Student-led renewable energy intelligence

Making Renewable Energy Smarter

SunVayu Analytics helps solar and wind energy projects choose better locations, monitor performance, and reduce environmental and financial waste.

Founder story

SunVayu Analytics began when my ESS teacher asked our class: "What makes a renewable energy project truly sustainable?" I began researching solar and wind projects, writing data-driven blogs on my personal website, and later used the same thinking to recommend a solar plant location to the director of Shashwat Sol Pro. That location was later also shortlisted by professional consultants.

Research areas

What SunVayu Studies

The platform studies renewable energy as a system: resource potential, infrastructure, ecology, cost, risk, and post-installation performance.

Solar plant site selection

Comparing sunlight, land, grid access, climate risk, and cost before recommending a site.

Wind energy feasibility

Evaluating wind consistency, terrain, road access, grid connection, and ecological sensitivity.

Grid access and transmission cost

Estimating whether renewable output can reach the grid without excessive connection cost.

Land-use and ecological impact

Screening land for agriculture, grazing, biodiversity, wetlands, and community dependence.

Flood and climate risk

Checking whether long-term climate exposure could damage energy infrastructure.

Renewable energy performance monitoring

Comparing expected and actual output to identify dust, heat, shading, and equipment losses.

Method

Our Method

01

Collect data

Collect environmental and economic data.

02

Score sites

Score sites using weighted criteria.

03

Compare output

Compare expected output with risks.

04

Recommend

Recommend sustainable, financially viable locations.

About

Dyuttit Sethi: from an ESS question to an analytics project

I am Dyuttit Sethi, a Grade 12 student at Jayshree Periwal International School in Jaipur. SunVayu Analytics is my attempt to connect classroom environmental systems thinking with practical renewable energy decisions.

The project started with one classroom question: what makes a renewable energy project truly sustainable?

1

The ESS question

My ESS teacher asked us to research sustainability in renewable energy. At first, I thought the answer was simple: solar panels, windmills, clean power. The more I studied, the more I saw the bigger system: land, roads, grid access, nearby communities, biodiversity, cost, and maintenance.

2

Blogs became the research base

I began writing blogs on my personal website, using ESS concepts and data to analyze renewable energy decisions. Those posts slowly became the foundation of SunVayu Analytics.

3

The Shashwat Sol Pro trial

At a business event, I overheard the director of Shashwat Sol Pro discussing the difficulty of selecting a solar plant location. I introduced myself, explained the project, and was assigned a trial task: recommend an economically and environmentally suitable site.

4

Model validation

I scored locations using solar irradiation, land cost, grid access, road connectivity, flood risk, biodiversity sensitivity, and community impact. Later, professional consultants shortlisted one of the same locations, which showed that ESS-based research could have practical industry value when structured clearly.

Research blogs

Renewable energy analysis, written for decisions

Twenty-three dated research posts from April 2024 to May 2026. Hover the index numbers for a quick research note, then open each article on its own research page.

Blog archive mix

60%

Solar, grid, land, and performance topics make up most of the archive because they are central to site-selection decisions.

Monthly research rhythm

The archive becomes more technical over time, moving from ESS reflections into scoring models and monitoring logic.

Model emphasis

Irradiation
88
Grid
82
Land
76
Risk
71
01Solar8 min readApril 12, 2024

Why Solar Plant Location Matters More Than Panel Count

Solar output depends on irradiation, tilt, temperature, shading, grid distance, dust, and land conditions.

Open full blog
02Land Use7 min readMay 26, 2024

The Hidden Land-Use Problem Behind Solar Energy

Solar is clean during operation, but land decisions can still create ecological and social trade-offs.

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03Grid8 min readJuly 9, 2024

Grid Access: The Factor That Can Make or Break a Solar Project

A solar plant is only useful if electricity can reach the grid reliably and affordably.

Open full blog
04Climate Risk7 min readAugust 18, 2024

Flood Risk and Climate Resilience in Solar Site Selection

Long-life renewable infrastructure must be screened for drainage, flooding, and climate stress.

Open full blog
05Wind8 min readOctober 2, 2024

Wind Energy Is Not Just About Wind Speed

Wind projects need consistency, terrain suitability, grid access, road access, and ecological screening.

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06Policy9 min readNovember 21, 2024

Why Clean Energy Projects Still Need Environmental Impact Assessment

Renewable energy reduces emissions, but poor planning can still create local harm.

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07Performance Monitoring8 min readJanuary 14, 2025

Solar Panel Performance Loss: Dust, Heat, and Maintenance

After installation, analytics can detect dust, heat losses, inverter faults, and shading.

Open full blog
08Solar10 min readMarch 4, 2025

Building a Weighted Site-Selection Model for Solar Plants

The core SunVayu method ranks Indian sites using resource, grid, land, climate, ecology, and access criteria.

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09Solar + Wind8 min readApril 19, 2025

Solar vs Wind: When Each Renewable Source Makes More Sense

A decision matrix for choosing solar, wind, or hybrid renewable planning.

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10Analytics8 min readMay 30, 2025

The Future of Renewable Energy Is Analytics

AI, satellite data, sensors, and predictive maintenance can improve renewable decisions.

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11Remote Sensing9 min readJuly 11, 2025

How Satellite Data Improves Solar Site Screening

Remote sensing helps compare land, sunlight, slope, access, and ecological constraints.

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12Grid9 min readAugust 24, 2025

Storage and Forecasting: Making Variable Renewables Useful

Battery storage and weather forecasting make renewable output easier to integrate.

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13Water7 min readSeptember 29, 2025

Water Use in Solar Panel Cleaning

Cleaning improves output, but water availability changes what maintenance strategy is sustainable.

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14Land Use8 min readOctober 17, 2025

Agrivoltaics: Can Solar and Farming Share Land?

Raised panels, crop choice, shade, and farm access can reduce land-use conflict.

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15Stakeholders8 min readNovember 28, 2025

Community Acceptance: The Soft Factor That Becomes a Hard Risk

Projects can slow down if local livelihoods, access, and benefit-sharing are ignored.

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16Performance Monitoring7 min readDecember 19, 2025

Inverters, Clipping, and the Real Output of Solar Plants

Generation depends on the full system, not only the panels installed in the field.

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17Wind9 min readJanuary 23, 2026

Wake Losses: Why Wind Turbine Spacing Matters

Turbines steal wind from each other if layouts ignore prevailing wind and wake effects.

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18Policy8 min readFebruary 16, 2026

Policy, Tariffs, and Why Feasibility Is Not Only Technical

Revenue certainty, auctions, incentives, and grid rules shape renewable project viability.

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19Lifecycle8 min readApril 5, 2026

Lifecycle Thinking for Solar Panels and Wind Turbines

Renewable energy still needs material, end-of-life, and recycling planning.

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20Methodology10 min readMay 13, 2026

From ESS Class Question to Renewable Intelligence Framework

A final synthesis of the SunVayu approach: data, systems thinking, and practical recommendations.

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21Climate Risk8 min readMay 2, 2026

Microclimate and Heat Islands Around Solar Plants

Large solar arrays can change shade, surface temperature, airflow, and local maintenance conditions.

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22Wind8 min readMay 16, 2026

Repowering Old Wind Farms: More Energy Without More Land

Replacing older turbines can improve output while using existing wind-energy sites and grid access.

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23Performance Monitoring9 min readMay 21, 2026

Designing a Renewable Energy Performance Dashboard

A useful dashboard turns raw generation data into decisions about cleaning, faults, heat, and grid losses.

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Illustrative model

Solar Site-Selection Model

Final Score = Irradiation Score x 0.25 + Grid Score x 0.20 + Land/Land-use Score x 0.15 + Flood Safety Score x 0.15 + Ecological/Social Safety Score x 0.15 + Road and O&M Access Score x 0.10. Public site facts are from online sources; SunVayu scores are illustrative and should be treated as a student model, not proprietary engineering data.

Indian sitePublic data pointLand / social noteGrid / infrastructure noteRisk noteSunVayu score
Rewa Ultra Mega Solar, Madhya Pradesh750 MW; operational in Gurh tehsil, Rewa districtPublic pages cite a 1,590 land-area figure with differing units, so verify the exact unit before formal submission220/400 kV inter-state transmission system reported by RUMSLBalanced project structure and lower land-conflict signal8.30 / 10
Bhadla Solar Park, Rajasthan2,245 MW; Thar Desert, high solar irradiance56 sq km; low population density and government-owned land notedLarge solar park scale, but remote evacuation contextDust and sandstorm exposure increases O&M risk8.05 / 10
Charanka Solar Park, GujaratMulti-developer park at Charanka, Patan district2,000 ha plot; about 60% government land described as mainly wastelandPark infrastructure includes roads and power evacuation facilitiesStrong insolation, but land and local-use checks still matter7.70 / 10
Pavagada Solar Park, Karnataka2,050 MW solar park13,000 acres leased from 2,300 farmers in five villagesUtility-scale project, useful for studying social land modelsHigher social-impact sensitivity because livelihoods were land-based7.25 / 10

Why Rewa ranks first in this sample model

Rewa does not automatically beat Bhadla on solar resource. It ranks first in this illustrative model because public information points to a well-structured project, clear capacity, a known land package, and grid infrastructure planning. Bhadla remains very strong because of irradiation and scale, but dust, remoteness, and O&M exposure reduce its balanced site score. Pavagada is important, but the land-lease and livelihood story makes it a stronger case study for just transition than a low-risk site model winner.

Case study

From Classroom Question to Solar Site Recommendation

Background

SunVayu Analytics began as a student research initiative after an ESS class question about what makes renewable energy truly sustainable.

The opportunity

At a business event, Dyuttit overheard the director of Shashwat Sol Pro discussing the difficulty of choosing a suitable solar plant location.

The method

He used a weighted model considering sunlight, land cost, grid access, flood risk, road access, biodiversity, and community impact.

Validation

Later, professional consultants shortlisted the same location, validating the analysis without overstating the claim.

Resources

References and Research Inputs

Realistic citation placeholders for a student research portfolio.