An Alcohol Use Disorder (AUD) can be easily predicted by using General Linear Model (GLM) which evaluates the interaction of alcohol expectancy and impulsivity associated with the reduced Gray Matter Volume (GMV) of the right posterior insula in women and the left thalamus in both women and men. However, this analysis does not support the detection of non-linear distribution of GMV at the human brain. Therefore, in this paper, detection of GMV reduction of a brain also known as Alcoholism Detection (AD) is improved by using a Fuzzy C-Regression (FCR) model that supports the non-linearity of gray matter in the brain. In this method, spatial information is also incorporated into the FCR model to remove the noise in the brain images. Moreover, the Alcohol Expectancy Test (AET) score is estimated based on the deviations of GMV that mediates the correlation between GMV and alcoholism. This AET score is mostly related to the reduced GMV of the left thalamus in women and men combined and in men alone. Thus, the GMV reduction in the right posterior insula and left thalamus indicates the relationship between AET score and alcoholism. Finally, the experimental outcomes demonstrate that the proposed FCRAD method achieves an accuracy of 86.06% which is 8.77% higher than the existing GLMAD method.

The requirement for carrying out solid information move in remote sensor networks is as yet an open issue in the examination local area. Despite the fact that bunch directing plans are described by their low upward and productivity in solid information move in customary remote sensor organization, this potential is still yet to be used for reasonable directing choices in the climate with deterrents and voids, through voracious and border sending. In this paper, an original Grid-Based Reliable Routing (GBRR) strategy is introduced. This is accomplished by the formation of virtual groups in light of square networks from which the following jump decision is made in light of intra-group and between bunch correspondence quality. The reenactment result shows that the created plan can make greater progression to the BS as against the standard choices of important grouping course select activities, while guaranteeing channel quality. Further recreation results have shown the upgraded unwavering quality, lower idleness and energy effectiveness of the gave conspire arbitrarily hubs and snags dispersion.