Outdoor LED display boards have become a core tool in modern digital advertising, smart city communication, and large-scale public information systems. However, with continuous 24/7 operation and high brightness requirements, energy consumption has become a key concern for operators. Modern outdoor LED display technology is now evolving toward energy efficiency, smart control, and sustainable operation. […]