AI Water Footprint Calculator
Calculate the water consumption of AI model training and inference. Estimate cooling water usage for data centers running large language models and ML workloads.
Calculate the solar panel wattage and number of panels needed for your home or project. Estimate daily energy production, system size, costs, and payback period based on your location.
| Panel Type | Watts | Efficiency | Cost/W | Degradation/yr | # Needed |
|---|---|---|---|---|---|
| Standard PERC (370W) | 370W | 19.8% | $2.60 | 0.5% | 21 |
| High-Efficiency (400W) | 400W | 21.3% | $2.90 | 0.4% | 20 |
| Premium (430W) | 430W | 22.8% | $3.40 | 0.3% | 18 |
| Budget (350W) | 350W | 18.5% | $2.30 | 0.6% | 23 |
| Region | Peak Sun Hours | Level |
|---|---|---|
| Desert Southwest (AZ, NV) | 6.5 | |
| Southern California | 5.8 | |
| Texas / Southeast | 5 | |
| Mid-Atlantic | 4.5 | |
| Midwest | 4.2 | |
| New England | 4 | |
| Pacific Northwest | 3.5 | |
| Northern Europe | 3 | |
| Tropical | 5.5 |
Sizing a solar panel system correctly is the single most important decision in going solar. An undersized system won't cover your electricity needs, while an oversized system wastes money on panels that produce excess power you can't use or sell. The right size depends on your electricity consumption, location (peak sun hours), roof space, panel efficiency, and utility rate structure.
A typical U.S. household uses 10,000-11,000 kWh per year (about 30 kWh per day). With an average of 4-5 peak sun hours per day in most of the continental U.S., this requires a 6-8 kW system—roughly 16-22 panels at 370W each. However, actual requirements vary enormously: a small apartment may need only 2-3 kW, while a large home with electric heating and EV charging could require 12-15 kW.
This calculator helps you determine the optimal system size based on your actual electricity usage, local sun conditions, panel specifications, and budget. It accounts for real-world losses from temperature, shading, inverter efficiency, and panel degradation to give you accurate first-year and 25-year production estimates.
Use this calculator to size a solar array around your actual electricity use, local sun hours, roof space, and panel wattage so you can compare system size, output, and payback with less guesswork.
System Size (kW) = (Annual_kWh ÷ 365 ÷ Peak_Sun_Hours) ÷ System_Efficiency. Number of Panels = System_Size_W ÷ Panel_Wattage. Annual Production = System_kW × Peak_Sun_Hours × 365 × System_Efficiency. System efficiency accounts for inverter losses (~3%), temperature derating (~5-10%), wiring (~2%), soiling (~2-3%), and shading.Result: 7.1 kW system → 20 panels
At 900 kWh/month (10,800 kWh/year), with 4.5 peak sun hours and 15% system losses: daily need = 29.6 kWh. System size = 29.6 / (4.5 × 0.85) = 7.74 kW → round to 7.4 kW (20 × 370W panels). Estimated annual production: 10,800 kWh. Cost at $2.75/W: about $20,350 before incentives; the net installed cost depends on the incentives available for the system and tax year.
Solar panel datasheets list several key specifications: wattage (Pmax), efficiency, temperature coefficient, and degradation rate. Wattage is the maximum power output under Standard Test Conditions (STC: 1000 W/m² irradiance, 25°C cell temperature). Real-world output is almost always lower than STC due to higher temperatures, lower irradiance, and system losses.
Efficiency measures how much of the incident sunlight is converted to electricity. Standard panels achieve 18-20% efficiency, while premium panels reach 22-24%. Higher efficiency means more power per square foot of roof area, which matters most for space-constrained installations.
Temperature coefficient indicates how much power decreases per degree above 25°C. Typical values are -0.3% to -0.4%/°C. In hot climates, this can reduce output by 10-15% on summer afternoons—a significant factor that many solar calculators ignore.
While payback period is the most commonly cited metric, net present value (NPV) and internal rate of return (IRR) are more informative financial measures. A solar system with a 7-year payback and 25-year life generates roughly 2.5x its cost in total savings—an IRR of 10-15% that exceeds most investment alternatives.
Factor in panel degradation (0.3-0.5% per year) and electricity rate increases (2-4% per year) for accurate long-term projections. Rate increases are especially important: if your utility rate grows 3% per year, your solar savings in year 25 will be roughly double the year-1 savings.
Solar panel technology continues to advance rapidly. Bifacial panels capture reflected light from the ground, adding 5-15% production. Half-cut cell designs reduce resistive losses. N-type cells (TOPCon, HJT) are replacing P-type PERC as the mainstream technology, offering higher efficiency and lower degradation. Tandem perovskite-silicon cells are a major research focus and could eventually push efficiencies well above mainstream panel performance—potentially reducing the number of panels needed compared with standard technology.
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The average U.S. home (10,500 kWh/year) needs 16-22 panels (6-8 kW system), depending on panel wattage and local sun conditions. Check your electric bill for your actual kWh usage, as this varies widely by home size, climate, and lifestyle.
Peak sun hours represent the equivalent number of hours per day when solar irradiance averages 1,000 W/m². It's NOT just hours of daylight. The U.S. ranges from 3.5 hours (Pacific Northwest) to 6.5 hours (desert Southwest). This is the most location-dependent factor in solar sizing.
Residential panels commonly range from 350W to 430W. Standard panels are often 370-400W, while premium panels can reach 410-430W. Higher wattage panels cost more per unit but require fewer panels, saving on mounting hardware and installation labor.
Total system losses typically range from 12-25% depending on installation quality. Major loss sources: inverter conversion (3-5%), temperature derating (5-15% in hot climates), soiling/dust (2-5%), wiring/mismatch (2-3%), and shading (0-20%+). A well-installed, unshaded system achieves 12-15% total loss.
Residential installed costs often fall in the low single-digit dollars per watt, or roughly the mid-five figures for a typical 6-8 kW system before incentives. Federal, state, and utility incentives can reduce the net cost substantially, but the exact savings depend on location and tax year.
In the U.S., solar payback periods range from 5-12 years depending on electricity rates, sun exposure, and incentives. States with high rates and good sun (California, Hawaii, Massachusetts) see 5-7 year payback, while states with low rates or less sun may take 10-12 years.
Calculate the water consumption of AI model training and inference. Estimate cooling water usage for data centers running large language models and ML workloads.
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