Ethical Industry 4.0: Embedding Legality, Integrity and Accountability in Digital Manufacturing Ecosystems

该项目的中心是创建和验证创新的数字框架，以培育一个道德制造生态系统，在这个生态系统中，包括合法性、完整性和责任在内的机器道德在产品设计、制造和服务的整个生命周期中都受到强制要求。在工业4.0时代，制造系统通过先进技术和互联互通得到增强。虽然这一发展极大地扩展了制造机械的功能和可获得性，但它也在制造监管方面引入了前所未有的道德挑战，例如恶意使用可定制的制造(例如，假冒商品和3D打印武器)。该项目开创了对道德产业4.0的探索，并将合法性、诚信和问责原则作为数字制造生态系统的基本组成部分。具体地说，该团队设计并实施了一套计算方法和数字工具，以提供横跨设计-制造-服务生命周期的每个阶段的伦理保证，从设计、制造到服务。通过利用现有的研究平台和当地的制造合作伙伴，伦理框架可以在现实世界的制造试验台中进行整合和验证。该项目具有多方面的教育和社会影响。该项目可能需要将道德和法规合规性促进纳入行业4.0。此外，该项目还为未来制造业劳动力的教育做出了重大贡献，促进了公众对制造业道德的认识，并为美国制造业和一般社会带来了好处。该研究项目探索了作为新的功能组成部分的道德原则，并构建了一个数字框架，以解决道德行业4.0中的技术障碍，包括知识产权保护、数据安全和隐私、监管和合规。该团队研究和开发道德网络层，整合了一套计算算法、体系结构和软件，以增强数字制造系统的合法性、完整性和问责性。该项目的技术重点有三个方面：(1)使用非线性匹配算法对导入制造机器的复杂3D数字模型进行高效而稳健的伦理设计检查，以避免知识产权窃取和恶意设计；(2)通过安全计算，在隐私需求高、注释样本有限和操作条件多样化的情况下，为制造机器提供伦理制造监控工具；(3)伦理产品跟踪，以分析产品纹理指纹，并协助非法和非完整性使用的来源机器识别取证。经过验证的资源和工具，包括高级模型、算法、软件和测试台以及教育材料，将公开提供。该奖项反映了NSF的法定使命，并通过使用基金会的智力优势和更广泛的影响审查标准进行评估，被认为值得支持。

This project is centered around the creation and validation of an innovative digital framework to foster an ethical manufacturing ecosystem where machine ethics, including legality, integrity, and accountability, is mandated throughout the product design-fabrication-service life cycle. In the era of Industry 4.0, manufacturing systems are enhanced with advanced technologies and interconnectivity. While this evolution significantly expands the functionalities and accessibility of manufacturing machinery, it also introduces unprecedented ethical challenges in manufacturing regulation, such as malicious use of customizable fabrication (e.g., counterfeit goods and 3D printed weapons). This project pioneers the exploration of ethical Industry 4.0 and anchors principles of legality, integrity, and accountability as fundamental components in the digital manufacturing ecosystem. Specifically, the team designs and implements a set of computational methods and digital tools to provide ethical assurances spanning each stage of the design-fabrication-service life cycle from design, to fabrication, to service. By leveraging existing research platforms and local manufacturing partners, the ethical framework can be integrated and validated within real-world manufacturing testbeds. This project has multi-dimensional educational and societal impacts. The project can necessitate the inclusion of ethics and regulation compliance promotion within Industry 4.0. Moreover, the project also contributes significantly to the education of the future manufacturing workforce, promotes public awareness of manufacturing ethics, and brings benefits to the US manufacturing sector and general society.This research project explores principles of ethics as new functional components and constructs a digital framework that tackles technical obstacles in ethical Industry 4.0, including intellectual property (IP) protection, data security and privacy, regulation, and compliance. The team investigates and develops an ethical cyber layer, incorporating a set of computational algorithms, architecture, and software, to enhance the legality, integrity, and accountability of the digital manufacturing system. The technical thrusts in this project are threefold: (1) an efficient and robust ethical design checking mechanism using nonlinear matching algorithms for complex 3D digital models imported to manufacturing machines to avoid IP theft and malicious design; (2) ethical fabrication monitoring tools for manufacturing machines via secure computation with high privacy needs, limited annotated samples, and diverse operation conditions; and (3) ethical product tracking to analyze product texture fingerprint and assist the forensics of source machine identification with illegal and non-integrity usage. The validated resources and tools, including advanced models, algorithms, software and test benches, and educational materials, will be publicly available.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.