computers, there is a higher likelihood that sensitive devices will be dropped, mishandled, or broken. Overcoming unstable data transmission issues and guarding against breakages are key issues for the food industry and for system integrated manufacturers.
Advantech cooperated with system integrators to provide a series of devices with an extended temperature range (-40~75°C) for MES. These products were designed to endure the high temperatures common in food factories while providing efficient data transmission. (Read More)
To solve this problem, Advantech cooperated with system integrators to provide a series of devices with an extended temperature range (-40~75°C) for MES. These products were designed to endure the high temperatures common in food factories while providing efficient data transmission. Advantech deployed a range of hardware to meet the needs of the integrators. With the Advantech solution, production data could be quickly and efficiently integrated with the MES on the server to allow operators to check and enter the latest information from the Internet.
______________________________________________________________________________________________
For a deeper dive into the dynamic world of Industrial Automation and Robotic Process Automation (RPA), explore our comprehensive collection of articles and news covering cutting-edge technologies, robotics, PLC programming, SCADA systems, and the latest advancements in the Industrial Automation realm. Uncover valuable insights and stay abreast of industry trends by delving into the rest of our articles on Industrial Automation and RPA at www.industrialautomationindia.in
