Today's supply chains heavily rely on cyber-physical systems such as intelligent transportation, online shopping, and E-commerce. It is advantageous to track goods in real-time by web-based registration and authentication of products after any substantial change or relocation. Despite recent advantages in technology-based tracking systems, most supply chains still rely on plainly printed tags such as barcodes and Quick Response (QR) codes for tracking purposes. Although affordable and efficient, these tags convey no security against counterfeit and cloning attacks, raising privacy concerns. It is a critical matter since a few security breaches in merchandise databases in recent years has caused crucial social and economic impacts such as identity loss, social panic, and loss of trust in the community. This paper considers an end-to-end system using dendrites as nano-resolution visual identifiers to secure supply chains. Dendrites are formed by generating fractal metallic patterns on transparent substrates through an electrochemical process, which can be used as secure identifiers due to their natural randomness, high entropy, and unclonable features. The proposed framework compromises the back-end program for identification and authentication, a web-based application for mobile devices, and a cloud database. We review architectural design, dendrite operational phases (personalization, registration, inspection), a lightweight identification method based on 2D graph-matching, and a deep 3D image authentication method based on Digital Holography (DH). A two-step search is proposed to make the system scalable by limiting the search space to samples with high similarity scores in a lower-dimensional space. We conclude by presenting our solution to make dendrites secure against adversarial attacks.
翻译:今天的供应链严重依赖智能运输、在线购物和电子商务等网络物理系统。在任何重大改变或迁移之后,通过基于网络的注册和认证产品实时跟踪货物是有好处的。尽管最近在基于技术的跟踪系统方面有优势,但大多数供应链仍然依赖条码和快速反应(QR)代码等简单印刷的标签进行跟踪。虽然这些标签可以负担得起和高效,但却没有带来防止假冒和克隆袭击的安全性,从而引起隐私问题。这是一个关键问题,因为近年来商品数据库中出现了一些安全漏洞,造成了关键的社会经济影响,如身份丢失、社会恐慌和在社区中丧失信任。本文认为端对端系统,利用以纳米分辨率识别识别识别识别系统作为直端的视觉识别器,大多数供应链中仍依赖条形图,通过电化学流程在透明子上生成折变金属模式,这可以因其自然的随机性、高质谱和不可调的特征而用作安全标识。 拟议的框架使用于识别和认证的后端系统搜索程序在后端, 空间搜索和对社区信任度上产生了关键的搜索, 。本文认为端到端端端端端-, 将基于我们基于数字认证和直路路路路路路路路路路路路路路路路路路路路的升级的系统,,将生成的升级为基于的升级系统,将生成的系统,将一个基于路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路路