The fight against climate change often centers around farmland, where competing interests of food production and sustainable energy clash. Various strategies have been proposed to mitigate the impact of agriculture on the environment, including the use of marginal lands for energy crops. A recent study conducted by researchers at the University of Wisconsin-Madison sheds light on the potential of abandoned croplands in the United States for growing bioenergy crops.

Led by Yanhua Xie and Tyler Lark, scientists at the Great Lakes Bioenergy Research Center, the team employed machine learning to map nearly 30 million acres of abandoned cropland in the U.S. since the 1980s. This innovative approach offers a detailed insight into the previously cultivated lands and their potential for cultivating crops like switchgrass or sorghum for biofuel production. By utilizing this technology, researchers hope to make informed decisions about balancing food production and energy needs without harming the environment.

Data Accessibility and Analysis

One of the key takeaways from the study is the accessibility of the resulting data, which is available to the public through the GLBRC’s interactive atlas of U.S. cropland. This data not only provides valuable information on abandoned croplands but also maps trends in farmland expansion and irrigation practices. Traditionally, researchers have relied on datasets like the USDA’s Census of Agriculture, which offer county-level estimates of farmland. However, the high-resolution analysis provided by the new tool offers a more detailed understanding of the landscape, field by field, acre by acre.

Through the use of satellite imagery and cloud computing, the team was able to classify nearly 2 billion acres of land in the U.S. with unprecedented accuracy. By training a computer algorithm to analyze satellite data from 1986 to 2018, the researchers could identify abandoned croplands with 90% accuracy and even determine the year they were abandoned with 65% accuracy. The study revealed that more than 30 million acres of cropland had been abandoned over the 32-year period, with most of the abandoned land located in the Great Plains and along the Mississippi River.

The findings of the study highlight the significant potential of abandoned croplands for growing bioenergy crops and sequestering carbon in the soil. With more than half of the abandoned land transitioning to pasture or grassland, there is an opportunity to repurpose these lands for sustainable energy production. Surprisingly, less than a fifth of the abandoned cropland was enrolled in formal conservation programs, indicating that there is untapped potential for growing bioenergy crops on these lands.

Future Research Directions

While the study provides valuable insights into abandoned croplands and their potential for bioenergy production, there are still unanswered questions regarding the drivers of land abandonment. Researchers plan to investigate the reasons behind the decision to abandon croplands by analyzing socioeconomic data and tax records at the parcel level. This detailed analysis will help identify potential uses for the land, such as converting existing hay fields into biofuel feedstock.

The study conducted by researchers at the University of Wisconsin-Madison offers a comprehensive overview of abandoned croplands in the U.S. and their potential for sustainable energy production. By leveraging machine learning and satellite imagery, scientists have created a valuable tool for informing future decisions about balancing food production and renewable energy sources on marginal lands. This research paves the way for further exploration of the environmental and economic benefits of repurposing abandoned croplands for bioenergy production.


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