Data correlation analysis for optimal sensor placement using a bond energy algorithm

•Optimal sensor placement for civil structural safety monitoring is proposed.•Redundancy of measurements is considered to build a correlation matrix.•The bond energy algorithm and information entropy are introduced.•A large span steel roof structure is the preferred project for method reapplication.