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
AN EVALUATION OF THE IMPACT OF SUPERVISION AND CONTROL OF THE CENTRAL BANK ON THE PERFORMANCE OF COMMERCIAL BANKS
ABSTRACT
This research project tends to evaluate the impact of supervision and control of the Central Bank on the performance of commerci...
CONSTRAINTS OF EFFECTIVE TEACHING AND LEARNING OF TECHNICAL EDUCATION
ABSTRACT
This study was carried out to examine the constraints of teaching technical education in secondary schools...
AN INVESTIGATION OF THE AGITATION AND CLAMORING FOR RESTRUCTURING OF NIGERIA FEDERATION
Background of the study
For some months, the discourse of restructuring has dominated the public sphere, and this theme...
FINANCIAL STATEMENT AS DETERMINANT OF PROFITABILITY IN BUSINESS ORGANISATION
ABSTRACT
This study examined the relationship between firm financial management techniques and profitability. Six variab...
ANALYTICAL DESIGN AND CONSTRUCTION OF AUTOMATIC SOLAR STREET LIGHT
INTRODUCTION
Since the discovery of electrical energy for illumination, it is evident that human interactio...
IMPACT OF MACROECONOMIC SHOCKS ON HOUSEHOLD POVERTY AND INCOME INEQUALITY IN NIGERIA
ABSTRACT
Poverty and income inequality are huge development challenges in Nigeria. Over half of the population are living below the pover...
PROBLEMS OF MARKETING GUIDANCE AND COUNSELING SERVICES IN SECONDARY SCHOOLS
ABSTRACT
Guidance and counseling is an integral part of an ideal educational system. The New En...
PROBLEMS AND PROSPECT OF REARING POULTRY
ABSTRACT
Poultry production has in no small way helped to develop- the community and people of Ikpoba O...
Design and Implementation of an Intrusion Tolerant System
Abstract
The advancement of computers produce computing infrastructures which handle resources in a more efficient way, and a busine...
CYBER CRIME IN COLLEGES
Abstract
The aim of this study was to examine the perception of the impact of cybercrime in colleges in Nigeria us...
