Next Generation FDC Solutions Leverages Machine Learning for Trace Analysis, Eliminates Modeling, and Reduces Costs Significantly with New Cloud Capable Option
BISTel, the leading supplier of engineering automation and manufacturing A.I. applications, announced today the semiconductor industry’s first cloud capable, A.I. powered, fault detection and classification system (FDC). The new FDC solution, called Dynamic Fault Detection (DFD) in the cloud, offers chipmakers a more comprehensive method for detecting faults. It enables them to improve yield and reduces system deployment time to allow quicker product time-to-market. DFD in the Cloud also greatly reduces total cost of system ownership while maintaining the highest level of security, system performance and is easily scalable to meet changing production demands.
Semi Manufacturing Industry Gets First Cloud Capable FDC System Called Dynamic Fault Detection
To achieve the goal of smart manufacturing, semiconductor manufacturers need to leverage A.I., Cloud, and Internet of Things (IoT) technologies to advanced engineering productivity, and to more efficiently guard against events that harm yield. The new cloud FDC application leverages machine learning to perform trace data analysis to detect faults and it eliminates the need for modeling while still utilizing the power of big data. Today, legacy FDC systems for fault detection offer only summary data analysis from sensors for fault detection. Consequently, small changes in sensor behavior go undetected, resulting in a negative impact on yield. BISTel’s DFD system achieves greater accuracy by establishing trace references dynamically and does not rely solely on the traditional control limiting methods. DFD also uses A.I. to develop smarter algorithms to better distinguish between real alarms and false alarms, resulting in significantly fewer alarms.
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First Cloud Capable FDC Solution with Big Data Infrastructure Reduces Investment Costs
Deploying the new DFD system in the cloud enables many more semiconductor manufacturers to take advantage of its immense benefits by providing access to a full-scale big data infrastructure. This helps customers reduce the considerable capital investments, which often challenge the budgets of many small and mid-size chip manufacturing organizations. Other benefits include:
Cost and Time Savings
In an on-premise installation, a variety of hardware and software are required to run a new application such as an FDC solution like DFD. In the cloud, the infrastructure required for execution and data storage are provided virtually by the cloud vendors. While there is a subscription cost to cloud services, the total cost of ownership for an application is typically much lower for a cloud-based system, regardless of system size. This model affords semiconductor companies the flexibility to assign the costs of a new system as operating expenses (OpEx) instead of capital expenses (Capex). One of the biggest challenges facing device makers today is the lack of technical expertise within their existing team to support a big data system required for the new application. However, by deploying the DFD system on cloud, the responsibility of supporting a big data system moves to the cloud vendor, cutting costs and reducing system rollout time.
“The commercialization of our new A.I., cloud and edge computing technologies is the driving force behind BISTel new cloud-capable FDC solution that helps our customers improve their detection accuracy leading to better yields and greatly improved engineering productivity,” commented W. K. Choi, President and CEO, BISTel. “It is the first of many A.I. solutions we will roll out over the next 12-18 months to meet the new requirements for smarter manufacturing.”
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FDC Cloud Option Offers Major Systems Performance and Security Benefits
BISTel’s cloud based FDC system offers the same high level of security as any on-premise system. Also, Time critical applications such as FDC systems are deployed on-premise to minimize risk and latency so best performance can be achieved. However, with the advent of advanced networking technologies, along with a global infrastructure of high-bandwidth networks, cloud-based systems now offer the same level of high performance as an on-premise system.