Solar PV Dust Intelligent Decision and Generation Loss Warning
光伏电站积灰智能决策与发电损失预警
A comprehensive intelligent solution for distributed solar PV stations suffering from dust accumulation, providing full-chain intelligent decision-making from dust monitoring, cleaning decisions to generation loss quantification. Solves the operational blind spots of 'invisible, uncontrollable, uncalculable' for station owners, precisely locates dust levels on each module, intelligently recommends optimal cleaning timing, and achieves quantifiable traceability of power generation losses.
npx openclaw skills install industry-solar-pv-dust-accumulation-intelligent-decisionFeatures
- **积灰损失精准量化**: 基于气象数据、组件倾角、周边环境因素建立积灰衰减模型，计算每块组件因积灰导致的发电损失百分比，将抽象的'发电效率低于设计值'转化为可视化的kWh损失和金额损失
- **智能清洗时机推荐**: 综合当地降雨频率、扬尘预警、组件发电衰减趋势，动态计算最优清洗窗口期，在清洗成本与发电收益之间找到经济平衡点，避免'过度清洗'或'清洗不及时'两种极端
- **积灰趋势预测预警**: 结合未来天气预报和区域空气质量指数，提前预判组件积灰速度，在发电量异常下降前发出预警，变被动响应为主动预防
- **清洗效果量化评估**: 对比清洗前后同时间段发电数据，量化呈现清洗效果，验证清洗投入产出比，为后续运维预算编制提供数据支撑
Use Cases
Installation
npx openclaw skills install industry-solar-pv-dust-accumulation-intelligent-decision
Usage Examples
`分析我这个月发电量下降是否因为积灰，计算预估损失金额`
`根据未来15天天气预报，推荐最优清洗时间窗口`
`对比清洗前后各10天的发电数据，评估清洗效果`
`预测下周扬尘天气对电站发电量的影响`