Prediction of slope stability using Tree Augmented Naive-Bayes classifier: modeling and performance evaluation. was written by Ahmad, Feezan;Tang, Xiao-Wei;Qiu, Jiang-Nan;Wróblewski, Piotr;Ahmad, Mahmood;Jamil, Irfan. And the article was included in Mathematical biosciences and engineering : MBE in 2022.Name: 4-Oxo-tempo This article mentions the following:
Predicting slope stability is critical for identifying terrain that is prone to landslides and mitigating the damage caused by landslides. The relationships between factors that determine slope instability are complicated and multi-factorial, so it is sometimes difficult to mathematically characterize slope stability. In this paper, new Tree Augmented Naive-Bayes (TAN) model was developed to predict slope stability subjected to circular failures based on six input factors: cohesion, internal friction angle, pore pressure ratio, slope angle, unit weight, and slope angle. A total 87 slope stability case records obtained from published literature was used to train and test the proposed TAN model. According to the results of the performance indices-accuracy, precision, recall, F-score and Matthews correlation coefficient, the established TAN model was proven to be better at predicting slope stability with acceptable accuracy than other formerly developed empirical models in the literature. Furthermore, the slope height was revealed as the most sensitive factor in a sensitivity analysis. In the experiment, the researchers used many compounds, for example, 4-Oxo-tempo (cas: 2896-70-0Name: 4-Oxo-tempo).
4-Oxo-tempo (cas: 2896-70-0) belongs to piperidine derivatives. The piperidine ring can be found not only in more than half of the currently known structures of alkaloids, but also in many natural or synthetic compounds with interesting biological activities. Fluorinated piperidines are also the subject of continued interest in medicinal chemistry, for example in the synthesis of selective dipeptidyl peptidase II (DPP II) inhibitors. Piperidine derivatives are also used in solid-phase peptide synthesis (SPPS) and many degradation reactions.Name: 4-Oxo-tempo
Referemce:
Piperidine – Wikipedia,
Piperidine | C5H11N – PubChem