With the widespread application of the new generation of information technology, the intelligent construction of coal mines has become an inevitable trend in the development of the mining industry. However, during the construction process, there are still issues such as the insufficient understanding of the intelligent operation and management concepts in coal mines, the insufficiently established innovation ecosystem for intelligent technology applications, the failure to achieve expected efficiency in intelligent systems, the lack of well-developed policies and mechanisms for the normal operation of intelligent systems in coal mines, and the insufficient reserve of high-end talents in coal mine intelligent normalization, which seriously affect the normalized operation and management of coal enterprise intelligence systems, and hindering the high-quality development of the coal industry. To address the above issues, this paper first introduces a comprehensive concept of management integration, system intelligence, continuous operation, and evaluation standardization, which proposes the primary connotation and construction principles of coal mine intelligent normalization. Then, the top-level architecture of coal mine intelligence normalization was designed by integrating the "intelligent technology + management" operation mode of coal mine intelligent normalization. On this basis, considering different aspects such as business relations, technical support, data flow, and system evaluation, this paper comprehensively elaborates on the business logic, technical system, data architecture, and evaluation management contents that support the top-level architecture of coal mine intelligent normalization, and also briefly analyzes the potential correlation between the top-level architecture of coal mine intelligence normalization and others, providing a theoretical basis for further promoting high-quality operation and management of coal mine intelligent normalization. Finally, this paper points out some theoretical issues that need to be addressed in the future operation management process of coal mine intelligence normalization, which provides theoretical and technical support for further building the theory system of coal mine intelligence normalization and realizing the enterprise goals of safety improvement, production balance, production capacity guarantee, work efficiency improvement, and benefit growth.