Optimization and Scaling

This discipline explores algorithms and techniques that enhance system performance, scalability, and resource utilization. It examines load balancing, distributed computing, and performance tuning. Optimization supports AI, big data, cloud computing, and real-time applications. It studies mathematical modeling, heuristics, and evolutionary algorithms. The field strengthens system reliability and efficiency in high-demand IT environments.
Samvakti Journal of Research in Information Technology

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Samvakti Journal of Research in Information Technology - Optimization and Scaling
Conference Paper - A Brief Description on Optimization Techniques
Mr Madhav Singh Solanki
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December 11, 2021
The optimization of large-scale issues is fraught with challenges. Multi-modality, dimensionality, and differentiability are the main challenges. Traditional methods often fail to tackle such large-scale issues, particularly when the goal functions...
Samvakti Journal of Research in Information Technology - Optimization and Scaling
Conference Paper - A Brief Description on Optimization Techniques
Mr Madhav Singh Solanki
Download PDF
December 11, 2021
The optimization of large-scale issues is fraught with challenges. Multi-modality, dimensionality, and differentiability are the main challenges. Traditional methods often fail to tackle such large-scale issues, particularly when the goal functions...
Samvakti Journal of Research in Information Technology - Optimization and Scaling
Conference Paper - A Brief Description on Optimization Techniques
Mr Madhav Singh Solanki
Download PDF
December 11, 2021
The optimization of large-scale issues is fraught with challenges. Multi-modality, dimensionality, and differentiability are the main challenges. Traditional methods often fail to tackle such large-scale issues, particularly when the goal functions...

Members of Editorial Board

Prof. Dr. Himanshu Monga
Jwaharlal Nehru Government Engineering College
Mandi (H.P) , India
Member Since: Sat, 06th June 2020
Dr. Somendra Shukla
GNIT
Gautam Budh Nagar , India
Member Since: Fri, 26th September 2025
Dr. ANURAG UPADHYAY
KCC Institute of Engineering and Technology Greater Noida
Greater Noida , India
Member Since: Tue, 27th August 2024

Members of Reviewer Board

Mr. Siddharth Nanda
Shri Jagdishprasad Jhabarmal Tibrewala University
Member Since: Wed, 15th April 2020
Ms. Nirupma Singh
Career Point University
Kota , India
Member Since: Thu, 14th May 2020