Optimal planning of grid-connected energy storage and renewable energy sources integration using an improved whale algorithm

Pranda Prasanta Gupta, Deepak Gupta, Kavita Tukaram Patil, Kishor S Wagh, Chanakya Kumar Jha, Pallavi Jha, Akhilesh Kumar Sharma · 2026

Read Optimal planning of grid-connected energy storage and renewable energy sources integration using an improved whale algorithm by Pranda Prasanta Gupta, Deepak Gupta, Kavita Tukaram Patil, Kishor S Wagh, Chanakya Kumar Jha, Pallavi Jha, Akhilesh Kumar Sharma (2026) in the Tower of Babel, a free online library of public-domain works preserved in clean, searchable text. No sign-up. The full text is served as a plain-text file at a predictable URL, where text is present: https://antarctic-labs.com/tower-of-babel/pmc-13478389.txt.

Description

Pranda Prasanta Gupta and six colleagues planned in 2026 wind-storage capacity for high-mountain irrigation pumping using an improved whale algorithm. Wind and solar vary unpredictably, and storage must cover pumping demand without inflating lifetime cost.

Their scenario-free chance model weighed wind, pumping, and storage options, comparing single-battery against hybrid battery-gas storage. The hybrid cut lifetime cost by 5.4 percent, eased battery stress, and kept pumping efficiency. A dependability model for wind generation underpinned the planning. The approach shows clear money and technical gains for renewable irrigation systems.

Catalog record

CREATORPranda Prasanta Gupta, Deepak Gupta, Kavita Tukaram Patil, Kishor S Wagh, Chanakya Kumar Jha, Pallavi Jha, Akhilesh Kumar Sharma
YEAR2026
COLLECTIONPAPERS
FORMATTXT
FILE SIZE68 KB
VERSION1.0
LICENSECC BY 4.0
RIGHTSCC BY
SOURCEEurope PMC

Source: https://europepmc.org/articles/PMC13478389

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