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1.  Automatically-generated tests that
                                                                                  leverage consistent tool sets provide
                                                                                  the most value for the least amount of
                                                                                  effort.
                                                                                2.  Clean, consistent hardware setups
                                                                                  produce solid results.
                                                                                3.  SLT provides solid value—finding
                                                                                  errors not seen elsewhere.
                                                                                4.  Technology does not sit still, and
                                                                                  there is no end in sight to the device
                                                                                  complexity that will need to be tested.

                                                                                                    st
                                                                              Test moving into the 21  century
                                                                                Device validation/characterization,
                                                                              functional test at ATE, structural test,
        Figure 1: Test-data volumes (blue), transistors per chip (green), and announced chips (purple dots).  and SLT will continue finding use in the
                                                                                st
                                                                              21  century. But just as Star Trek had the
                                                                              next generation, so too, must test. The
                                                                              next generation of test clearly needs to be
                                                                              smarter and leaner. Moving forward, the
                                                                              role of data and artificial intelligence (AI)-
                                                                              driven smart tools (shown in purple in
                                                                              Figure 3) will become more pronounced.
                                                                              These capabilities will allow tests to be
                                                                              streamlined and risks reduced.
                                                                                Another significant change is the
                                                                              prospect for using data from other sources
                                                                              (shown in light blue in Figure 3) in
                                                                              order to both focus the tests on areas of
                                                                              concern and adjust the test margins to
                                                                              reduce the risk of shipping a bad part, all
                                                                              while minimizing the cost of test. ATE’s
        Figure 2: Estimated test vectors per transistor through 2031.         instruments and capabilities can contribute
                                                                              in many ways. The newest areas where
        to multiple homogeneous cells will help,   it catches more problems at the edge of   ATE adds value are listed in items 2, 3, 5,
        it is unlikely to solve this issue. Barring   the various cores and/or devices (that is,   and 6, below:
        new ideas and approaches, test vectors and   interface faults). A clean consistent setup
        the subsequent test times will outpace the   that supports the device while maintaining   1.  Expanded wafer testing (first view of
        growth of the number of transistors in a   the visibility needed to catch faults is key to   new wafers).
        single chip.                       a viable SLT hardware setup.         2.  Known-good-die (KGD) test (at-speed
          One significant limitation of structural   For devices with on-die processors, recent   and at-temperature testing at the wafer
        testing, which necessitated the growth   efforts have graduated beyond running   or singulated-die level).
        of SLT and the continued utilization of   power-up routines to running automatically-  3.  Enhanced first-silicon testing (device
        functional validation efforts, was the never-  generated code sequences, which both   validation, driver development, and
        ending (or perhaps better stated, ever-  utilize and confirm the ability of the   checkout).
        growing) list of fault types that structural   embedded processor to sequence through   4.  Final test (at-speed and at-temperature
        testing must target. Further compounding   tests while performing their duties. These   testing after packaging).
        this test challenge is the trend toward   built-in self-test (BIST)-like sequences can   5.  System-Like-Test™ (Advantest’s term
        More-than-Moore multi-die integrations,   be effective at finding failures both on the   for focused system testing on ATE).
        which bring together multiple devices and   die where one or more reprogrammable on-  6.  Post-silicon validation (including
        exacerbate the testing challenges.  die processors  exist, and on peripherals   parameter/register value optimization).
                                           and chiplets in the package, such as high-  7.   RMA testing (i.e., testing of field
        Method 4: system-level test        bandwidth memories (HBM), as well as   returns).
          For years, SLT has provided value by   high-speed and photonic interfaces, which
        checking that a device can operate in its   may be connected to the central IC through   Several key test steps are evolving
        end-application mode (for example, that   “no-touch” interfaces such as Universal   to offer consistently clean hardware
                                                                      ®
        it can boot an operating system and run   Chiplet Interconnect Express (UCIe) .  setups, automatic tools, and system-
        representative end user applications).   Four things are apparent when reviewing   focused test generation.
        Because its tests occur later in the flow,   the path that got us to today:


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