Page 56 Continued from previous page
repair workflows enhance consis- tency and reduce setup time. Centralized AI deployment en- ables uniform inspection strate- gies across multiple lines, while real-time SPC, trend monitoring, defect tracking, remote alarms, and seamless MES integration provide full visibility into produc- tion health. The YMS 4.0 central- ized management system ties these capabilities together, deliv- ering closed-loop control and end- to-end traceability. “The real power of test and
inspection isn’t just pass or fail,” Chen notes. “It’s the insight be- hind the data. That insight drives higher yields, faster root- cause analysis, and better deci- sions across the factory.” TRI’s solutions are deployed
in markets where failure is not an option. Automotive and EV man- ufacturers rely on its systems for coplanarity verification, 3D CT analysis, ECU testing, and LED inspection. Semicon ductor and advanced packaging customers demand its high-resolution in- spection and AI defect detection. Consumer electronics manufac- turers benefit from throughput acceleration and cycle-time reduc- tion, while tele communications customers depend on reliable in- spection for high-density 5G and IoT hardware. Medical device manufacturers require traceable metrology for regulatory compli-
www.us -
tech.com
ance, and aerospace and defense programs depend on comprehen- sive testing for mission-critical electronics.
Supporting these industries
is TRI’s global service infrastruc- ture, which delivers preventive maintenance, remote diagnos- tics, on-site technical support, and rapid spare parts provision- ing. This support network rein- forces the company’s core philos- ophy: reliable systems, pre- dictable performance, and con- tinuous customer success. “We don’t measure success by how fast a machine leaves our
Continued from page 49
tion can be beneficial in time sav- ings and defect reduction. OEE, MTBF, LU, and E-CPH are KPIs, with feedback from SPI/AOI triggering auto-adjusts like print offsets or cleaning — reducing defects on the fly. Visualization of production
lines displays the operation status of all production lines on a single screen. This allows operators to monitor the overall production process at a glance. Errors are vi- sualized, prompting operators to respond quickly. Detailed infor- mation about errors on specific lines or machines can be accessed, enabling rapid identification and resolution of issues. Detailed ma- chine monitoring can check the
THERMAL FATIGUE RESISTANCE
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facility,” Chen says. “We meas- ure it by how long it runs invisi- bly in production, day after day, without drama.” As electronics become more
compact, complex, and deeply em- bedded in everyday life, the de- mand for adaptable, high-preci- sion test solutions will only inten- sify. TRI continues to invest in deep learning, advanced 3D imag- ing, CT algorithms, high-precision metrology, high-density test ar- chitectures, and enterprise-level manufacturing intelligence, while maintaining the customer-focused engineering culture that has de-
detailed status of individual ma- chines within a production line. This helps in pinpointing the cause of errors and preventing further repercussions. Systems like the IPQC
Expert utilize predictive monitor- ing to analyze short-term trends and provide guidance for resolving issues before they escalate. Inline inspections (AOI/SPI) and yield reports (FPY) prevent escapes, while process control ensures reli- ability. Metrics to track include OEE (overall equipment effective- ness), MTBF (mean time between failures), LU (line utilization), E- CPH (effective components per hour), bottlenecks. A digital twin concept in- volves real-time monitoring of
March 2026 Test Research, Inc., Builds Engineering Confidence...
fined the company for more than three decades. “Engineering is always
about tradeoffs,” Chen con- cludes. “We focus on making the right ones, not the easiest ones, by designing for the lifetime of the product and the realities of the people who build it.” Contact: Test Research
USA, Inc., 832 Jury Court, Suite 4, San Jose, CA 95112 % 408-567- 9898 E-mail:
triusa@tri.com.tw Web:
www.tri.com.tw r
See at APEX Expo, Booth 2833 SMT Processes for Enhanced Productivity...
equipment status, productivity, and panel flow to spot slow ma- chines. It is a PC-based system that recreates the machine con- ditions in real time. In-process quality control (IPQC) — SPI — feeds back to printers for auto- corrections. AOI communicates with pick-and-place for adjust- ments. This can reduce defect rates tremendously, reduce de- lays and defects, and directly boost productivity. Contact: Fuji America
Corp., 171 Corporate Woods Parkway, Vernon Hills, IL 60061 % 847-821-2459 E-mail:
mariek@fujiamerica.com Web:
www.fujiamerica.com r
See at APEX Expo, Booth 2120
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