No, you generally don't need to turn off solar panels to clean them. Always follow the manufacturer's instructions. However, for safety reasons, it's advised to clean them during the early morning or late evening when the sun is not as strong. When these panels are exposed to dirt, dust, bird droppings, or other debris, their efficiency can decrease.