President Obama will announce Tuesday in a speech at Georgetown University that he plans to regulate greenhouse-gas emissions from existing power plants, according to individuals who have been briefed on the plan but asked not to be identified.

In a statement Saturday afternoon sent via the White House Twitter feed, Obama said that he plans to fulfill the pledge he made in his second inaugural address to “respond to the growing threat of climate change for the sake of our children and future generations.”