I. Introduction
High-speed electro-optic modulators are the key enablers of the optical communication era [1]–[3]. Among different structures suitable for amplitude modulation, Mach-Zehnder interferometers (MZIs) in the form of lumped or traveling-wave [4]–[7] structures and the resonant microring [8]–[10] structures stand out as the widely adopted approaches in various material platforms such as silicon photonics or thin-film lithium niobate [11]–[15]. The two important performance metrics of a modulator equipped with an optical phase shifter are the phase shifter efficiency per volt and the small-signal electro-optic (EO) bandwidth (measured small-signal based on the electrical-to-optical-to-electrical conversion) [16]. Although the phase shifter efficiency is straightforward to calculate based on an electro-static simulation and coupling it to an optical eigen-mode simulation [17], the calculation of the EO bandwidth proves to be more difficult. This difficulty can be attributed to the nonlinear optical transfer function (i.e., optical intensity) of modulators [18] and the fact that RF harmonics of the electric field of light are mixed together once more when transformed into the optical intensity through a photodetector.