The campaign is said to be targeting militants in Borno state.
The move came as Nigerian officials dismissed Boko Haram’s pledge of allegiance to Islamic State (ISIS) as a reaction to military pressure from Nigeria and its allies.
The pledge was posted online on March 7 in an audio message by Boko Haram leader Abubakar Shekau.
Abubakar Shekau called on Muslims everywhere to swear loyalty to ISIS leader Abu Bakr al-Baghdadi.
Boko Haram has been fighting an insurgency to create an Islamic state in northern Nigeria since 2009, and in recent months the violence has increasingly spilled over into neighboring states.
Chad, Cameroon and Niger have already been helping Nigeria in its battle against Boko Haram.
On March 6, the African Union endorsed the creation of a regional force of more than 8,000 troops to combat the group. However, the force’s remit will be limited to securing the Nigerian side of Lake Chad, rather than pushing further into Nigeria.
As the latest offensive began early on Sunday, a resident and an aid worker told AFP news agency there had been heavy arms fire close to Niger’s border with Nigeria.
A local radio station said that a convoy of more than 200 vehicles was moving towards the area, and that air strikes had been carried out on Saturday and early on Sunday.
The Nigerian military and troops from neighboring states have recently claimed some success in their campaign against Boko Haram, and Nigerian officials said the pledge of allegiance to IS was a sign of weakness
Army spokesman Col. Sami Usman Kukasheka said the Boko Haram leader was like a “drowning man”.
A spokesman for the Nigerian government, Mike Omeri, said Boko Haram needed help “as a result of the heavy casualties and bombardment and degrading of their capacity”.
However, Boko Haram militants have continued to launch deadly attacks.
On March 7, Boko Haram was blamed for a series of attacks in its former stronghold of Maiduguri, including suicide bombings, that left more than 50 people dead.
Nigeria postponed national elections by six weeks until March 28 in order to have more time to try to improve security in the north.
Col. Sami Usman Kukasheka called on Nigerians “to be more security conscious because given the onslaught on Boko Haram definitely they are bound to spring surprises”.
ISIS has forged links with other militant groups across North Africa and the Arabian Peninsula, and in January, militants in Afghanistan and Pakistan pledged their allegiance.
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