Industries

Illuminating Data Analytics for Photonics & LED Manufacturing

For manufacturers of products and devices that utilize light emittance, light capture, and light signal processing — yieldWerx provides advanced analytical solutions designed to empower engineers with unparalleled insights at the pixel level.

Photonics & LED Manufacturing
Navigating the Complexities of the Photonics & LED Industry

The photonics and LED industry faces unique challenges including complex growth processes, stringent optical and thermal management performance requirements, and demanding reliability testing across multiple wavelength technologies. Manufacturers face the challenges of siloed data from diverse testing equipment and correlating process variables to final device performance. These devices can range from medical devices, AR/VR products, Consumer products e.g., camera’s, Wearables etc.

Photonics & LED Manufacturing 01

Key Challenges

Wavelength Control and Spectral Precision

Achieving consistent, precise emission and
detection wavelengths across the optical spectrum for high-performance applications.

Miniaturization and System Integration

Developing smaller, multifaceted optoelectronic
devices that maintain or improve performance levels while reducing size and complexity.

Thermal Management and Power Efficiency

Implementing effective thermal regulation strategies to ensure device reliability and optimize energy efficiency in densely integrated systems such as LiDAR and high-power LED arrays.

How It Works

How yieldWerx Supports
the Photonics & LED Industry

Comprehensive Quantitative Analysis

Analysis for color consistency, brightness uniformity, and spectral performance across diverse light sources and displays, ensuring optimal visual quality and color fidelity.

Robust Statistical Process Control

Tools for continuous monitoring of pixel data over production runs, facilitating early detection of deviations, trending of pass/fail pixels, and root cause analysis to drive process improvements and maximize yield stability.

Defect Management

Sophisticated pattern recognition, defect clustering, and anomaly detection at the pixel level — supporting the identification of both systematic, repeating defects and unpredictable, random issues that could affect product performance and yield.

Quality Control & Risk Containment

Robust outlier control with customizable limits and predictive detection allows for early defect detection.

Integrated Systems

Such as LiDAR and high-power LED arrays.

Process/Yield Analytics & Reporting

Provides holistic end-to-end data visualizations across manufacturing lifecycle for high volumes of data.

Unified Data Repository

Harmonized data across the product lifecycle for cross-stage analysis – Pixel Results vs. Test Data vs, Defect/Inspection data & Images

Automated Analysis & Dispositioning

Automate wafer merge across diverse sets of data and apply unique rules and polices to merge data.

Quality Control & Risk Containment

Robust outlier control with customizable limits and predictive detection allows for early defect detection.

AI Powered Commonality Analysis

Automate cross center anomaly detection utilizing the power of AIML to identify causes of yield loss originating from difference equipment or processes.

Root Cause Knowledge Graphs

AI-driven knowledge graphs help identify root causes by visually guiding users through weighted paths to identify root causes quickly and accurately.

Scalability

Allows parameters to be tracked across a wide variety of product types, ensuring that each device maintains high yields across different industry requirements – including when LED devices for example are married/mated to other products in 2.5/3D packaged Finished Goods.

Auto Lot Diposition

Our Cross-Lot comparison module helps identify inconsistencies related to material issues, reducing variability due to manufacturing and other environmental factors.

End 2 End Lifecycle

Maintain complete traceability throughout the product lifecycle to identify root causes and maintain audit compliance.

Sharpen Your Competitive Edge

Discover the yieldWerx difference and revolutionize your semiconductor operations. Schedule a demo today!

Success Popup Widget
PTC-Logo

PTC

Partner

PTC is a semiconductor consulting firm based in Malaysia, providing strategic and technical consulting services to semiconductor manufacturing, assembly, test, product and ecosystem companies across Asia. yieldWerx, a leading innovator in semiconductor yield management solutions, and PTC, a premier Malaysia-based consulting firm for the semiconductor manufacturing industry, have announced a strategic collaboration to address the growing need for comprehensive data analytics across the semiconductor manufacturing lifecycle in the rapidly expanding markets of Malaysia and India.
This collaboration combines yieldWerx’s state-of-the-art analytics platform with PTC’s extensive industry knowledge and regional presence to strengthen semiconductor manufacturing capabilities across East Asia. By providing sophisticated analytics solutions tailored to regional needs, yieldWerx and PTC aim to streamline factory setup and operations, implement rigorous quality assurance protocols, and accelerate the development of sustainable semiconductor ecosystems across both countries. PTC will act as the regional consulting partner, offering advisory, deployment support, and strategic integration services to fabless clients, OSAT facilities, and manufacturing startups adopting the platform.