Introduction: robotic cleaning solutions with intelligent navigation and h2o-productive engineering Raise solar panel efficiency and lifespan when lowering maintenance time and water use. Neglecting frequent servicing of photo voltaic panels can silently erode their performance, from time to time leading to important energy losses that go unnotice