The second row won 24 caps for South Africa and was part of the squad that won the Rugby World Cup in 2007. His last appearance for the Springboks was in 2011 when he was a second half replacement against Wales.
Ulster have reached the quarter-final stage of the Heineken Cup in each of the four seasons that Muller has been at Ravenhill.
The 34-year-old led the team in the final of the Heineken Cup in 2012 and the RaboDirect PRO12 decider last season, with the Ulstermen losing both games to provincial rivals Leinster.
Commenting on his decision to retire at the end of the current campaign, Muller said: "I still believe that I am playing well enough but I just feel from my body's point of view that the time is right to step away.
"There is still a lot of rugby to be played. Nothing has changed for me. Every time that I take to the field I want to win. I am excited about these last four months, about where we are as a team and what we are capable of achieving."
Ulster's director of rugby David Humphreys added: "Johann has been an outstanding player for Ulster Rugby. He is everything you want from a captain - he leads from the front, he is exceptionally committed and he is an inspiration to everyone else around him.
"I remember very clearly sitting with him in Durban, outlining the vision that I had for the team and for Ulster Rugby.
"He has been the catalyst for the huge strides that we have made in recent years and has made an immense contribution to the province, both on and off the pitch.
"I know that over the next four months that he will be more determined than ever to help deliver success to Ulster and that he will be aiming to end his career on a high."