The difference between the advancing monsoon and retreating monsoon is:
Former is due to the low pressure in the north west India which leads to the attraction of trade winds of southern hemisphere,while as latter due to the high pressure zone development in north western part of India in winters.Shifting of ITCZ in former towards north and ITCZ shifting to southwards.