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 26
- Downloads 0
SOFTWARE DEVELOPERS' PERCEPTIONS OF SOFT SKILLS IN SOFTWARE REQUIREMENTS ENGINEERING
Software requirements express users' needs and constraints for a software system to be constructed in order to solve some real problems. Both researchers and practitioners from industry point out that well performed requ...
BIBLIOMETRIC ANALYSIS FOR PERFORMANCE MEASUREMENT IN BUSINESS, MANAGEMENT AND ACCOUNTING SUBJECT AREA
Based on our search in the Scopus data base with the phrases: “bibliometric analysis” and “performance measurement” and ”business, management and accounting” in title – abstract – keywords we have not found any study con...
THE IMPLEMENTATION AND MANAGEMENT OF E-LEARNING IN COMPANIES – THE STATE OF E-LEARNING IN HUNGARY BASED ON EMPIRICAL RESEARCH
In this article we attempt to review the basic theoretical concepts of e-learning as acknowledged in the relevant literature. We highlight the features of those improvements clearly visible in the field of e-learning, an...
CRM AND CUSTOMER DATA: CHALLENGES OF CONDUCTING BUSINESS IN DIGITAL ECONOMY
Enterprises are facing difficulties in achieving and maintaining competitive ability amidst globalized markets. In the modern business environment, an effective CRM is an imperative for retaining customers. As CRM system...
ANALYSIS OF POSSIBILITIES FOR IMPROVING ENTREPRENEURIAL BEHAVIOUR OF YOUNG PEOPLE – RESEARCH RESULTS IN CENTRAL BANAT DISTRICT
Unemployment, especially among young population, represents one of key economic problems. All important institutions have to be included in overcoming these problems, with the aim of stimulating young people to be involv...