Bioenergy Crops as a Promising Alternative to Fossil Fuels in Louisiana: A Geographic Information System (GIS) Perspective

Rising greenhouse gas emissions are causing climate change, and the world’s focus has shifted to the need to reduce our reliance on fossil fuels. There has been a rise in the published literature on the utilization of crops for bioenergy production in Louisiana. However, very few scholarly documents have used Geographic Information Systems (GIS) to map the distribution of potential bioenergy crops in Louisiana. This study seeks to fill the void by evaluating the potential of bioenergy crops in Louisiana for energy production using GIS. Given this objective, the agricultural census data for 1999, 2009, 2019, and 2020 obtained from the U.S. Department of Agriculture were used in the analysis. The quantities of various crops produced in the state were loaded into an attribute table and joined to a shapefile using ArcGIS software. The symbology tool’s graduated option was used to create five maps representing each of the annual gasoline price variation with respect to years is statistically significant (p < 0.05). This suggests that gasoline prices will generally rise despite a price drop over the years. The paper concludes by outlining policy recommendations in the form of assessing the availability and viability of other crop types, such as wheat, oats, and rice, for energy production in the state.


Introduction
Even though the earth's form cannot change, the world is becoming an increasingly global village due to people's increasing demand for energy. As the world's population and economy grow, the demand for energy and related services will increase [1]. In 2004, fossil fuels provided approximately 88% of commercial energy usage, with approximately 467 Energy Joules (EJ). It has been predicted that energy consumption will at least double during the next century, if not triple. As greenhouse gas concentrations rise, the majority of this increase is due to carbon dioxide emissions from fossil fuels [2]. Dipti [3] notes that increasing carbon dioxide emissions are causing climate change, and the world's attention has shifted to the need to reduce fossil fuel dependence. However, according to Schwartz [4], the supply of sustainable energy, especially when it comes to fighting climate change, will be a major challenge for humanity in the decades to come. As we panic and seek to reduce emissions and develop alternative energy sources, various sources have emerged in response to the crisis. Future energy needs can be met sustainably with bioenergy. With considerable room for growth in the production of heat, power, and transportation fuels, it is now the world's largest renewable energy supplier [5].
Union of Concerned Scientists [6] also explains that bioenergy is the largest renewable energy source. In 2017, bioenergy accounted for 70% of all renewable energy usage. The contribution of bioenergy has been declining by a few percentage points (about 0.5% to 1%) every year, owing to a decrease in the usage of conventional biomass sources [6]. Compared to fossil fuels, biomass-based energy may substantially reduce GHG emissions when produced sustainably. It is accessible in most nations or might be developed, making it a more globally distributed energy supply choice. It is also a flexible energy source that may generate electricity, heat, liquid, and gaseous fuels [7]. According to Buen et al. [5], bioenergy is already contributing significantly to addressing global energy needs.
This contribution has the potential to grow significantly in the future, resulting in reduced greenhouse gas emissions and other environmental benefits, as well as increased energy security, improved trade balances, opportunities for social and economic development in rural communities, and better resource and waste In the year 2050, bioenergy might provide between a quarter and a third of the world's primary energy supply. It is the only renewable energy source that can completely replace fossil fuels in all energy markets, including heat, electricity, and transportation fuels [5], bioenergy is one of several components of a comprehensive climate plan that can decrease anticipated US oil usage by half by 2030 and assist the country's transition away from coal-fired power generation [6].
Schultz et al. [7] also assert that renewable energy's continuous rise in the United States presents a significant economic potential for the agriculture and forestry industries and rural areas. Renewable energy frequently promotes energy independence and security, improves wildfire prevention, decreases greenhouse gas (GHG) emissions, and has some direct economic advantages. For instance, corn ethanol and biodiesel production reduce the United States' dependency on imported petroleum products by billions of gallons per year. In contrast, renewable energy production can improve agricultural enterprises' resilience to grid power outages. Following the harvest of major crops, Louisiana has several sources of plant material that could be used to produce ethanol and electricity. Rice hulls, for instance, have been used to generate electricity in southwest Louisiana, and sugarcane bagasse is used as a burning fuel by sugar factories [8]. The majority of ethanol plants in the United States are located in rural areas where agriculture is the primary economic activity. Since the economic impact of ethanol production is very much local, it is an attractive industry because wages in ethanol production are generally higher than in many other alternatives. Whether or not, this industry develops in Louisiana would necessitate a deeper investigation of the economic feasibility and risks associated with markets, technologies, and natural factors [8].
Union of Concerned Scientists also argues that it is worth noting that the use of crops for biofuels accounts for a relatively tiny percentage of total agricultural utilization [6]. Crop yields are growing worldwide, which is an essential indicator of considerable advancements in agricultural operations. The yields of the most important crops, such as cereals, oil crops, and sugar crops, have increased by double digits globally, but the area harvested for these crops has not increased at the same rate. Sugarbeet, barley, and sorghum, for example, have lowered the amount of land harvested while improving yields. More food is produced effectively from the same amount of land on a global scale than ever before. Due to their expanding use in the Americas (maize) and Asia (wheat), key crops such as maize, rice, and wheat dominate crop output globally (rice and wheat). Although only a small portion of maize is exploited for biofuel production, the energy potential of rice and wheat lies in the efficient utilization of leftovers such as husks and straws, which are currently underutilized and can create environmental issues. To give another illustration, soybean and rapeseed output has nearly quadrupled globally, owing to considerable soybean production in South America (the Americas account for 90% of global soybean production) and rapeseed produc-Journal of Sustainable Bioenergy Systems tion in the Americas, Europe, and Asia [6]. Due to the large cropping areas required, bioenergy cannot completely replace fossil fuels at this time. Nonetheless, it has the potential to reduce total fossil fuel usage.
This research aims to propose that future energy needs can be met sustainably with bioenergy. Twumasi et al. [9] recommend using GIS mapping in each agricultural district to enable researchers and farmers to determine factors that contribute to the increasing and decreasing trends in the production of bioenergy crops. Using GIS, this research assesses the availability and utilization of crops in Louisiana for energy production as a promising alternative renewable resource.
The significance of his study is to provide an insight into the actual seriousness of what is happening to the ecosystem and offer helpful suggestions to government officials, scholars, agriculturalists, and energy specialists on the availability and importance of bioenergy crops in Louisiana as an alternative to fossil fuels.
Bioenergy crops are one energy source that might positively influence the environment by lowering carbon dioxide levels and greenhouse gas emissions, thus slowing climate change and its harmful consequences. Economically, farmers will be encouraged to cultivate more crops and have a ready market for their produce, increasing their yields and earning more profits. Finally, energy stakeholders will discover a safer and more sustainable alternative renewable resource for energy production.
The global abundance of crops as a workable solution to energy production while maximizing net carbon security has validated bioenergy as a viable energy resource. There has been a rise in the published literature on the utilization of crops for bioenergy production in Louisiana. However, very few scholarly documents have used Geographic Information Systems (GIS) to map the distribution of potential crops in Louisiana to produce bioenergy in the state, which will be a gap in this research. Also, few studies that used GIS in this research area included limited crops in the survey, making the study's results not comprehensive enough. This paper seeks to provide a bridge to the current knowledge gap that exists in the subject area. This research is among the few that use GIS to map the distribution of bioenergy crops such as sugarcane, cotton, sorghum, corn, and soybean in all the sixty-four parishes in Louisiana. Using GIS, this paper argues that the availability and utilization of crops in Louisiana for bioenergy production is a promising alternative renewable resource. However, bioenergy cannot completely replace fossil fuels at this time due to the large cropping areas considered. Notwithstanding, it has the potential to lower total fossil fuel consumption.

Bioenergy Crops in Louisiana
Yadav et al. [10] accentuate that bioenergy crops that have been genetically modified have superior tolerance to harsh environments, a faster growth rate, and a higher caloric value. Though there is no widely agreed-upon definition, bioenergy crops are frequently divided into distinct "generations" based on their stages of Y. A. Twumasi et al. Journal of Sustainable Bioenergy Systems development and the feedstocks they consume [7]. According to Yadav et al. [10], first-, second-, and third-generation bioenergy crops, dedicated energy crops, and halophytes are the five different types of bioenergy crops.
The biofuel production initiative began with first-generation bioenergy crops (FGECs). These crops are also a common food source in the local or worldwide community. Sweet sorghum, corn, sugarcane, oil palm, and rapeseed were among the first FGECs utilized to make ethanol. However, first-generation bioenergy crops have limited capacity to substitute for petrol-oil products due to greater production costs. In general, developed technology for the manufacture of bioethanol from sugar and starch crops, biodiesel and renewable diesel from oil crops and animal fats, and biomethane from anaerobic digestion of wet biomass are all examples of first-generation biofuels [7]. FGECs are used to manufacture the vast majority of existing liquid biofuels. As a result, they can be utilized for food; raw materials compete with food for fertile land and inputs. Corn, sugarcane, oil palm, and rapeseed are just a few examples. Biofuels made from FGECs are made by fermenting sugars to make ethanol or trans-esterifying plant oils to make biodiesel [3].
Second-generation biofuels cover a broad spectrum of innovative biofuels made from new feedstocks. Switchgrass, reed canary grass, alfalfa, Napier grass, and Bermuda grass are examples of second-generation bioenergy crops [10]. SGECs are predicted to be more efficient than FGECs in producing cellulose-based fuels and non-oxygenated, pure hydrocarbon fuels like biomass-to-liquid fuel. Biofuels made from lingo cellulosic SGECs biochemically or thermochemically have higher energy content (than most FGEC biofuels [3]. Third-generation biofuels, otherwise known as advanced biofuels, are biofuel production pathways that are still in the research and development stage or are a long way from commercialization [7]. Boreal plants, crassulacean acid metabolism (CAM) plants, eucalyptus, and microalgae are examples of third-generation bioenergy crops (TGECs). Direct fermentation of cellulosic biomass uses CAM and boreal plants as feedstock [10]. Boreal and CAM plants might be used as feedstock for direct cellulose fermentation, and eucalyptus could be used to produce bioenergy via thermo-conversion. In contrast, algae could be used to make biodiesel. African palm (22% oil), coconut (55% to 60% oil), castor bean grain (45% to 48% oil), and peanut (40% to 43% oil) are among the TGEC oleaginous crops being researched for biodiesel production. They can aid in reducing GHG emissions by absorbing CO 2 emitted by power plants or creating biomass through photosynthesis [3].
Again, dedicated energy crops (DEC) have been presented as a solution for generating energy while minimizing the impact on food security and the environment. They are useful in delivering ecosystem services such as carbon sequestration, biodiversity enhancement, salinity reduction, and soil and water quality improvement [3]. Cellulosic plants (eucalyptus, poplar, willow, birch, and others), perennial grasses (giant reed, reed canary grass, switchgrass, elephant grass, and others), non-edible oil crops (castor bean, physic nut, oil radish, Pongamia, Journal of Sustainable Bioenergy Systems and others), and oil plants are among the dedicated bioenergy crops. Since such crops have a shorter life cycle, they can be harvested many times each year over a lengthy period [10]. Lastly, acacia, Eucalyptus, Casuarina, Melaleuca, Prosopis, Rhizophora, and Tamarix are some of the genera that make up bioenergy halophytes [10].
Hazell and Pachauri [11] highlight that because some energy crops, such as trees and grasses, require little input, they may occasionally be cultivated on the ground that would otherwise be unsuitable for food crops. These energy crops have the potential to increase the amount of land accessible for agricultural operations and provide farmers with new markets. These beneficial effects on the rural economy's dynamics might help to reduce the customary outflow to cities and provide a more favorable economic climate for increased investment in rural infrastructure, health, and education.

The Utilization of Bioenergy Crops for Bioenergy Production
With growing energy costs and the unpredictability of fossil fuel supplies, it is critical to keep an eye on cheaper, safer, and more sustainable bioenergy. As a source of energy, bioenergy crops might play an essential role as an ecologically safe and commercially successful substitute for coal [3]. According to Hazell and Pachauri [11], agricultural biofuels are currently centered on ethanol production from sucrose or starch generated from vegetative biomass or grain and biodiesel production from the more direct use of vegetable oils and animal fats. Ethanol has a high-octane rating and may be combined with gasoline in small amounts for use in standard internal combustion engines. Plants may produce more cellulose per hectare than sucrose or starch, and plant biomass is a plentiful and renewable source of hydrocarbons [11]. Benedict et al. [8] also explain that ethanol is used to supplement gasoline in small amounts. While corn starch is the most common fuel source, research into converting various plant fibers (cellulose) into ethanol is ongoing.
With reference to [4], farms and specialized production facilities might develop a crop cycle with crops dedicated to energy production to create biomass.
Algae are an excellent example of how this works. Algae are gathered in vats that are kept out in the sun, and they produce biomass that can be harvested and utilized as fuel as a result of photosynthesis. Farmers might gather plant debris from food crops that would otherwise be discarded and send it to biomass refineries with the energy crops, resulting in even more energy and additional cash.
Developing the technology, techniques, and regulations required to use agricultural biomass resources properly would benefit communities across the country both financially and environmentally while reducing its reliance on oil and coal and its emissions of greenhouse gases. However, taking advantage of this potential will require private investment and sound public policies. Following a rational bioenergy path, increasing vehicle economy, and developing sophisticated vehicle technologies can help the country reduce its expected oil consumption by

Benefits and Costs of Using Crops for Bioenergy Production
Bioenergy crops are one energy source that might positively influence the environment by lowering carbon dioxide levels, greenhouse gas emissions, and soil erosion. Biofuel production from fast-growing, photosynthetically efficient bioenergy crops is gaining traction as a viable replacement for fossil fuels. Plants that produce bioenergy enhance soil carbon and fix carbon in the atmosphere [10]. Similarly, [3] explains that they help reduce greenhouse gas emissions, thus slowing climate change and its harmful consequences.
Again, Yadav et al. [10] explain that bioenergy crops have several environmental benefits. Due to their perennial nature, they resist illnesses and parasites.
Bioenergy designs' phenotypic, architectural, biochemical, and physiological characteristics have improved, which are favorable properties in biofuel production. Bioenergy crop cultivars are also more resistant to biotic and abiotic stressors, developing more quickly than conventional crops. Furthermore, bioenergy crops require fewer biological, chemical, or physical pre-treatments, lowering biomass processing costs. Therefore, to meet energy demands, there is a need to develop new high-yielding energy crop types, which might be done via global screening of efficient botanical plants [10].
On the other hand, Schultz et al. [7] argue that renewable energy development might have detrimental environmental and land-use consequences. Expanding bioenergy feedstock production, such as corn for ethanol and soybeans for biodiesel, might, for example, result in the conversion of pastures and grasslands to actively managed croplands. In some areas, this might have a detrimental impact on soil quality, water quality, water availability, and land-use patterns. Adverse effects of electricity technologies include large amounts of water consumption during the operation of biomass power generation systems, increased bird and bat mortality and disrupted migration patterns from wind turbines, conversion of land from agriculture and other uses to host utility-scale PV systems, and the introduction of hazardous materials into the environment if PV panels and batteries are not disposed of or recycled properly. Secondly, [3] argues that increased biofuel production will most likely result in habitat loss, increased and enhanced dispersion of invasive species, and pollution, whereas the biodiversity consequences of increased biofuel production will most likely result in habitat loss, increased and enhanced dispersion of invasive species, and pollution Thirdly, according to Selassi et al. [12], even as the production of bioenergy feedstock crops in the United States increases in response to the continued growth and advancement of the biofuel and bioenergy industries, so will competition for agricultural land for the production of feedstock crops compared to conventional crops. Due to the viability of soil and climate to potential feedstock crops, as well as other factors, competition for agricultural land is expected to be more predominant in some regions of the country than others. The intensity of Journal of Sustainable Bioenergy Systems this growing demand for cropland is also anticipated to be strongly influenced by alternative governmental programs and policies that may develop relating to proposed national renewable portfolio standards, policies regulating carbon dioxide, and other factors. The global demand for biofuels, which could reach 20% to 30% of total energy demand, will increase land use competition between traditional and newly developed biofuel feedstock crops. Also, the production of biofuel feedstock crops that meet stringent sustainability criteria will remain significant, with both supportive and competitive implications for food security [12]. Kim

Materials
The data used were collected from the United States Department of Agriculture,  Figure 1 below.

Methods
The commodities under study were measured in their various units: corn (bushels), cotton (bales), sugarcane (tons), and soybeans (bushels), and sorghum (bushels). In order to make an accurate comparison and a uniform decision, all the units were converted to Pounds (lbs), using the United States Department of Agriculture conversion factors for the aagricultural commodities [23]. One bale of cotton equals 480 lbs, one bushel of corn and sorghum equals 56 lbs, one bushel of soybean equals 60 lbs, and one ton of sugarcane equals 2000 lbs [23]. After the conversion, descriptive statistics was employed to discuss the production of bioenergy crops in Louisiana. The data from the agricultural census were con-   [22]. and joined to a shapefile. Thereafter, the symbology tool's graduated color option was used to create five different maps to represent the production of each crop in Louisiana. Choropleth maps, tables, and bar charts were used to represent the data graphically. According to [24], choropleth maps are typically used to display statistical interpretation among map enumeration units. They show the variation in quantitative data among enumeration units such as countries, states, or counties [25]. Choropleth maps depict geographically divided areas or regions that are colored, shaded, or patterned with regard to a data variable. This enables the visualization of values over a geographical area, revealing variations or patterns across the displayed location [26]. [27] also argues that choropleth maps work best when showing only one variable. Furthermore, a model for the average annual gasoline price versus years was produced by polynomial curve fitting using Microsoft Excel. Also, Excel statistical tool kit was used to determine the significance of the model.   The percentage change in all the crops recorded in this study is presented accordingly in Table 5

Crop Production in Louisiana
Using Arc GIS, this section maps out the production of corn, cotton, sugarcane, soybean, and sorghum for analysis. From Figure 2  Finally, Tensas, Union, Webster, Vernon, and Washington are some parishes that did not harvest and any ton of sugarcane in the state.
It is fascinating to note that the parishes that produced the most soybean are located in the southeastern part of Louisiana whereas those that produced the   Coupee (2267), whereas parishes such as Jackson, Jefferson, Acadia, and Allen did not record any production of sugarcane.     computed using the data from Table 7 and presented in Table 8.

Gasoline Prices in the U.S.
The variation of gasoline price presented in Table 8 depended on factors such as market dynamics. A model for the average annual gasoline price versus years was produced by curve by polynomial curve fitting using Microsoft Excel and presented in Figure 8.  Table 9.
From Table 9, the variation of the average annual gasoline price with respect to years is statistically significant (p < 0.05). The model suggests that the price of gasoline per gallon will continue to generally rise despite a drop in prices during   Russia's invasion of Ukraine has impacted the price of crude oil and, hence, the amount paid at pumps [30]. Weather extremes, which happen yearly in the United States of America are also associated with a fuel price increase [31] [32].
Hence, gasoline prices will generally continue to rise in the long run. By the end of 2022, there is a possibility that the price of gasoline could rise to more than 4.4436 dollars per Gallon.

Potential Utilization of Bioenergy Crops for Energy
Production: Justification arcane), and Terrebonne. Finally, there were some parishes that did not produce any of the crops. They include Bienville, Jackson, Jefferson, La salle, Lincoln, Orleans, Plaquemines, Sabine, St. Bernard, St. Charles, St. Helena, St. Tammany, Webster, East Feliciana, West Feliciana, and Winn. The abundance and availability of crops as raw materials for energy production will translate into lower prices in terms of energy use, making bioenergy crops a promising alternative to fossil fuels. Figure 7 depicts that the price of a gallon of gasoline has risen over the years, from 1 dollar in 1994 to over $4 in 2022. There is a likelihood that the price of gasoline will continue to increase in the years to come. From the data collected in the study, the abundance of bioenergy crops in Louisiana such as sugarcane, soybean, corn, and cotton depicts that, the state has the potential to use bioenergy crops as an alternative renewable resource for the production of energy. The literature review confirms that bioenergy crops will be a viable option to replace fossil fuels in energy production in the future since they are more environmentally friendly and sustainable. However, bioenergy cannot completely replace fossil fuels at this time due to the large cropping areas required but has the potential to reduce total fossil fuel consumption. To completely replace fossil fuels, it is imperative to increase crop production to make this goal a reality in the future.

Conclusion
Considering that bioenergy crops are one energy source that might positively influence the environment by lowering carbon dioxide levels, greenhouse gas emissions, and soil erosion and require fewer biological, chemical, or physical pre-treatments, lowering biomass processing costs, as highlighted in the literature review confirm that in fact, Louisiana has a great potential of bioenergy crop cultivation. Also, as a result of increased fuel demand, gas prices are expected to rise further. This research concludes that looking at the availability and abundance of bioenergy crops in Louisiana and the rising prices of gasoline over the years, it will be reasonable to invest in Louisiana's agricultural sector to produce more crops for the production of bioenergy. In view of this, parishes that have been producing the majority of one or more of the main bioenergy crop types must be targeted and invested in to increase the production of bioenergy crops in Louisiana. Bioenergy is already significantly contributing to meeting the world's energy needs. This contribution has the potential to grow significantly in the coming years, culminating in lower greenhouse gas emissions and other ecological benefits, as well as enhanced energy security, trade balances, opportunities for socio-economic development in rural communities, and better resource and waste management. It is expected that the results of this research would be acknowledged, and policies regarding the use of bioenergy crops for bioenergy production will be implemented. The results of the study indicate that there is a decreasing trend in the acres of total and harvested croplands in Louisiana. It is recommended future research should also investigate other crop types such as wheat, oat, and rice, among others, and assess their availability and