“Under the national 'carbon peak and carbon neutrality' strategic goals, coal-fired power generation units frequently participate in deep peak shaving. A team explored the real-time discrimination of boiler thermal deviation and established a thermal deviation index system based on Euclidean distance, providing a solution to the problem of delayed warning of water wall overheating.”