The integration of mobile edge computing(MEC)and wireless power transfer(WPT)can effectively alleviate the constraints of limited computing resources and battery capacity in wireless devices. To address the dynamic energy-efficient offloading problem in wireless-powered MEC systems under a nonlinear energy harvesting model, this paper proposes an energy consumption optimization algorithm based on Lyapunov optimization theory. By jointly optimizing the server's computing frequency, the energy station's transmit power, task offloading time, device transmit power, and local computing frequency, the algorithm minimizes the system's long-term average energy consumption while ensuring system stability. The stochastic optimization problem is transformed into a time-slot-based deterministic subproblem using Lyapunov optimization and solved through the Lagrange multiplier method and an improved whale optimization algorithm. Simulation results show that, compared with benchmark schemes, the proposed offloading strategy significantly reduces system energy consumption while maintaining long-term task queue stability.
| 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 |