Massive-Parallel Algorithms for Identifying the Production Batches of Semiconductor Devices

V. Orlov, I. Rozhnov, L. Kazakovtsev, O. S. Stephanenko, T. Strekaleva, N. Rezova
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Abstract

The modern development of rocket and space technology sets stringent requirements for hardware developers - improving the overall spatial and weight characteristics, increasing the hardware functionality and increasing the period of active existence. The range of electronic devices used in spacecraft on-board equipment must have the following set of specific conditions: (1) a large set of tasks performed by rocket and space technology leads to the necessity of using a wide variety of electronic devices standard types with an extremely small quantitative requirement; (2) the wide electronic devices functional range requires the use of various technologies in production, many of which are unique and absent in the Russian Federation; (3) stringent requirements for the active existence period in the absence of repair opportunities lead to super-stringent requirements for reliability and resistance to outer space destabilizing factors. Due to the fact that the Russian Federation does not produce specialized electronic devices for rocket and space technology, the problems of completing on-board equipment are solved by using foreign-made electronic devices and domestically made electronic devices processed by specialized test technical centers with the total incoming control, additional screening tests, diagnostic non-destructive testing and selective destructive physical analysis. To reduce the computation time for the selection of potentially unreliable electronic products for space application, we propose parallel algorithms with a greedy agglomerative heuristic procedure for solving problems of automatic grouping with large amounts of data, adapted to the CUDA architecture.
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半导体器件生产批次识别的大规模并行算法
火箭和航天技术的现代发展对硬件开发人员提出了严格的要求——提高整体空间和重量特性,增加硬件功能,增加有效存续期。航天器机载设备所使用的电子设备的范围必须具备下列一组特定条件:(1)火箭和空间技术所执行的任务范围大,需要使用种类繁多、标准类型多、数量要求极低的电子设备;(2)广泛的电子设备功能范围要求在生产中使用各种技术,其中许多技术在俄罗斯联邦是独一无二的;(3)对无维修机会的有效存续期的严格要求导致了对可靠性和抗外层空间不稳定因素的超严格要求。由于俄罗斯联邦不生产用于火箭和空间技术的专门电子设备,完成机载设备的问题是通过使用外国制造的电子设备和由专门测试技术中心加工的国产电子设备来解决的,这些电子设备具有全面进入控制、附加筛选测试、诊断性无损测试和选择性破坏性物理分析。为了减少空间应用中潜在不可靠电子产品选择的计算时间,我们提出了一种适合CUDA架构的贪心聚类启发式并行算法,用于解决具有大量数据的自动分组问题。
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