arXiv:2504.10765cs.CV2025-04被引 3

用4个传感器通过优化布局实现太阳能板自动对准最大光照方向

Minimal Sensing for Orienting a Solar Panel

  • 仅需4个光感器,通过倾斜设计等效模糊光照函数
  • 实验表明在真实环境光照下能量提升显著优于传统方法
  • 适合户外移动太阳能设备,尤其城市复杂光照场景

当太阳能板朝向能最大化接收到的总辐照度(irradiance)时,其发电效率最高。针对任意初始朝向与任意环境光照,本文提出一种最小感知方法:仅使用四个光探测器,通过迭代调整面板倾角以最大化辐照度。许多环境下的辐照度函数存在多个局部最大值,单纯梯度上升无法有效求解。研究发现,增大探测器与面板间的夹角可等效于对辐照度函数进行模糊处理,从而消除局部极值,使其变为单峰函数,进而可用梯度上升法求得全局最大值。该方法与尺度空间理论密切相关。我们采集了曼哈顿地区高动态范围照明环境数据集UrbanSky,用于模拟验证方法鲁棒性。进一步模拟动态光照下的能量收集效果,并搭建包含四个紧凑探测器和执行器的便携式太阳能板,在直射阳光、多云天气、城市遮挡阴影及复杂室内光照等多种真实场景中进行实验。结果表明,相较传统定向方法,本方法在所有情况下均显著提升能量捕获效率。

原文摘要 · Abstract (English)

A solar panel harvests the most energy when pointing in the direction that maximizes the total illumination (irradiance) falling on it. Given an arbitrary panel orientation and an arbitrary environmental illumination, we address the problem of finding the direction of maximum total irradiance. We develop a minimal sensing approach where measurements from just four photodetectors are used to iteratively vary the tilt of the panel to maximize the irradiance. Many environments produce irradiance functions with multiple local maxima. As a result, simply measuring the gradient of the irradiance function and applying gradient ascent will not work. We show that a larger, optimized tilt between the detectors and the panel is equivalent to blurring the irradiance function. This has the effect of eliminating local maxima and turning the irradiance function into a unimodal one, whose maximum can be found using gradient ascent. We show that there is a close relationship between our approach and scale space theory. We collected a large dataset of high-dynamic range lighting environments in Manhattan, called UrbanSky. We use this dataset to conduct simulations to verify the robustness of our approach. Next, we simulate the energy harvested using our approach under dynamic illumination. Finally, we built a portable solar panel with four compact detectors and an actuator to conduct experiments in various real-world settings: direct sunlight, cloudy sky, urban settings with occlusions and shadows, and complex indoor lighting. In all cases, we show improvements in harvested energy compared to standard approaches for orienting a solar panel.

太阳能优化光感控制智能追踪

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