What this research found
India's National Green Hydrogen Mission favours high-irradiance desert sites, which raises the question of whether the heat that comes with the sunshine cancels out the advantage. An hourly year-long simulation of a 1 MW solar array feeding matched alkaline and proton exchange membrane (PEM) electrolysers at Jodhpur, Rajasthan, found that the answer depends on the technology: thermal penalties consume 113.6% of the solar gain for alkaline, erasing it, but only 48.1% for PEM.
- For alkaline electrolysis the thermal offset ratio reaches 113.6%, so heat-driven losses slightly exceed the benefit of Rajasthan's stronger sunlight. For PEM the ratio is 48.1%, leaving roughly half the solar advantage intact.
- Over 20 years PEM returns 2.97 times the net benefit of alkaline — 74,397 kg of additional hydrogen against 25,027 kg, measured against an average-India reference — despite beginning with lower efficiency, 59.6% versus 62.0% on a lower-heating-value basis.
- The divergence traces to operating temperature. Alkaline runs at 70.3°C for an Arrhenius acceleration factor of 1.83, or 83% faster ageing, while PEM runs at 60.3°C for a factor of 1.03, a 15-fold difference in thermal impact.
- The photovoltaic array itself gives up 7.42% of its annual energy to heat relative to standard test conditions, about 170 MWh forgone on a 1 MW system.
- First-year output is nearly identical between the two technologies, 40,050 kg of hydrogen for alkaline against 39,255 kg for PEM, but the ranking inverts over the full horizon: 703,664 kg cumulative for alkaline against 708,189 kg for PEM.
How it was done
A typical meteorological year for Jodhpur, Rajasthan (26.24°N, 73.02°E) was synthesized with the pvlib library using the Ineichen clear-sky model, producing 8,760 hourly values of irradiance, temperature and wind: annual global horizontal irradiance of 2,091 kWh/m², a mean temperature of 26.1°C and a 43.6°C peak, with cloud conditions applied to 15% of hours. That series drove an hourly model of a 1 MW photovoltaic array coupled to matched 1 MW alkaline and PEM electrolysers, with efficiency and stack degradation made temperature-dependent through Arrhenius kinetics using activation energies of 55 kJ/mol for alkaline and 65 kJ/mol for PEM. Output was projected across 20 years and compared against an average-India reference case at 85% irradiance, 3% photovoltaic loss and 60°C operation. The work was published as a 19-page two-column paper with 19 figures and more than 60 references, plus a 9-slide deck.
Data sources
- Synthesized typical meteorological year for Jodhpur, Rajasthan — 8,760 hourly records generated with pvlib's Ineichen clear-sky model
- Garcia-Navarro et al. (2024) on PEM stack degradation and Bonanno et al. (2024) on elevated-temperature PEM operation
- IEA levelised cost of hydrogen maps (2024) and the European Hydrogen Observatory
- Sharma & Sagar (2024) policy analysis of India's National Green Hydrogen Mission
Limitations
The climate input is synthesized rather than measured, which the peer review flags as a source of uncertainty and suggests validating against NASA POWER or PVGIS records for Jodhpur. Degradation is represented by a single activation energy per technology at one site, so it captures neither multiple simultaneous ageing mechanisms nor variation between locations.
Figures from this analysis
What this would have cost
This session was one of 67 audited against what a qualified specialist would spend producing the same deliverable alone, at mid-market US consulting rates.
Order-of-magnitude estimates (±30%) by design. The human baseline assumes one specialist working full-time without queueing or meetings, and excludes data and software licensing. The K-Dense figure is the credits a session consumed, valued at the Plus rate. What you are actually charged is capped per run — $9 at Standard, $29 at Pro — so the real gap is wider than shown. Full methodology.
How this research was produced
K-Dense Web planned and ran this energy investigation end to end — gathering the sources, carrying out the analysis, producing the figures, and drafting the report. The full session transcript, including every intermediate step, is available to view.


