---
title: "Impact of PV module degradation on inverter clipping losses"
slug: "impact-of-degradation-on-clipping-losses"
updated: 2026-04-13T08:20:34Z
published: 2026-04-13T08:20:34Z
canonical: "kb.solargis.com/impact-of-degradation-on-clipping-losses"
---

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# Impact of PV module degradation on inverter clipping losses

| **Authors:** Jozef Rusnak, Branislav Schnierer | Presented at 2025 European PVPMC workshop in Ayia Napa, Cyprus |
| --- | --- |
| 29 October 2025 |

[Read full document **](https://www.sandia.gov/app/uploads/sites/243/dlm_uploads/2025/11/PVPMC_J.Rusnak_Poster_PRINT_841x1189.pdf)

## Overview

In the PV industry, it is standard practice to perform detailed energy yield simulations for the first year of a power plant's operation. However, as PV modules age, their performance naturally declines - a process known as degradation. Recent research by Solargis, presented at the European PVPMC workshop, highlights how this long-term degradation influences **inverter clipping losses** (CLs) and overall energy yield predictions over a typical project lifetime.

## Methodology

To understand the interaction between aging and power limitation, we analyzed several sites using **DC/AC ratios** of 1.25 and 1.50. To capture the nuance of solar variability, the simulations utilized two types of satellite-based data: Typical Meteorological Year (TMY) and Multi-year Time Series (TS). These were processed at both **15-minute time steps**and **1-minute time steps** to evaluate the impact of temporal resolution on the results.

Degradation was modeled as 0.8% at the end of the first year and 0.5% for each subsequent year. The research compared three calculation methods:

1. **Full TS simulation**: Degradation applied directly to each step of a 20+ year sub-hourly time series.
2. **TMY repetition**: Repeating a single TMY year for the project lifetime with degradation applied annually.
3. **Post-processing**: Applying a linear degradation factor to the Long-Term Average (LTA) yield - the current industry standard.

## Key research findings

The study revealed that the relationship between degradation and energy loss is not as straightforward as once thought.

### Non-linear Reduction of Clipping

While PV module degradation is linear, the resulting decrease in clipping losses is non-linear. As the modules degrade, the DC array effectively "shrinks" relative to the inverter capacity. This causes **clipping losses**to **drop significantly faster in the early years** of a project than in the later years.

### The Role of Temporal Resolution

The research found that **using a 15-minute time step (or hourly data) often underestimates clipping losses compared to a 1-minute time step**. This is because high-frequency fluctuations in irradiance are smoothed out in lower-resolution data, even though they would have triggered an inverter's power limitation in reality.

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)

*Figure 1: CLs throughout expected plant lifetime with different input data and different DC/AC ratios. Note the differences between the flat profile of TMY-based analysis and variable profile of TS-based analysis.*

Furthermore, the **choice of input data resolution affects** not only CLs but **all losses in the simulation chain** which are nonlinearly changing due to irradiance and degradation.

## Why standard industry practice may be inaccurate

Many practitioners use a "post-processing" approach: they calculate the first-year yield and then subtract a flat annual degradation percentage (e.g. -0.5% per year) for the rest of the project life.

By simply subtracting a flat degradation percentage from a first-year simulation, designers fail to account for the fact that a degrading system actually "reclaims" some energy that would have otherwise been clipped. Failing to model this interaction can lead to an **overestimation of future yield losses** - and an underestimation of actual energy production - **by as much as 3.6%.**

## Recommendations for PV professionals

To ensure the highest accuracy in financial and technical assessments, Solargis recommends the following:

- **Use sub-hourly data**: Utilize data with 15-minute or 1-minute time step for clipping analysis.
- **Choose the right software**: Use software capable of full sub-hourly time-series integration, ensuring the entire simulation chain responds dynamically to high-resolution data rather than just approximating losses through post-calculation corrections.
- **Integrate degradation**: Run simulations that incorporate degradation directly into the simulation chain, calculating is specifically for each day of the analyzed period.
- **Site-specific analysis**: Avoid global assumptions, as the impact varies based on local climate and DC/AC ratios.
