Water cleaning of boiler walls has proven effective at removing PRB coal ash from them. But the procedure has a big downside: repeated doses of thermal stress that can cause boiler tubes to crack and leak. A new, real-time hardware/software tool can help cleaning system operators maximize the effectiveness of the process while minimizing the cumulative negative impact of cyclic stress.