Fuzzy Model Evaluation of Vehicles Ergonomics and Its Influence on Occupational Diseases

Predictive Modeling of Occupational Safety Risks Associated with Railway Workers Using Hybrid Fuzzy Modeling Approach

“…Analysis of literature have shown that the tasks of predicting the appearance and development of selected types of diseases belong to the class of poorly formalized problems with a fuzzy and incomplete data structure. Under these conditions, in accordance with the recommendations, [10][11][12][13][14] the methodology for the synthesis of hybrid fuzzy decision rules (MSHFDR) was chosen as the basic mathematical apparatus, the general provisions of which are described in the works [11,[15][16][17]. In, [10] the authors describe a method for the synthesis of decision rules based on MSHFDR taking into account the specifics of the work of railway workers.…”

“…Under these conditions, in accordance with the recommendations, [10][11][12][13][14] the methodology for the synthesis of hybrid fuzzy decision rules (MSHFDR) was chosen as the basic mathematical apparatus, the general provisions of which are described in the works [11,[15][16][17]. In, [10] the authors describe a method for the synthesis of decision rules based on MSHFDR taking into account the specifics of the work of railway workers. Taking into account the joint recommendations, [10,11,14,18] this work implements a method for the synthesis of hybrid fuzzy decision rules consisting of the following basic actions.…”

“…In, [10] the authors describe a method for the synthesis of decision rules based on MSHFDR taking into account the specifics of the work of railway workers. Taking into account the joint recommendations, [10,11,14,18] this work implements a method for the synthesis of hybrid fuzzy decision rules consisting of the following basic actions.…”

“…A study of the working conditions of workers of locomotive crews is organized and the production risk factors leading to the appearance and development of occupational diseases, as well as provoking other classes of diseases due to the individual characteristics of the organism, are determined. Risk factors should be grouped taking into account the MSHFDR recommendation, within the framework of which methods for the synthesis of decision rules for assessing health status by the group of ergonomic, [10,[19][20][21] environmental [12,13] and individual [11,22] risk factors have been developed and tested. Separately, the methods of synthesis of decision rules for hazardous industrial substances [13,18,23] and electromagnetic radiation [10,14,23] have been tested quite well, depending on the intensity and time of exposure.…”

“…In such problems of forecasting and early diagnosis, marking is practically impossible due to the fact that in modern medicine it is difficult to establish clear boundaries: between health and illness, between pre-illness and illness. An analysis of the literature and past research have shown that in order to solve Predictive Modeling of Occupational Safety Risks Associated with Railway Workers Us such classes of problems, it is advisable to use soft computing methodologies and, in particular, the theory of fuzzy decision-making logic [10][11].…”