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面向预警决策的大数据管理平台软件体系结构研究论文
ABSTRACT
Big Data application development is in full swing for these years. Sense of
abstraction - processing - prediction - decision model, which procedure contains
acquiring data flow from business, managing and processing for the generated
prediction model, predicting in order to achieve early warning decisions, totally
including forecasting model learning and online applications. Analysis and design
large data management software architecture and implementation is to support large
data application systems. This paper made the following tasks:
1. Bring up big data management platform domain model for warning decision.
For large data management, identify common needs and changes in the field of border
areas. Establish the domain model, including role model, feature model, information
model, business model and domain ontology.
2. Bing up big data management platform software architecture for warning
decision. Proposed for large data management needs, design large data management
platform solutions, determine the core software architecture model from five aspects,
as logical view, process view, development view, physical view and the scene. Design
components, connectors, configuration interaction relationships and constraints, and
descript them using the Z formal language.
3. Develop a big data management platform prototype system using the
background of power plant production safety monitor. Based on the achievements of
architecture design, go through implementation process, implementation architecture
and network topology of the prototype system, and describe multi-source
heterogeneous data storage structures.
In this paper, we made data management domain modeling and architecture
guiding from domain engineering methodology. It is an important innovation in the
field for system design, research and development, and would play a catalytic role for
subsequent application development.
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