Aplicación de estrategias productivas para sustituir motores de combustión interna por eléctricos
en “ASOMUNUE”, parroquia Mariscal Sucre, Milagro.
Luis Angel Bucheli Carpio 1* ; Jesús Armando Verdugo Arcos 2 ; Carlos Daniel Campoverde Pillajo 3
Received: 02/08/2025 – Accepted: 15/10/2025 – Published: 01/01/2026 | Research Articles | X | Review Articles | Essay Articles | |
* Corresponding author. | This work is licensed under a Creative Commons Attribution-NonCommercial-Share Alike 4.0 (CC BY-NC-SA 4.0) international license. Authors retain the rights to their articles and may share, copy, distribute, perform, and publicly communicate the work, provided that the authorship is acknowledged, not used for commercial purposes, and the same license is maintained in derivative works. | ||||
The transition towards cleaner and more sustainable energy sources has become a priority in various sectors, especially in agriculture, where internal combustion engines play an important role in irrigation operations. These engines, while functional and widely used, generate significant greenhouse gas emissions and rely on fossil fuels, thus contributing to global warming and environmental degradation. In this context, replacing these engines with electric systems connected to distribution networks with transformers offers an innovative and environmentally responsible solution. This article analyzes the technical and economic aspects of this transition, highlighting the benefits that include a notable reduction in carbon emissions, lower long-term operational costs, and decreased noise pollution. Additionally, it addresses the associated challenges, such as the need to install adequate electrical infrastructure, ensure energy supply stability in rural areas, and adapt irrigation systems to the new motors. This approach not only promotes eco-efficiency but also strengthens agriculture’s commitment to sustainable development.
Agriculture, Environmental Pollution, Global Warming, Internal Combustion Engines, Sustainable Energy.
La transición hacia fuentes de energía más limpias y sostenibles se ha convertido en una prioridad en diversos sectores, especialmente en la agricultura, donde los motores de combustión interna desempeñan un papel importante en las operaciones de riego. Estos motores, aunque funcionales y ampliamente utilizados, generan emisiones significativas de gases de efecto invernadero y dependen de combustibles fósiles, contribuyendo así al calentamiento global y al deterioro ambiental. En este contexto, el reemplazo de estos motores por sistemas eléctricos conectados a redes de distribución con transformadores ofrece una solución innovadora y ambientalmente responsable. Este artículo analiza los aspectos técnicos y económicos de dicha transición, destacando los beneficios que incluyen una notable reducción de las emisiones de carbono, menores costos operativos a largo plazo y una disminución de la contaminación sonora. Asimismo, se abordan los desafíos asociados, como la necesidad de instalar una infraestructura eléctrica adecuada, garantizar la estabilidad del suministro energético en áreas rurales y adaptar los sistemas de riego a los nuevos motores. Este enfoque no solo promueve la ecoeficiencia, sino que también fortalece el compromiso de la agricultura con el desarrollo sostenible.
Energía Sostenible, Agricultura, Motores de Combustión Interna, Calentamiento Global, Contaminación Ambiental.
Agriculture, Environmental Pollution, Global Warming, Internal Combustion Engines, Sustainable Energy.
Agriculture is one of the sectors that consumes the most natural resources and, in turn, one of the sectors that contributes the most to the emission of greenhouse gases, particularly through the use of internal combustion engines in irrigation systems. These engines, which run primarily on fossil fuels such as diesel or gasoline, have been a traditional solution for farm irrigation due to their ability to operate in remote areas. However, its negative impacts on the environment and rising fuel costs raise the need to look for more sustainable alternatives. In this context, the replacement of internal combustion engines with grid-
connected electric motors with transformers emerges as an efficient and environmentally friendly alternative.
This change not only represents a technological advance in the sector, but also an opportunity to reduce the carbon footprint of agriculture, optimize operating costs, and improve the quality of life of agricultural producers by eliminating noise pollution and simplifying equipment maintenance. This article explores in detail the benefits of this transition, such as reducing greenhouse gas emissions and harnessing sustainable electrical energy, as well as technical challenges, such as adapting electricity infrastructure in rural areas and the initial investments
1 Affiliation: Milagro State University; lbuchelic@unemi.edu.ec; https://orcid.org/0000-0003-2277-603X , Milagro; Ecuador.
2 Affiliation: Milagro State University; jverdugoa1@unemi.edu.ec; https://orcid.org/0009-0006-7103-412X , Milagro; Ecuador.
3 Affiliation: Milagro State University; ccampoverdep1@unemi.edu.ec; https://orcid.org/0009-0000-4466-3584 ; Milagro; Ecuador.
required. In addition, key considerations are presented to implement this solution effectively, positioning agriculture as a key player in the fight against climate change and the adoption of eco-efficient practices.
This research project refers to the installation of an electrical system for the operation of a submersible pump for the irrigation system in a 7-hectare farm called Hacienda Emanuel Los Palmares, Province of Guayas, on the outskirts of Mariscal Sucre, Milagro. UTM coordinates: 667810.20 m E; 9768632.65 m S
The distance from the distribution pole to the well is 60 meters, with a pole installation perimeter near the well of 15m. The irrigation system will be distributed in pipes of 8 to 10 inches in diameter, with a separation between each irrigation system of 8 to 10 meters.
Moving towards a sustainable energy transition in rural environments represents a key strategy to mitigate climate change and reduce structural inequalities in access to energy services. Various scientific studies agree that the replacement of fossil fuel-based technologies with low-emission electricity systems can generate far-reaching environmental, economic and social benefits, especially in energy-poor communities.
In this context, recent research has shown that: "Sustainable energy transitions based on renewable sources have been shown to significantly reduce the per capita carbon footprint in regions with high levels of energy poverty". This statement is aligned with the objectives of this study, which proposes the change of diesel engines for three-phase electric motors in the agricultural irrigation system of the ASOMUNUE association.[1]
In addition, it has been found that: "Decentralized renewable technologies can provide basic access to
electricity at a fraction of the cost of grid extensions." This reinforces the technical and financial feasibility of using electric motors in the agricultural sector, as an efficient alternative to internal combustion systems.[2]
Likewise, although this study focuses on irrigation systems, the principles of energy efficiency are applicable in multiple rural areas. For example: "Energy-efficient cooking technologies, such as improved stoves, can reduce the carbon footprint by up to 70% compared to traditional methods based on unsustainable biomass." This comparison illustrates how energy efficiency represents a cross-cutting mechanism for environmental mitigation in rural environments.[3]
Beyond the climate aspect, access to clean technologies also translates into health benefits. In fact, "The lack of access to clean energy increases exposure to indoor pollutants, affecting respiratory health." This justifies from an environmental justice perspective the replacement of polluting motors with electric solutions, such as the one proposed in ASOMUNUE.[4]
However, energy sustainability is not without its challenges. Some studies warn about the trade-offs between carbon and water, as "Solar expansion reduces carbon, but can significantly increase water consumption in arid areas". In this sense, life cycle assessment (LCA) becomes essential to evaluate cross-impacts. In this article, LCA is used to calculate avoided emissions, and efficient water management is promoted through the optimization of the electrified irrigation system.[5][6]
This integration of sustainable technology in rural contexts, such as ASOMUNUE, is part of a global trend. "Sustainable energy transitions have been documented to have significantly reduced the per capita carbon footprint in regions with high levels of energy poverty." Added to this is the evidence that "climate-smart agricultural practices also improve energy efficiency and reduce water demand" [7][8]
In addition, the implementation of "Well-designed rural microgrids can improve energy access and reduce carbon footprint if they are based on local renewable sources" [9]
However, the need for this transition becomes even clearer if the negative effects of the fossil fuel-based energy model are considered. For example, in Somalia it has been shown that The "Energy consumption has a significant and positive effect on long-term carbon emissions in Somalia, indicating that the increase in energy currently used in the country is not environmentally sustainable" [10]
A similar conclusion has been evidenced in Malaysia, where it is confirmed that the prolonged use of non-renewable energy maintains a significant relationship with the increase in CO₂ emissions, reinforcing the need to
migrate to cleaner sources and more efficient technologies [11]
The objective of this research is to analyze the technical, economic and environmental feasibility of replacing internal combustion engines with electric motors in the irrigation systems of the New World Production Association (ASOMUNUE), located in the Mariscal Sucre parish of the Milagro canton, in order to promote sustainable and eco-efficient agricultural practices.
$320), providing clear evidence of sustainable economic savings for small and medium-sized agricultural producers.
The development of sustainable agriculture requires a radical transformation in the energy sources used in rural areas, especially those that rely on internal combustion
engines. Not only do these systems generate high levels of greenhouse gas (GHG) emissions, but they also involve high operating costs and dependence on fossil fuels. This problem particularly affects peasant communities that face energy poverty, technological exclusion and economic limitations to migrate towards clean energy solutions.[12]
Agriculture, especially in rural areas, historically relies on internal combustion engines for critical tasks such as irrigation. These systems, although functional, present a double problem: on the one hand, they generate significant greenhouse gas (GHG) emissions, contributing to climate change; on the other, they imply high operating costs due to the volatility of fossil fuel prices. This technological dependence limits the competitiveness of small producers and increases their vulnerability to energy and environmental crises.
Energy poverty in rural environments aggravates this situation. According to recent studies, more than 30% of farming communities in developing countries lack reliable access to clean energy, restricting the adoption of modern technologies and perpetuating economic exclusion. This deficiency not only affects agricultural productivity, but also quality of life, by increasing health risks due to exposure to pollutants and reducing development opportunities. In this context, agricultural electrification emerges as a key strategy to break the cycle of fossil dependency and energy poverty, offering sustainable solutions that integrate efficiency, resilience and equity.[13]
In addition, decentralized technologies allow solutions adapted to the context, with lower implementation costs than traditional electricity grid extensions. This approach has been supported by national and international strategies that promote the use of clean energy to meet the Sustainable Development Goals (SDGs), especially SDG 7 (affordable and clean energy) and SDG 13 (climate action).[15]
The transition to electricity systems in agriculture represents a structural change with positive environmental impacts. Replacing diesel engines with electric motors drastically reduces CO₂ emissions, especially in countries whose energy matrix is based on renewable sources, such as Ecuador. In addition, this transition decreases noise pollution and the risk of fuel spills, contributing to the protection of local ecosystems. From a global perspective, agricultural electrification aligns with the Sustainable Development Goals (SDGs), particularly SDG 7 (affordable
and clean energy) and SDG 13 (climate action), consolidating agriculture as a relevant actor in climate change mitigation.[16]
A key element in the environmental assessment of these energy solutions is the Life Cycle Assessment (LCA), which allows quantifying the impacts from production to final disposal of the technological systems used. Through LCA, the main critical points of environmental impact are identified, including emissions, resource consumption, waste generation and water use. The water footprint, for example, becomes relevant in arid areas where certain solar thermal solutions can generate pressure on water resources.[17]
Life Cycle Assessment (LCA) is an essential methodological tool for assessing the environmental impact of energy technologies. It allows quantifying emissions, resource consumption and waste generation from manufacturing to final disposal, offering a comprehensive view of environmental performance. In the agricultural context, LCA is critical to compare fossil and electric technologies, identifying critical points such as carbon footprint and water footprint, which are decisive in areas with water stress.[18]
Applying LCA in agricultural electrification projects not only validates the reduction of emissions, but also anticipates indirect impacts, such as water consumption in solar thermal solutions or the generation of electronic waste. This holistic perspective allows for the design of complementary mitigation strategies, ensuring that the energy transition is truly sustainable. In addition, LCA facilitates evidence-based decision-making, supporting public policies and business models oriented towards the circular economy and environmental resilience.
Lack of access to clean energy in rural communities not only limits agricultural productivity, but also creates significant public health risks. The prolonged use of fossil fuels and biomass in agricultural and domestic processes increases exposure to indoor pollutants, such as particulate matter and toxic compounds, which affect the respiratory and cardiovascular systems. These impacts are more severe in women and children, who are usually more exposed to contaminated environments during daily work.
The adoption of clean technologies, such as electric motors and efficient irrigation systems, contributes to reducing
these negative externalities. By eliminating the direct combustion of diesel, the emission of harmful particles and gases is reduced, improving air quality in agricultural environments. In addition, electrification makes it possible to integrate complementary solutions, such as automated irrigation systems, which reduce human contact with fuels and reduce occupational risks. This technological change, therefore, not only has environmental benefits, but also positive repercussions on the health and well-being of rural communities.
In contexts such as ASOMUNUE, where agricultural production depends heavily on motor pumps with internal combustion engines, there is an urgent need to migrate to efficient electric technologies. This transition not only responds to a logic of environmental sustainability, but also to the reduction of operating costs, reduction of fire risk, improvements in occupational health and alignment with rural electrification policies promoted by the State.[20]
In developing countries, such as Somalia and Malaysia, studies have confirmed that non-renewable energy consumption has a significant correlation with the increase in CO₂ emissions, showing that current energy models are not sustainable in the long term.[21]
The ASOMUNUE association represents an emblematic case for the implementation of clean technologies in Ecuadorian agriculture. Its location in a rural area with limited access to conventional energy infrastructure and its historical dependence on diesel engines for irrigation make it an ideal scenario to assess the technical and economic feasibility of electrification. In addition, the local context reflects common challenges in other farming communities in the country, such as high operating costs, vulnerability to fluctuations in fuel prices, and the need to comply with environmental regulations. Therefore, this study not only provides specific solutions for ASOMUNUE, but also generates replicable evidence for public policies and sustainable rural development projects.[22]
The incorporation of clean energy solutions in rural areas is a strategic necessity to guarantee resilient, inclusive and low-emission agricultural production, based on technical and scientific evidence. This energy transition, evaluated through tools such as LCA, must be promoted from a comprehensive vision that articulates economy, environment and social justice to achieve a balance between development, health and sustainability in rural territories.[23]
The transition to electricity systems in agriculture must be conceived as part of a comprehensive strategy that articulates technical, economic, social and environmental dimensions. It is not enough to replace engines; It is necessary to guarantee the availability of electricity infrastructure, design accessible financing schemes and
promote the training of farmers in the use and maintenance of new technologies. This holistic vision ensures that electrification is not limited to technological change, but becomes a catalyst for inclusive and resilient rural development.
From a public policy perspective, agricultural electrification can be integrated into national energy transition and climate change mitigation programs. Its implementation contributes to the fulfillment of international commitments, such as the Paris Agreement, and strengthens the competitiveness of the agricultural sector. In addition, by reducing dependence on fossil fuels, vulnerability to global energy crises is reduced, consolidating the country's food and energy security. In this sense, agricultural electrification is not only a technical solution, but a strategic tool to achieve sustainability and social equity goals.
For the implementation of the electric irrigation system on the farm "Hacienda Emanuel (Los Palmares)", the following materials and equipment were used:
Software used: Microsoft Excel for comparative analysis of costs and emissions, and AutoCAD for electrical design.
An applied descriptive-comparative study was designed, focused on the replacement of an agricultural irrigation system based on internal combustion engines (diesel) with a system powered by electric motors connected to the three-phase grid.
Monthly and annual energy costs.
Fuel consumption (diesel) and electricity (kWh).
Scheduled maintenance of equipment.
CO₂ emissions (kg/month and kg/year).
Water flow required for uniform irrigation over 7 hectares.
The distribution network was designed from the nearest pole (60 m away) to the point of consumption.
The elements of protection, measurement and grounding were defined.
The CO₂ emission factor of the National Interconnected System of Ecuador (0.09 kg CO₂/kWh) was applied.
Monthly energy, maintenance, and operating costs were calculated.
Compliance with technical standards was reviewed through load simulation and verification of electrical diagrams.
The comparative analysis between the two pumping systems was carried out using:
The analysis was presented in comparative tables that include monthly and annual values and percentages of economic and environmental savings.
1. Presentation of results:
Decentralized renewable technologies can provide basic access to electricity at a fraction of the cost of grid extensions [24]
The results obtained focused on three main dimensions: the technical analysis of the electric irrigation system, the comparison of operating costs between the internal combustion engine and the electric motor, and the environmental assessment based on CO₂ emissions.
Appearance | Internal combustion pump | Electric pump 10 hp |
Initial Pump Cost | $3,500 | $2,800 |
Monthly energy cost | $153.44 | $33.42 |
Monthly maintenance | $120 – $150 | $40 – $60 |
Estimated Total Monthly Cost | $1,020 – $1,050 | $302.50 – $322.50 |
Table 1. Cost comparison between internal combustion pump and electric motor (80 h/month)
Estimated Annual Cost | $12,240 – $12,600 | $3,630 – $3,870 |
Calculating the carbon footprint when replacing internal combustion engines with electric motors involves analyzing the CO₂ emissions that are from the use of fossil fuels and comparing them with the emissions derived from the generation of electricity consumed by electric motors. [25]
Diésel: 2.68 kg de CO₂ por litro.
Gasolina: 2.31 kg de CO₂ por litro.
Diésel: 10.14 kg de CO₂ por galón.
Gasolina: 8.75 kg de CO₂ por galón.
3.785litros
Off-grid renewable energy systems generate 60-90% fewer emissions compared to traditional diesel generators in rural areas.[26]
With an emission factor of 0.09 kg CO₂/kWh, the electric motor generates 615.38 kg of CO₂ per year, while the combustion engine generates 7,290.44 kg of CO₂ per year. This represents a reduction of approximately 90% in CO₂ emissions, equivalent to avoiding 6.6 tons of CO₂ equivalent per year.
The data reveal a clear economic and environmental advantage of using electric motors:
59.89galones ×
galón
of oil change.
Consumo mensual en litros = 226.68 litros/mes
𝐄𝐦𝐢𝐬𝐢𝐨𝐧𝐞𝐬 𝐌𝐞𝐧𝐬𝐮𝐚𝐥𝐞𝐬 𝐝𝐞 𝐂𝐎𝟐 Consumo de combustible (litros
/mes) x Factor de emisión (kg de CO₂
/litro) Emisiones mensuales (kg CO₂)
= 226.63litros × 2.68kg CO₂/litro Emisiones mensuales (kg CO2) = 𝟔𝟎𝟕. 𝟓𝟏𝐤𝐠 𝐂𝐎₂/𝐦𝐞𝐬
𝐄𝐦𝐢𝐬𝐢𝐨𝐧𝐞𝐬 𝐀𝐧𝐮𝐚𝐥𝐞𝐬 𝐝𝐞 𝐂𝐎𝟐
Emisiones anuales (kg CO₂) = 607.51kg CO₂/mes × 12 Emisiones anuales (kg CO2) = 𝟕, 𝟐𝟗𝟎. 𝟏𝟒 𝐤𝐠 𝐂𝐎𝟐/year In Ecuador, the CO₂ emission factor of the National Interconnected System (SNI) has been determined at 0.09 tons of CO₂ per , equivalent to megavatio − hora (tCO₂/ MWh)0.09 kg de CO₂ por kilovatio − hora (kgCO₂/ kWh)¹
Emisiones mensuales (kg CO2) =
Consumo eléctrico (kWh) × Factor de emisioˊn (kg CO₂
/kWh)
0.09kg CO2
Emisiones mensuales = 569.8kWh ×
kWh
Emisiones mensuales = 𝟓𝟏. 𝟐𝟖𝟐 𝐤𝐠 𝐂𝐎₂/𝐦𝐞𝐬
Emisiones anuales = 51.282kg CO₂/mes × 12 =
𝟔𝟏𝟓. 𝟑𝟖𝐤𝐠 𝐂𝐎₂/year
Table 2. CO2 emission comparisons
Engine | Monthly emissions (kgCO2) | Annual emissions (kgCO2) |
Diesel Engine | 607,51 | 7290,14 |
Electric motor | 51,282 | 615,38 |
Percentage reduction | 90% | |
The results are aligned with the objectives of the study: to demonstrate the technical, economic and environmental feasibility of replacing internal combustion engines in rural agricultural areas of Ecuador. The magnitude of energy savings and emission reductions confirm the relevance of the proposed change, especially in a context where the country's energy matrix has low emissions thanks to its high hydroelectric component.
From the theoretical framework, the study confirms that the electrification of agricultural processes contributes significantly to the fulfillment of the Sustainable Development Goals (SDGs 7 and 13), as well as to improving working conditions, reducing dependence on fossil fuels, and promoting clean technologies in traditionally carbon-intensive sectors.
The results of the study show that the replacement of internal combustion engines with electric motors in agricultural irrigation systems represents a viable, economically and environmentally responsible alternative. This finding is directly aligned with the objectives set, which sought to analyze the technical, economic and environmental feasibility of this transition in the ASOMUNUE Association. The 90% reduction in CO₂ emissions, coupled with savings of more than 70% in operating costs, demonstrates that the adoption of electric technologies can have a significant impact on both environmental sustainability and profitability for agricultural producers.
"Off-grid hybrid systems showed a 70–90% reduction in global environmental impacts, including carbon footprint, water footprint, and human toxicity." [27]
From the theoretical framework, these results support the postulates on eco-efficiency in agriculture and reinforce the importance of the energy transition to mitigate climate change, especially in countries with a clean energy matrix such as Ecuador.
The findings are consistent with research by organizations such as the , which highlight the need to reduce emissions in agriculture through clean technologies. In addition, studies such as the one by highlight the role of electrification in reducing the carbon footprint in the productive sector. Unlike these studies, which tend to focus on theoretical models or on different regions, this paper applies the concepts to a practical case, contextualized in a rural Ecuadorian area, with real measurements of consumption and costs, which strengthens its local relevance and immediate applicability.[28][29]
Likewise, this study responds to a gap identified in the literature: the limited availability of specific technical-economic analyses for agricultural production associations in developing countries. By integrating electrical design, cost assessment, and emissions analysis, the work contributes significantly to this underexplored area. [30]
From a theoretical point of view, the results validate conceptual frameworks related to energy efficiency, technological transition and rural sustainability. It is shown that it is possible to adopt clean technologies in agricultural contexts without compromising productivity, and even improving operational efficiency.
Energy consumption contributes positively to economic growth, but it also intensifies environmental pollution, which requires sustainable energy strategies.[31]
On a practical level, the study offers a replicable model of electrification of irrigation systems that can be adopted by other associations or small agricultural farms. Implications for the industry include:
Reduction of operating costs in agribusiness.
Increase in the useful life of the equipment.
Improved compliance with environmental and energy regulations.
Possibility of integration with renewable energy sources (solar, hydro).
In addition, the results can be used as a basis for public policies aimed at promoting agricultural electrification and sustainable rural development.
Among the main limitations of the study are:
Expand the study to more farms and regions of the country to validate the results in different agro-productive contexts.
Include multi-criteria analyses that integrate technical, economic, social and environmental factors.
Incorporate renewable energy sources (such as solar photovoltaic) to strengthen rural energy autonomy.
Develop longitudinal studies that measure the impact of technological change in the medium and long term.
This study showed that the replacement of internal combustion engines with electric motors in agricultural irrigation systems on the farm "Hacienda Emanuel (ASOMUNUE)" allows to significantly reduce operating costs and polluting emissions. Key results include a 70% reduction in monthly operating costs and a 90% decrease in CO₂ emissions, equivalent to avoiding approximately 6.6 tons of carbon dioxide annually. These findings are fully aligned with the objectives of the study, which sought to assess the technical, economic and environmental feasibility of this technological change in rural contexts.
"Replacing internal combustion engines in agricultural systems not only reduces emissions, but improves the operational efficiency of irrigation and reduces overall energy consumption" [32]
The study brings three key contributions to the field of engineering:
A comprehensive proposal for agricultural electrification, which includes technical design, economic evaluation and environmental impact analysis.
A practical validation of the replacement of polluting technologies with more sustainable solutions in a rural environment in Ecuador, which contributes to closing existing gaps in the literature on real cases in developing countries.
The demonstration that this transition contributes directly to the fulfillment of the Sustainable Development Goals (SDGs), especially SDGs 7 (clean energy) and 13 (climate action).
From a practical point of view, the results can be replicated by other agricultural associations in the country, providing efficient and sustainable solutions for irrigation. They can also serve as an input for rural electrification programs, subsidies, or state incentives.
Life cycle analysis revealed that solar home systems generate up to 85% fewer greenhouse gas emissions than diesel generators.[33]
On the theoretical level, the study strengthens the conceptual framework on eco-efficiency and energy transition in agriculture, providing empirical evidence that can serve as a basis for future research on the design of sustainable agricultural systems, life cycle analysis or integration of renewable energies.
To enrich and expand this field of research, it is suggested:
Replicate the study in other regions of the country, with different types of crops and geographical conditions, to validate its general applicability.
Incorporate a social and cultural analysis, evaluating the perception of producers in the face of new technologies.
To analyse the feasibility of integrating photovoltaic solar energy as an alternative source for the irrigation system.
Carry out longitudinal studies that measure the economic and environmental performance of these systems in the medium and long term.
Conceptualization: Luis Angel Bucheli Carpio.
Data curation: Luis Angel Bucheli Carpio.
Formal analysis: Luis Angel Bucheli Carpio.
Research: Luis Angel Bucheli Carpio.
Methodology: Jesús Armando Verdugo Arcos.
Project management: Jesus Armando Verdugo Arcos.
Software: Carlos Daniel Campoverde Pillajo.
Supervision: Jesús Armando Verdugo Arcos.
Validation: Carlos Daniel Campoverde Pillajo.
Visualization: Carlos Daniel Campoverde Pillajo.
Writing - original draft: Carlos Daniel Campoverde Pillajo.
Writing - revision and editing: Carlos Daniel Campoverde Pillajo.
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