0704-883-0675     |      dataprojectng@gmail.com

DEVELOPMENT OF A DISTRIBUTED BIG DATA FUSION ARCHITECTURE FOR MACHINE-TO-MACHINE COMMUNICATION USING ENSEMBLE LEARNING

  • Project Research
  • 1-5 Chapters
  • Abstract : Available
  • Table of Content: Available
  • Reference Style: APA
  • Recommended for : Student Researchers
  • NGN 3000

ABSTRACT

This research developed a distributed big data fusion architecture for machine to machine communication using ensemble learning. This is implemented to mitigate the challenges that characterize centralized big data fusion architecture commonly adopted through the use of Hadoop MapReduce platform. These challenges include bandwidth consumption, latency, and high computational cost. Fog computing technique approach was adopted through the implementation of ensemble learning; feature engineering was implemented to extract information (pixel values, number of layers (nlayers), number of cell (ncell), number of row (nrow), and coordinates) from the data, water bodies and vegetation index (NDWI and NDVI) were calculated. The extracted information was used as a training dataset for both centralized and distributed architecture using adaboost as bases of comparison between centralized and distributed architecture. Performance evaluation was based on Bandwidth consumption and Latency. Results were presented in the form of confusion matrix. The developed architecture achieved a 31.44 minutes and 1.9% improvement in latency and accuracy between the centralized and the distributed architecture respectively. The result also showed 5.8% and 4.81 minutes improvement in accuracy and latency were recorded in performance comparison of base learner and ensemble Adaboost.





Related Project Materials

THE PROBLEMS OF INDIGENOUS BOOK PUBLISHING IN NIGERIA PROSPECTS AND CHALLENGES OF PUBLISHING IN AFRICA: INSIGHT FROM A NIGERIAN INDIGENOUS PUBLISHING FIRM  

ABSTRACT

Book publishing seems to be taking the back seat in the “comity” of mass media especially in Africa...

Read more
LEVEL OF AWARENESS ON THE PREVENTION OF ANAEMIA AMONG PREGNANT WOMEN  

ABSTRACT

Worldwide it is estimated that about half of all pregnant women are anaemic. In Nigeria, the incidence of pregnant women with an...

Read more
PORTRAYAL OF WOMEN IN KANNYWOOD

ABSTRACT

The core northern states represent the birth place of Kannywood, adopting Kano State as the major lead in the formation of the f...

Read more
PHYTOCHEMICAL SCREENING AND ANTICONVULSANT STUDIES OF ETHYL ACETATE FRACTION OF ETHANOLIC EXTRACT OF THE LEAVES OF GLOBIMETULA BRAUNII (LORANTHACEAE) PARASITING ON PILIOSTIGMA THONINGII (FABACEAE)

ABSTRACT

The ethyl acetate soluble fraction of ethanol extract of leaves of Globimetula braunii, a plant used in ethnomedicine for the tr...

Read more
AN ASSESSMENT ON THE CONSCIOUSNESS AND PRACTICE OF GREEN CONSTRUCTION

Background to study

Buildings that are environmentally friendly or sustainable are the way of the futur...

Read more
feminism in the philosophy of simone-de-beauvoir a critical analysis

ABSTRACT

 

Feminism is one of the philosophical concepts that has raised a lot of controversies in all hu...

Read more
THE IMPACT OF AUDITING IN THE PREVENTION OF FRAUDS IN THE NIGERIAN PUBLIC SECTOR

Abstract

Internal audit system plays a key role  in the assurance chain towards accountability and control. therefore the purpose of...

Read more
THE ECONOMIC IMPORTANCE OF FERMENTATION

​​​​​​​Background  of  the Study

Since fruit ferments naturally, fermentation precedes human history. However,...

Read more
THE EFFECT OF BUDGET AND BUDGETARY CONTROL ON ORGANIZATIONAL EFFICIENCY

ABSTRACT

This research work conducted with special reference to the budgetary system of Emenite Nigeria Limited with the...

Read more
AN ASSESSMENT OF COST PERFORMANCE AND ACCOUNTABILITY IN PRIVATIZED PUBLIC ENTERPRISES IN NIGERIA. A STUDY OF OANDO (UNIPETROL) PLC IN ENUGU STATE

Abstract

Despite an impressive level of privatization activity across Africa and the upsurge in search of the operating performance of pr...

Read more
Share this page with your friends




whatsapp