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EXTRACTION AND ANALYSIS OF SPATIAL CORRELATION MICROGRAPH FEATURES FOR TRACEABILITY IN MANUFACTURING

机译:制造过程可追溯性的空间相关显微特征的提取与分析

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We propose a method for ensuring traceability of metal goods in an efficient and secure manner that leverages data obtained from micrographs of a part's surface that is instance-specific (i.e., different for another instance of that same part). All stakeholders in modern supply chains face a growing need to ensure quality and trust in the goods they produce. Complex supply-chains open many opportunities for counterfeiters, saboteurs, or other attackers to infiltrate supply networks, and existing methods for preventing such attacks can be costly, invasive, and ineffective. The proposed method extracts discriminatory-yet-robust intrinsic strings using features extracted from two-point autocorrelation data of surface microstructures. Using a synthetic dataset of three-phase micrographs similar to those obtained from metal alloy systems using low-cost optical microscopy techniques, we discuss the optimization of the method with respect to cost and security, and discuss the performance of the method in the context of anti-counterfeiting. Cryptographic extensions of this methodology are also discussed.
机译:我们提出了一种以有效且安全的方式确保金属商品可追溯性的方法,该方法利用了从零件表面的显微照片获得的,特定于实例的数据(即,同一零件的另一个实例不同)。现代供应链中的所有利益相关者都面临着不断增长的需求,以确保其所生产商品的质量和信任。复杂的供应链为伪造者,破坏者或其他攻击者渗透到供应网络中提供了许多机会,而防止此类攻击的现有方法可能是昂贵的,侵入性的且无效的。所提出的方法使用从表面微结构的两点自相关数据中提取的特征来提取具有区分性的但鲁棒的本征字符串。使用类似于使用低成本光学显微技术从金属合金系统获得的三相显微照片的合成数据集,我们讨论了该方法在成本和安全性方面的优化,并讨论了该方法在以下方面的性能:防伪。还讨论了该方法的密码学扩展。

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