Batman Arkham Knight isn't based on any particular comic. Instead, it pulls concepts and themes from a variety of Batman comic runs to shape its story and gameplay. It's a creative blend of different aspects of the Batman comic universe.
The new story elements in Arkham Knight include expanded backstories for some characters and new villains with unique motives and challenges for the hero.