ARTIFICIAL NEURAL NETWORK BASED PREDICTION AND COOLING ENRGY OPTIMIZATION OF DATA CENTERS
- Project Research
- 1-5 Chapters
- Abstract : Available
- Table of Content: Available
- Reference Style: APA
- Recommended for : Student Researchers
- NGN 3000
ABSTRACT
Thermal management of data centers remains a challenge because of their everincreasing power densities and decreasing server footprints. Current lack of dynamic control over global provisioning and local distribution of cooling resources often result in wasteful overcooling. These trends motivate this thesis research, which focuses on the development of a reliable and energy-efficient framework for allocating cooling resources to meet thermal management requirements, while minimizing energy consumption and adverse environmental impacts. A key component of energy-efficient thermal management is real-time accurate prediction of temperature distribution in data centers. This first section of this dissertation focuses on development and comparison of four Data Driven Modeling (DDM) methods, namely Artificial Neural Networks (ANN), Support Vector Regression (SVR), Gaussian Process Regression (GPR) and Proper Orthogonal Decomposition (POD). These DDM methods were trained on datasets generated from offline Computational Fluid Dynamics/Heat Transfer (CFD/HT) simulations for real-time prediction of temperature and airflow distributions in a data center. Using CFD simulation results to train DDMs transfers computational complexity from model execution (in CFD) to model setup and development. To generate the training data, a physics-based and experimentally validated room-level CFD/HT model was developed using the commercial software Future Facilities 6Sigma Room.
Related Project Materials
THE RISING CASE OF SOCIAL NETWORK CRIME RATES AMONGST NIGERIAN UNDERGRADUATES
EXCERPT FROM THE STUDY
With the ever increasing pace of development, social network crime has become an inevitable and a...
THE IMPACT OF FOREIGN EXCHANGE MANAGEMENT ON THE NIGERIAN ECONOMY
ABSTRACT
This research work investigates the impact of foreign exchange management by the monetary auth...
THE EVALUATION OF MICROORGANISMS ON GARRI
ABSTRACT
In the work, samples of Garri obtained from Ogbete market were evaluated for microbial contamination. Four samp...
THE IMPACT OF GUIDANCE AND COUNSELING SERVICES ON STUDENTS ACADEMIC PERFORMANCE AND CAREER CHOICE IN SELECTED SECONDARY SCHOOLS
Abstract
The research was undertaken to justify the effectiveness or otherwise of counseling services in sokoto metropo...
Recklessness of commercial drivers
Background to the Study
Driving a car, bus, lorry or an articulated-vehicle is a psychomotor activity that requires a co...
ASSESSMENT OF HUMAN CAPITAL DEVELOPMENT AND EMPLOYEES PRODUCTIVITY
ABSTRACT
This study was carried out to human capital development and employees productivity using Akwa...
AN APPRAISAL OF THE LEGAL FRAMEWORK OF THE NATIONAL EMERGENCY MANAGEMENT AGENCY (NEMA) IN THE PROTECTION AND ASSISTANCE OF INTERNALLY DISPLACED PERSONS (IDPs) IN NIGERIA
ABSTRACT
This study entitled: “An Appraisal of the Legal Framework of the National Emergency Management Agency (NEMA) in the Protec...
AN ASSESSMENT OF MARITIME SECURITY, INFORMATION AND COMMUNICATION TECHNOLOGY
Background of the study
Worldwide port and maritime activities, as well as their accompanying facilities and infrastruct...
PERCEPTION AND ATTITUDE OF MEN TOWARDS INFERTILITY AMONG INDIVIDUALS IN THE COMMUNITY
Background Of The Study
Reproduction is known as an essential human desire so that infertility may caus...
IMPACT OF REWARD SYSTEM IN THE BANKING SECTOR OF NIGERIA
ABSTRACT
This study examines the relationship between rewards system and employee performance in Auchi Microfinance bank...
