This study focus on developing a new analysis tool that can effectively determine characteristics of local waves and then projecting them onto tropical wave dispersion relationship represented by wavenumber-frequency-energy-equivalent depth diagram, the widely called Wheeler-Kiladis diagram. The fundamental component of our tool is a spatiotemporally local analysis method, called multidimensional ensemble empirical mode decomposition, that can naturally isolate spatiotemporally local tropical waves, facilitating the determination of tropical wave characteristics. This analysis tool also takes advantage of known theoretical understanding of tropical waves of different types and use them to design effective algorithms in determining wave characteristic parameters. To illustrate the details of our new tropical wave analysis package and its advantages, the procedure of isolating various types of waves and obtaining their climatology are presented. These extracted characteristics are further utilized to infer and refine the physical aspects of tropical convection and tropical waves.