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Outline
This paper proposes a wind-solar driven hybrid blue-green hydrogen system integrated with heterogeneous traffic flows. This approach addresses the limitations of single hydrogen production and the absence of scheduling mechanisms. To handle resource stochasticity, the study employs Monte Carlo simulations and a cluster aggregation algorithm. These methods transform vehicles into dispatchable virtual units. A mixed-integer linear programming (MILP) model is then established to minimize the total operating cost. The results demonstrate that, compared to the benchmark scenario without traffic integration, the proposed synergistic optimization reduces the Levelized Cost of Energy of the system by 14.5%. The fluctuation rates of green and blue hydrogen are 5.29% and 7.24%, respectively. This study provides a feasible solution for the coordinated scheduling of high-penetration renewable energy and transportation-energy fusion systems.
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| 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 |
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