The 46-year-old apparently knew she was disappointing the crowd and tried to reassure the audience, saying "I want to do it, but my voice just doesn't want to."
Houston also blamed the venue's air conditioning for her vocal troubles.
The singer had to pause to catch her breath during some songs.