Publication2025
Neural network backstepping control of OWC wave energy system
The record
- Type
- Publication
- Date
- 1 December 2025
- Level
- National
- Journal
- Scientific Reports
- Volume
- 15
- Issue
- 1
- Published
- 1 December 2025
- DOI
- 10.1038/s41598-025-87725-x
- Scopus ID
- 86000281503
- ISSN
- 20452322
- Authors
- 8
- Open access
- Yes
- Citations
- 7
- International co-authorship
- No
- Co-author countries
- IN
Classification
Every label below carries the reasoning it was assigned on, the confidence band it was assigned in, and what produced it. The rubric is published.
UN Sustainable Development Goals
7 Ensure access to affordable, reliable, sustainable and modern energy for all
Develops neural network backstepping control for oscillating water column wave energy systems, improving renewable energy harvest efficiency and system robustness.
- High confidence
- The subject matter is a strong and direct inference from the record type, the funding or organising body, or the programme context, even where the title alone is thin. Example: an ICMR-funded project against SDG 3, on the strength of the agency.
- Judged
- Judged against the published classification rubric, under the rubric and prompt versions recorded with the run that produced it.
- Produced by
- claude-haiku-4-5-20251001, under kortex-publication-v1
9.5 Enhance scientific research, upgrade technological capabilities, and increase researchers and R&D spending
Advances research capacity in neural network control systems and Lyapunov stability analysis for renewable energy applications, improving upon conventional PI and BSC controllers.
- Produced by
- claude-haiku-4-5-20251001, under kortex-publication-v1
Viksit Bharat @2047
vb-2.5 Green economy, energy transition and climate resilience
Neural network control enhances ocean wave energy generation, contributing to green energy transition and climate-resilient renewable energy infrastructure development.
- Produced by
- claude-haiku-4-5-20251001, under kortex-publication-v1
Each label above carries the instrument and the version that produced it. How each classification is reached.
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Provenance
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- Source rows resolved into this record
- 1
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Citing this record
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KIIT Deemed to be University. “Neural network backstepping control of OWC wave energy system”. Kortex.