Shared factory (SharedF), succeed from the sharing economy, is defined as a kind of fenceless plant which enables high-efficiency self-organization and sustainability of the shared manufacturing resources. This paper proposes a brand-new Enhanced Self-organizing Agent (ESA) in the context of sustainable SharedF, which helps the shared manufacturing resources realize cross-sharing with self-organizing communication and negotiation mechanisms. ESA is a kind of dynamic software and hardware integration, which can sense and pre-process the real-time external social contexts, have the ability of self-decision makings and self-learning, and socialize with other ESAs. Then, the definition, components, operational logic, classification, evolution, and self-organizing interactions of ESAs are proposed. After that, by illustrating a 3D-printing SharedF prototype, it is proved that the ESAs in SharedF is an economical and efficient organizational architecture, which can gain the utilization of the shared manufacturing resources and fit the idea of sustainable manufacturing. This work gives a reliable and flexible way to reconfigure the idle or excess shared resources that minimize negative environmental impacts while conserving energy and natural resources.

共享工厂（SharedF）是共享经济的成功之本，它被定义为一种无篱笆工厂，能够实现高效的自组织和共享制造资源的可持续性。本文在可持续SharedF的背景下提出了一种全新的增强型自组织代理（ESA），它通过自组织的沟通和协商机制帮助共享的制造资源实现交叉共享。ESA是一种动态软件和硬件集成，可以感知和预处理实时外部社交环境，具有自我决策和自我学习的能力，并可以与其他ESA进行社交。然后，提出了ESA的定义，组成，操作逻辑，分类，演化和自组织交互。之后，通过说明3D打印SharedF原型，可以证明SharedF中的ESA是一种经济高效的组织架构，可以利用共享的制造资源并符合可持续制造的思想。这项工作为重新配置闲置或多余的共享资源提供了一种可靠而灵活的方法，可以最大程度地减少负面环境影响，同时节省能源和自然资源。