This research aims to explore the potential relationship between technical topics through the multi-topic association relationship, integrate the multi-topic association relationship to supplement the potential information, and explore the potential evolution path of frontier interdisciplinary technical topics.
Based on patent technology citations and cooperation relationships, this study proposed to strengthen relationships and new relationships for technical topics and used the entropy weight method to integrate multi-relation. Combining topics clustering and similarity measurement, this study measured the strength of technology paths and identified the evolution paths of technology topics.
Using “graphene sensing” as an example, this study identifies three potential main paths of technological topics related to biomolecule separation, purification and sensing, glucose detection and control, and photoelectrochemical sensing, proving the effectiveness and feasibility of our method. The study also shows that multi-relation fusion has a positive supplementary effect on the study of topics evolution; keywords reflect the relationship between topics at the semantic level; and the overlap of weak relationships between technical topics is helpful to explore the potential main paths of technological topics.
| 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 |