This report describes the participation of the RMIT CIDDA IR group at the TREC 2022 Fair Ranking Track (Task 1). We submitted 8 runs with the aim to explore the role of explicit search result diversification, ranking fusion, and the use of a multi-criteria decision-making method to generate fair rankings considering multiple protected attributes.