In this project, leveraging on-going naval research, the plan is to synthesize an experimental testbed consisting of motor with gear transmission, heat exchanger and notional pumps and pipes, equipment cabinet and isolation devices that will be used as the benchmark for a digital twinning algorithm investigation. The testbed will be connected with data acquisition systems as well as controlled ambient excitation sources. Various failure modes will be injected into the testbed system. Preliminary data analysis will be conducted for modeling validation and fault analysis. The main deliverable is to show that the test bed is able to gather usable data from the system in real time.