INTERPRETING RELATIONSHIPS BETWEEN POLLUTANTS AND CARBON DIOXIDE EMITTED INTO AIR FROM INDUSTRIES IN SERBIA
Journal Title: Journal of Engineering Management and Competitiveness (JEMC) - Year 2021, Vol 11, Issue 2
Abstract
The focus was on the pollution problem in Serbia and the relationships between CO2 emitted into air from industries and air quality indicators such as particulate matters (PM2.5, PM10), nitrogen and sulfur oxides (NOx, SOx), and volatile organic compounds were analyzed. To identify the dependencies, both parametric and nonparametric statistical learning-based evaluation algorithms were taken into consideration. Both the model structures produced satisfactory estimations with high accuracy levels. As a result of the model interpretation, PM2.5 has been recorded as the main indicator to explore the variability in CO2 concentrations. The implementations exhibited that interpretable machine learning can provide meta-data and sufficient information for making black-box air quality system more explainable. Thus, the practiced modelling tools, the provided interrelationships as well as the new information could be considered by the national authorities within a computational environmental management strategy.
Authors and Affiliations
Bulent TUTMEZ
Keywords
Related Articles
- EP ID EP754114
- DOI -
- Views 7
- Downloads 0
INFORMATION TECHNOLOGY AS AN INDICATOR OF THE LEVEL OF ORGANIZATIONAL PERFORMANCE
This paper presents the results of research into the impact of information technology (IT) on individual and organizational performances in companies in Serbia: job satisfaction (JS), communication satisfaction (CS), org...
IMPLEMENTATION OF 5S TOOLS AS A STARTING POINT IN BUSINESS PROCESS REENGINEERING
The paper deals with the analysis of elements which represent a starting point in implementation of a business process reengineering. We have used Lean tools through the analysis of 5S model in our research. On the examp...
MODERN TECHNOLOGIES INFLUENCE ON PROJECT SUCCESS FACTORS IN IT SECTOR OF SERBIA
Given the technological advances and the recognized importance of the application of technologies in project management, the question arises whether the technologies of Industry 4.0 can solve the problem of failure of in...
OPERATIONAL AND EMPLOYEES PERFORMANCE OF SERBIAN INDUSTRIAL COMPANIES WITH ISO 9001 CERTIFICATE
Business performance is manifested through key performance indicators, which show the actual state in business enterprises and possible deviations from the business objectives that have been set. Due to new practices in...
EFFECTS OF DIFFERENT CONTROL VARIABLES ON WORKPLACE BULLYING IN ORGANIZATIONS IN SERBIA
This paper presents the results of the research of the six control variables impact on workplace bullying dimension and harassment items. Gender of respondents, Age of respondents, Education of respondents, National orig...