Third, the use of Wavelength Division Multiplexing (WDM) – i. sending many channels at different wavelengths through the same fiber – creates situations where different optical signals can interact nonlinearly. Current solutions are limited by trade-offs between channel spacing, crosstalk, insertion. In fiber-optic communications, wavelength-division multiplexing (WDM) is a technology which multiplexes a number of optical carrier signals onto a single optical fiber by using different wavelengths (i. This technique enables bidirectional communications over a. In this paper, we present three multiple-input-multiple-output learned equalization architectures based on the inverse Volterra series transfer function (IVSTF): a fully parallel frequency-domain approach (L-IVSTF), a field-enhanced version with improved adaptability (FE L-IVSTF), and a time-domain. The performance of wavelength division multiplexing (WDM) in radio over fiber (RoF) systems is found to be strongly influenced by nonlinearity characteristics in side the fiber. The effect of four wave mixing (FWM) as one of the influential factors in the WDM for RoF has been studied here using. Nonlinear effects arise from either the intensity-dependent refractive index of fiber (the Kerr effect) or from inelastic scattering processes. We explain fundamental nonlinear mechanisms – including Self-Phase Modulation (SPM), Cross-Phase Modulation (XPM), Four-Wave Mixing (FWM), Stimulated Raman.