MOGADISHU, Somalia — African Union troops fought house-to-house battles with militants Thursday to clear space for aid groups bringing in food supplies after intelligence reports showed insurgents reinforcing for a possible attack on squalid camps of famine refugees.

Heavy fighting erupted on the line of control between the government side and territory held by al-Shabab, Somalia’s dominant militant group.