The efficiency improvement of free electron laser (FEL) by increasing wiggler magnetic field is inverstigated. Numerical simulation shows that inereasing wiggler field can increase FEL efficiency from 12.9% of uniform wiggler to 17.6%. It is interesting that if the wiggler field is tapered after being increased, a FEL efficiency as high as 43.3% can be obtained.