The hardware equipment and monitoring systems used in various stages of production of renewable energy stations are provided by different manufacturers, resulting in the data format and communication protocols between various business systems can’t be standardized. This data non-uniformity makes the business systems can only run independently of each other, bringing a lot of inconvenience to the operation and maintenance and coordinated control of the field operation and maintenance personnel, and part of the system even falls into the situation of no one maintenance. Based on the data characteristics of renewable energy stations, an integrated monitoring scheme of renewable energy is proposed based on pre-processing data framework. By introducing the architectural design and workflow, a comprehensive data processing driver applicable to the integrated monitoring of renewable energies and data storage technology based on a hybrid architecture is proposed, the implementation of the data acquisition, standardization and storage ideas are described in detail, and application cases is combined to reflect the system performance improvement brought by this solution. This solution can be adapted to renewable energy monitoring needs of different scales, ensure the real-time and security of massive data processing under high concurrency processing scenarios, and significantly improve the data analysis capability of renewable energy stations, providing an important reference for the development and improvement of related systems.
| 科 Family | 属数 Number of genus | 种数 Number of species | 占总种数比例 Percentage of total species (%) | 属 Genus | 种数 Number of species | 占总种数比例 Percentage of total species (%) |
|---|---|---|---|---|---|---|
| 鹅膏菌科Amanitaceae | 2 | 11 | 5.26 | 鹅膏菌属 Amanita | 10 | 4.78 |
| 小菇科 Mycenaceae | 2 | 12 | 5.74 | 丝盖伞属 Inocybe | 5 | 2.39 |
| 多孔菌科 Polyporaceae | 8 | 14 | 6.70 | 蜡蘑属 Laccaria | 5 | 2.39 |
| 红菇科 Russulaceae | 3 | 23 | 11.00 | 小皮伞属 Marasmius | 6 | 2.87 |
| 小菇属 Mycena | 11 | 5.26 | ||||
| 光柄菇属 Pluteus | 5 | 2.39 | ||||
| 红菇属 Russula | 17 | 8.13 | ||||
| 栓菌属 Trametes | 5 | 2.39 |