Numerical investigations on thermal performance between the traditional full-filter well and improved semi-filter well in moderate climates

•Effectiveness of the simulation has been validated.•An improved semi-filter well has been proposed.•Effects of various factors on thermal flow characteristics are investigated.•The semi-filter well can better decrease thermal breakthrough and energy loss.