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.
Abstract
We live in a digital world in which the amount of information available for human consumption doubles every th...
ABSTRACT
Nigeria like other micro economies heavily dependent on petroleum, and sometimes Agriculture had to explore alternatives to grow...
ABSTRACT
This work is aimed at examining the roles of NTA in economic development. It also looked at some of the problems that confront t...
Background to the Study
Fiscal decentralization, which mirrors the amount of fiscal autonomy and responsibility accorded...
ABSTRACT
The study examines drug abuse and mental stability as predictors of study habit of undergraduates...
INTRODUCTION AND BACKGROUND TO THE STUDY
Around the world, practically every facet of human exist...
Background to the Study
The European Union’s relationship with the African, Caribbean, and Pacific (ACP) countries...
ABSTRACT
The study assessed staff development programmes on the job performance of lecturers in colleges of education in Kaduna state, Ni...
ABSTRACT
This study investigated the effects of flipped classroom instructional strategies on senior secondary school students‟ performan...
STATEMENT OF THE PROBLEM
Inland aquaculture is an integral component of the overall agricultur...