Industrial Equipment Manufacturing > AI AOI
Overview⎟
AI on AOI Inspection
54%⇡
2021-2023 CAGR
Advantages of Advantech AI AOI⎟
AI AOI Applications for Vertical Markets⎟
Semiconductor Industry
- Silicon wafer quality inspections
Electronics Manufacturing Industry
- Electronic parts inspections
- Soldering quality inspections
- Panel defect detection
Food and Beverage Industry
- Particle inspections
- Surface inspections
- Baking result inspections
- Packaging inspections
- Size and color inspections
ESG Industry
- Recycling sorting inspections
Textile Industry
- Fabric pattern inspections
- Textile quality inspections
Metal Manufacturing Industry
- Material surface inspections
Requirements to Future-Proof AI AOI Solutions⎟
3D Vision
- XYZ dimension measurements for accurate size, location, and shape identification
- Precise parts handling and pick-and-place capabilities for dynamic tasks
- Diverse object identification
Deep Learning
- AI model retraining for continuous accuracy improvement
- AI distributed architecture supports one-to-many processing to facilitate intelligent scaling according to computing requirements
Inline Deployment
- Edge AI model remote configuration, troubleshooting, and monitoring
- Batch updates and deployment of AI models
- AI model event notifications
Key Factors for AI AOI Deployment⎟
Data Security
- Private or public cloud adoption
- Assessment of software/hardware-based security, such as TPM2.0
Data Convergence
- OS compatibility
- Hardware and software integration for seamless communication
- ERP and MES system integration
Edge System Evaluation
- System platform and GPU solution selection
- Computing power evaluation
- GigE, 10 GigE data transmission bandwidth
- Assessment of edge environment durability and conditions, such as setting, installation, dimensions (space/room in the system), and temperature
- Architecture for remote management, such as backend management system
- Architecture for AI model retraining and deployment
AI AOI Model Building⎟
Four Methods for AI AOI Model Training
Single-Frame
Analysis
Deep Comparison
Analysis
Deep Anomaly
Analysis
Multiple-Frame
Analysis
Premium AI AOI Platform and Services⎟
Advantech provides a total AI AOI solution for edge to cloud services aimed at vertical markets.
- Edge AI System:
A high-resolution image capture and transmission system combined with an advanced AI computing platform to enable rapid, reliable, and precise image analysis. Moreover, diverse CPU/GPU offerings with flexible product configuration allow customers to easily setup or expand edge AI environments as required. - Cloud AI System:
An AI inference and training GPU that offers substantial capacity, capability, and reliability with an optimized server for businesses of diverse size. - WISE-AIFS: An intelligent tool designed to serve as an AI framework for industrial AI AOI re-training, deployment, and life-cycle management.
- Pre-Trained AI Models: AI models that are standardized and commoditized to facilitate rapid deployment of AI applications.
Integrated vision system
MIC-770 V2 + MIC-75G30
Compact Fanless System with
GPU Expansion iModule
Recommended AI Training Servers⎟
Sky-6200
2U up to 4 double width GPU cards
Max density of computing power GPU server
Partnering to Expand the AI AOI Ecosystem⎟
In the era of Industry 4.0, co-creation is paramount. Leveraging its extensive industry experience, Advantech is collaborating with SMASoft, an industrial automation software company, to standardize and commoditize AI AOI solutions. The aim of this partnership is to develop innovative AI AOI technologies that assist diverse industries with upgrading their infrastructure through AI adoption.
About Smasoft ⎟
Smasoft is a software development company focused on the industrial automation sector. Smasoft have revolutionized automation software models by emphasizing a more diverse application approach that delivers a refreshingly new perspective to users and drives growth across numerous platforms for partners.
Downloads
Follow Advantech
How Can We Help?
