10.46243/jst.2022.v7.i07.pp36-57 registered
Workload Balancing in Cloud Computing: An Empirical Study on Particle Swarm Optimization, Neural Networks, and Petri Net Models
Resolves to https://www.jst.org.in/index.php/pub/article/view/1197
Held by Longman Publishers (India) · prefix 10.46243 live · DOI address https://doi.org/10.46243/jst.2022.v7.i07.pp36-57
Registered 29 Sep 2026 via crossref · record version 2 · last change 30 Sep 2026, 12:00 AM · record sha256 7ea3566bc8b35653…
Resolve ⬇ Record (JSON) ⬇ Kernel Metadata Declaration (XML) Compare with Crossref Cite (APA · BibTeX · RIS · CSL)
What the DOI identifies
JournalArticle — an article in a journal · Digital · Visual · en
Workload Balancing in Cloud Computing: An Empirical Study on Particle Swarm Optimization, Neural Networks, and Petri Net Models (PrincipalTitle)
Published 2022-07-23
Part of Journal of Science & Technology · ISSN 2456-5660 · volume 07 · issue 07 · pages 36–57
Agents
- Charles Ubagaram (author)
- Rohith Reddy Mandala (author)
- Venkat Garikipati (author)
- Narsing Rao Dyavani (author)
- Bhagath Singh Jayaprakasam (author)
- Purandhar N (author)
- Longman Publishers (publisher)
Identifiers DOI 10.46243/jst.2022.v7.i07.pp36-57
Abstract
Workload balancing in cloud computing plays a critical role in ensuring efficient task scheduling, resource allocation, and execution management. This study explores the effectiveness of Particle Swarm Optimization (PSO), Neural Networks (NNs), and Petri Net Models (PNMs) for optimizing workload distribution in dynamic cloud environments. The research involves a comparative analysis of these methods, evaluating their computational efficiency, adaptability, and scalability. Mathematical models are developed to formalize their operational principles, and simulations are conducted to measure performance. The findings indicate that a hybrid approach combining PSO, NNs, and PNMs enhances system stability and overall cloud performance, making it a promising solution for intelligent workload balancing
System metadata — ISO 26324:2025, Annex B · DOI Handbook 10.1
Each element by the standard's name (Annex B: reference elements, then administrative) and the Handbook's (in grey), read off the record above.
| Element | Value | In the record |
|---|---|---|
| DOI Name DOI name | 10.46243/jst.2022.v7.i07.pp36-57 | doi |
| Referent Type referentType | Creation | referent |
| Referent Sub-Type referentSubType | JournalArticle — an article in a journal | type |
| Referent Name(s) referentName(s) | Workload Balancing in Cloud Computing: An Empirical Study on Particle Swarm Optimization, Neural Networks, and Petri Net Models (PrincipalTitle, en) | titles |
| Basic Metadata basicMetadata | author: Charles Ubagaram author: Rohith Reddy Mandala author: Venkat Garikipati author: Narsing Rao Dyavani author: Bhagath Singh Jayaprakasam author: Purandhar N publisher: Longman Publishers published: 2022-07-23 part of: Journal of Science & Technology · ISSN 2456-5660 · vol. 07 · no. 07 · pp. 36–57 language: en form: Digital · Visual · Language | agents, dates, container, language, structural_type, modes, characters |
| Referent Identifier(s) alternateIdentifier(s) | none besides the DOI | identifiers, relations (IsSameAs) |
| Registration Authority registrationAuthorityCode | Crossref — issued by Crossref (member 25296); held here as a copy | record.source_agency (our code, ra_doi_name, for names issued here once appointed) |
| Created Date issueDate | 2026-09-18 | record.registered (when the DOI name was first registered) |
| relatedIdentifiers | none needed — the descriptive metadata is in this record | container, relations (only where the descriptive metadata lives at another identifier) |
complete Every System Metadata element is here, with the basic metadata a journal article needs.
The System Metadata Declaration (JSON) · the Kernel Metadata Declaration (XML) · what each sub-type needs
History — the ledger
Every change to this DOI, in order, as it was recorded. Entries are only ever added, never changed or removed.
| # | When | What | By | Changes |
|---|---|---|---|---|
| 1 | 29 Sep 2026, 10:00 PM | register registered at Crossref; record read from api.crossref.org | Administrator (admin) | 232 fields set · sha256 2eb92c87d2ce… |
| 2 | 30 Sep 2026, 12:00 AM | update record re-read from api.crossref.org | Administrator (admin) | container.titles.0.value: |
Machine-readable: the history as JSON, with the full record after each change.
