Spectral Mapping Model for Cognitive State Prediction through Acoustic Loop-Induced Brainwave Analysis

The Spectral Mapping (SM) Model is an AI-driven and symbolically interpretable framework for predicting cognitive states based on electroencephalogram (EEG) responses to structured acoustic loop interventions. This SM Model is different from conventional EEG-based systems those which rely on raw signal streams and obscure neural networks since it uses symbolic representations of dominant brainwave frequencies (alpha, beta, theta, delta and gamma) across four critical brain lobes, frontal, parietal, occipital, and temporal, under three types of auditory stimulus: Pluck, Bow, and Hybrid loops.With its three interrelated cognitive dimensions, the model has achieved high accuracy and interpretability via ensemble and neural classifiers. These are Result (Active、 Semi-Active、Inactive), State (Focused, Semi Focused, Not Focused) and Mode (Adaptive or Non-Adaptive). It is trained on a dataset which is in accord with neuro-acoustic therapeutic protocols.By contrast, the prevailing assumption that leisure experiences (such as music or sightseeing) can also be clinical therapy is challenged by the SM Model. According to this perspective, such stimuli merely bring about temporary states of cognitive synchronization, i.e., transient brainwave coherence between hemispheres. It only seems to be health rather than the real thing. The SM Model、 in contrast tries to extend this “ordered brain state”, providing an intellectual path toward lasting cognitive paradise.Thus, this philosophic shift does not see music as a therapeutic agent, but as generating a brief neural equilibrium; thus, the role of neuro-acoustic stimulation in mental health is re-defined as well. This SM Model provides a foundation structure for scaling, explainable, non-invasive cognitive monitoring tools that can be deployed in the home, classroom or clinic, opening up a new area in which future generations of AI-powered neurotherapists will work and find their calling