Yes, cold weather can affect the performance of an LED lighting system. The cold can cause LEDs to underperform. Furthermore, it can put out less light in warmer temperatures. This can be especially true in cold temperatures. So, ensure that the LED system has the proper insulation. This will help mitigate any potential issues with performance due to cold weather.