ItemConference Paper

Performance Evaluation of CPU and GPU Processors Using Advanced Data Analysis Techniques

Title
Performance Evaluation of CPU and GPU Processors Using Advanced Data Analysis Techniques
Creator
Simhadri, Vineeth; Preetham Noel, P.; Jayapandian, Natarajan
Description
The modern industry is developing advanced CPU and GPU processors. The standard efficiency difference between the Intel Core i5 and 11th Gen with Nvidia GTX3050 processors is being discussed in this article. However, the reduction factor between these processors is determined to be as 2.5. Various data visualization techniques were applied to give a comprehensive analysis of the performance of CPU and GPU-based processors for execution of intensive tasks. The results were analyzed to understand the various performance parameters related to their functioning and efficiency. A model was proposed for enhancing the performance and throughput of the processor by easing the internal communication process between the CPU and the GPU by converting from electrical signals to light signals, though being faced with many challenges in the current time, holds a large scope of further research in the pursuit of higher computational efficiency. The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2025.
Source
Lecture Notes in Electrical Engineering;Volume;1420 LNEE;pp.63-74
Date
01-01-2025
Publisher
Springer Science and Business Media Deutschland GmbH
Subject
Asymmetric multicore processors; Graphing processing unit; Heterogeneous computing systems; Processing units; Simultaneous multithreading
Coverage
Simhadri V., Department of Computer Science and Engineering, Christ University, Bangalore, India; Preetham Noel P., Department of Computer Science and Engineering, Christ University, Bangalore, India; Jayapandian N., Department of Computer Science and Engineering, Christ University, Bangalore, India
Rights
Restricted Access; Hardcopy may be available in the library
Relation
ISSN: 18761100; ISBN: 978-981966405-4;
Format
online
Language
English
Type
Conference paper

Citation

Simhadri, Vineeth; Preetham Noel, P.; Jayapandian, Natarajan, “Performance Evaluation of CPU and GPU Processors Using Advanced Data Analysis Techniques,” CHRIST (Deemed To Be University) Institutional Repository, accessed June 20, 2026, https://archives.christuniversity.in/items/show/25589.

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