研究基于Q学习的合作优化方法,用于动态任务调度和水下泛倾斜系统的能源消耗.
Shan Tao1,2, Lei Yang1,2, Xiaobo Zhang1
1College of Ocean Science and Engineering, Shandong University of Science and Technology, Qingdao 266590, China.
Sensors (Basel, Switzerland)
|August 14, 2025
概括
这项研究介绍了一种智能水下泛倾系统,该系统仅在检测到目标时激活,从而节省能源. 一个自适应的Q学习算法优化基于生物活动的功率模式,改善监控和减少能源使用.
科学领域:
- 机器人和自动化 机器人和自动化
- 海洋技术 海洋技术
- 人工智能的人工智能
背景情况:
- 由于恶劣的操作环境,水下泛倾系统面临能源消耗方面的挑战.
- 传统系统依赖于基于定时的触发和固定的观察持续时间,导致效率低下.
- 有效的能源管理对于水下机器人系统的持续运行至关重要.
研究的目的:
- 建议使用自动唤醒机制的节能水下泛倾操作方法.
- 开发一个Q学习算法,以优化基于实时环境条件的操作模式.
- 提高监测效率,减少水下监测任务中的能源消耗.
主要方法:
- 实现了通过目标检测触发的自动唤醒机制,取代了传统的计时器.
- 引入了一个Q学习算法,根据生物活动频率动态调整系统模式 (低功耗与高性能).
- 模拟了针对固定时间观察方案的拟议策略.
主要成果:
- 拟议的策略显示,与固定的持续时间方法相比,监测效率有11.11%的改善.
- 通过动态模式调整实现了16.21%的显著节能.
- 自动唤醒机制提高了系统响应能力,减少了不必要的电力消耗.
结论:
- 开发的水下泛倾操作方法显著提高了能源效率和监控效率.
- 基于Q学习的动态模式优化是水下机器人系统的可行策略.
- 这种方法为长期水下监测应用提供了更可持续的解决方案.
相关概念视频
Uniform Depth Channel Flow: Problem Solving
125
To calculate the flow rate for a trapezoidal channel, first, identify the bottom width, side slope, and flow depth of the channel. The cross-sectional area (A) corresponding to the depth of flow (y), channel bottom width (B), and side slope (θ) is determined by:Next, calculate the wetted perimeter, which includes the bottom width and the sloped side lengths in contact with the water. Using the values of the cross-sectional area and the wetted perimeter, determine the hydraulic radius by...
125
Turbulent Flow: Problem Solving
185
Carbonation is a process used to dissolve carbon dioxide gas in a liquid, commonly used in the production of carbonated beverages. Achieving efficient carbonation requires careful control of temperature, pressure, and flow conditions. By adjusting these parameters, carbonation efficiency can be maximized, producing a higher concentration of CO2 in the liquid.
Temperature is a key factor in CO2 solubility. In this case, the CO2 gas and the liquid are cooled to 20°C. Lower temperatures...
Temperature is a key factor in CO2 solubility. In this case, the CO2 gas and the liquid are cooled to 20°C. Lower temperatures...
185
Distributed Loads: Problem Solving
731
Beams are structural elements commonly employed in engineering applications requiring different load-carrying capacities. The first step in analyzing a beam under a distributed load is to simplify the problem by dividing the load into smaller regions, which allows one to consider each region separately and calculate the magnitude of the equivalent resultant load acting on each portion of the beam. The magnitude of the equivalent resultant load for each region can be determined by calculating...
731
Relative Motion Analysis using Rotating Axes-Problem Solving
449
Consider a crane whose telescopic boom rotates with an angular velocity of 0.04 rad/s and angular acceleration of 0.02 rad/s2. Along with the rotation, the boom also extends linearly with a uniform speed of 5 m/s. The extension of the boom is measured at point D, which is measured with respect to the fixed point C on the other end of the boom. For the given instant, the distance between points C and D is 60 meters.
Here, in order to determine the magnitude of velocity and acceleration for point...
Here, in order to determine the magnitude of velocity and acceleration for point...
449
Conservation of Energy in Control Volume
908
Consider a turbine operating under steady-flow conditions. The control volume is drawn around the turbine, with fluid entering at one point and exiting at another. The turbine extracts energy from the fluid, which performs mechanical work (shaft work).
For steady flow systems, the time derivative of the stored energy becomes zero since there is no energy accumulation within the control volume. This simplifies the energy equation to:
For steady flow systems, the time derivative of the stored energy becomes zero since there is no energy accumulation within the control volume. This simplifies the energy equation to:
908
Buoyancy and Stability for Submerged and Floating Bodies
2.0K
In fluid mechanics, buoyancy and stability are key concepts for understanding the behavior of submerged and floating bodies. When a stationary body is fully or partially submerged in a fluid, the fluid exerts a force on the body known as the buoyant force. This force acts vertically upward through a point called the center of buoyancy, which is the center of the displaced fluid volume. According to Archimedes' principle, the magnitude of the buoyant force is equal to the weight of the fluid...
2.0K


