A Preliminary Analysis Model of Big Data for Prevention of Bioaccumulation of Heavy Metal-Based Pollutants: Focusing on the Atmospheric Data Analyses

Abstract

Abstract. In the Republic of Korea, the building-type fish and agricultural farms are expected to emerge in the town areas or suburbs. Developed farming technologies that employ water recirculation equipments or LED lights are becoming are becoming more common and convenient. However, there are still some requirements required to successfully operate the farms and these requirements must be identified through analyses of various factors surrounding farms. This study conducts a research to obtain the analytical results and investigates their characteristics through visualization of the atmospheric environment data of Gangnam District provided by the Seoul Metropolitan Government in order to perform modeling of the preliminary big data analysis against the pollutants as a countermeasure to the bioaccumulation of heavy metals in the agricultural and marine products. The basic research was performed by visualizing the data obtained form the univariate, simple and multiple regression analyses for easy viewing, finding the a log-transformed model, and modeling overall characteristics through categorization of the explanatory variables. We hope that this research will assist the farmers in selecting their farming locations.

Big Data Analysis for Personalized Health Activities: Machine Learning Processing for Automatic Keyword Extraction Approach

“…Accordingly, the market for the big data is becoming larger over time and the data is being used in different areas of our daily lives and much information is shared by the general population. However, since the analysis of big data is very complicated and difficult that sometimes it is quite hard to recognize its meaning and direction, the visualization of big data has come into the picture [8].…”

A Method of Modeling of Basic Big Data Analysis for Korean Medical Tourism: A Machine Learning Approach Using Apriori Algorithm

“…The Republic of Korea (ROK) has emerged as a country of superior medical tourism in the last decade among the people of China, Japan, Southeast Asia, Russia and the Middle East for the plastic surgery or others requiring precision skills [1][2][3][4][5][6]. Although the ROK's medical tourism industry grew quantitatively in its revenue and the number of visitors, the report from the 2015 World Economic Forum concerning the competitiveness of ROK's tourism including the medical tourism showed that its rank had dropped to 29th position, a drop of 4 places from 25th in 2013.…”

Simulation of Power Line Communication Slient Node Problem Using OPNET

“…One such system is the Automatic Meter Reading (AMR) system where meter readings can be sent over to a power company through the power lines available in most of the industrial and public sectors. Not requiring separate or additional infrastructures is a very strong advantage and quite suitable for establishing the low-cost AMR network [6][7][8][9][10][11].…”