Influence of Historical Meteorological Data Processing in a Mobile Application of Weather Prediction, based on Data Mining

نویسندگان

  • Herwin Alayn Huillcen-Baca
  • Flor de Luz Palomino-Valdivia
چکیده

In the city of Andahuaylas Peru, agricultural region, the conditions of the weather and especially the temperature is decisive for the success or failure of the agricultural campaigns, on the other hand the information of UV radiation conditions the prevention of health and life in general, this information is shown by free internet services, but in a wrong way, because it comes from a remote location of the city of Andahuaylas and also does not provide detailed predictions for proper decision making, in this way the present investigation had the purpose of evaluating the influence of historical meteorological data processing on the efficiency of a mobile application of prediction of temperature and UV radiation, which provides real, updated and predicted information of the weather of the city of Andahuaylas, for it was used the historical and current data of the meteorological station of the National University José María Arguedas of Andahuaylas, which were analyzed using data mining to obtain efficient prediction models and were subsequently implemented in the mobile application. To measure the efficiency of the prediction, we compared the mean absolute errors of the models used by the National Service of Meteorology and Hydrology of Peru, of the cities of Arequipa, Iquitos and Lima, with values of 1.24, 2.66 and 1.485 respectively and the mean absolute error of the prediction model of the mobile application with a value of 1.18, which verifies the efficiency of the proposed model and is the expected result.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Implementation of Data Mining Techniques for Meteorological Data Analysis

Meteorological data mining is a form of data mining concerned with finding hidden patterns inside largely available meteorological data, so that the information retrieved can be transformed into usable knowledge. Weather is one of the meteorological data that is rich by important knowledge. In this paper we try to extract useful knowledge from weather daily historical data collected locally at ...

متن کامل

A data mining approach to employee turnover prediction (case study: Arak automotive parts manufacturing)

Training and adaption of employees are time and money consuming. Employees’ turnover can be predicted by their organizational and personal historical data in order to reduce probable loss of organizations. Prediction methods are highly related to human resource management to obtain patterns by historical data. This article implements knowledge discovery steps on real data of a manufacturing pla...

متن کامل

Analysis of Pre-processing and Post-processing Methods and Using Data Mining to Diagnose Heart Diseases

Today, a great deal of data is generated in the medical field. Acquiring useful knowledge from this raw data requires data processing and detection of meaningful patterns and this objective can be achieved through data mining. Using data mining to diagnose and prognose heart diseases has become one of the areas of interest for researchers in recent years. In this study, the literature on the ap...

متن کامل

Application of SIMETAW simulation model for prediction of climate parameters in different regions of Iran

So far, several models have been proposed for estimating different climate parameters, but due to the lack of valid and long-term data in some meteorological stations, some models have been difficult to use. The SIMETAV V.1.0 model has been developed in cooperation with the University of California Davis and the Water Resources Authority of California in 2005. The SIMETAW model is a new and inn...

متن کامل

A field investigation of application of digital terrestrial photogrammetry to characterize geometric properties of discontinuities in open-pit slopes

In order to analyze the slope stability in open-pit mines, the structural parameters of rock mass such as persistence and spatial orientation of discontinuities are characterized through field surveys, which involve spending high costs and times as well as posing high risks of rock toppling and rock fall. In the present work, a new application of terrestrial digital photogrammetry is introduced...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2017