I did some search and realized what I need is a rubber strap wrench. It is available from hardware stores and eBay. I can wrap the lens barrel with duct tape first then use the rubber strap wrench trying to unscrew the barrel.

Now the question is which way to turn. Clockwise or counterclockwise? Any know about it?