Revista Tecnología y Ciencia - Universidad Tecnológica Nacional

Año 24 - Número 56 / May - Ago. 2026

DOI:https://doi.org/10.33414/rtyc.56.1-21.2026

ISSN 1666-6933

Reconocimiento-NoComercial 4.0 Internacional

Reduction of the carbon footprint in the biomass pelletization process by incorporating photovoltaic solar energy

Reducción de la huella de carbono en el proceso de peletización de biomasa mediante la incorporación de energía solar fotovoltaica

Presentado: 03/10/2025

Aprobado: 14/05/2026

Publicado: 02/06/2026

Agostina L. Quicchi

Universidad Tecnológica Nacional, Facultad Regional San Francisco, Argentina.

aquicchi@facultad.sanfrancisco.utn.edu.ar

Gerardo D. Szwarc

Universidad Tecnológica Nacional, Facultad Regional San Francisco, Argentina.

gszwarc@facultad.sanfrancisco.utn.edu.ar

Jorge R. Vega

Universidad Tecnológica Nacional, Facultad Regional Santa Fe, Argentina.

jrvega@frsf.utn.edu.ar

Diego M. Ferreyra

Universidad Tecnológica Nacional, Facultad Regional San Francisco, Argentina.

dferreyra@facultad.sanfrancisco.utn.edu.ar

Gustavo A. Schweickardt

Universidad Tecnológica Nacional, Facultad Regional Concepción del Uruguay, Argentina.

gustavoschweickardt@conicet.gov.ar

Abstract

This study analyzes the environmental impact of installing a photovoltaic solar system in a company that produces sorghum stubble pellets. The goal is to reduce emissions associated with the production process. The implementation of 100 solar panels of 160 W each to cover parking spaces is analyzed. The results show that this measure could reduce CO2 equivalent emissions associated with electricity consumption by 56 %, without including the biomass transport to the company. Beyond transportation logistics, the integration of renewable energy significantly reduces conventional electricity consumption, helping to mitigate the environmental impact of the production process. Therefore, integrating photovoltaic energy would be an effective strategy to reduce greenhouse gas emissions from this pellet production process. Promoting the production of these pellets is of importance for this region, where dry biomass is widely available but has a limited use.

Keywords: bioenergy, biomass energy, pellet production, energy quantification, photovoltaic solar energy

Resumen

Este trabajo analiza el impacto ambiental de la instalación de un sistema solar fotovoltaico en una empresa productora de pélets de rastrojo de sorgo, para reducir emisiones asociadas al proceso productivo. Se propone implementar 100 paneles solares de 160 W para cubrir plazas de estacionamiento. Los resultados muestran que esto podría reducir las emisiones de CO2 equivalente vinculadas al consumo eléctrico en aproximadamente un 56 %, sin considerar el transporte de biomasa. La integración de energía renovable reduce notablemente el consumo de electricidad convencional, lo que contribuye a mitigar el impacto ambiental del proceso productivo. Por tanto, incorporar energía fotovoltaica sería una estrategia efectiva para disminuir las emisiones de gases de efecto invernadero de este proceso de producción de pélets. Promover la producción de estos pélets resulta de importancia para esta región, donde la biomasa seca está ampliamente disponible pero tiene un uso reducido.

Palabras claves: bioenergía, energía de la biomasa, producción de pélets, cuantificación energética, energía solar fotovoltaica.

Introduction

Projections regarding the use of dry biomass pellets show their high growth potential in applications for the global decarbonization of energy production (Bajwa et al., 2018). Among ongoing discussions including land use, crop varieties, and required technical innovations, the offset of the CO2 eq. emitted in the pellet production process still appears to be pending (Wiloso et al., 2020), (Wang and Wu, 2023). Although the life cycle analysis has been widely applied to evaluate the environmental performance of biomass pellet production, most studies focus on woody feedstocks in European or North American contexts, leaving agricultural residues in Latin American scenarios largely underrepresented (Martín-Gamboa et al., 2020, Silva et al., 2022). While the synergistic use of solar energy and biomass has been explored in the context of thermochemical conversion processes such as pyrolysis and gasification (Naveen et al., 2023), the literature review conducted for this study found no evidence of such integration being examined specifically for pelletization processes. This is a relevant gap, given that electricity is consistently identified as the dominant contributor to environmental impacts within pellet production systems (Laschi et al., 2016), and that Argentina's grid relies predominantly on fossil fuels (CAMMESA, 2024). The present study addresses this by quantifying, in a real-scale Argentine case, the carbon footprint reduction achievable through photovoltaic (PV) solar integration in an agricultural residue pelletization process.

In order to provide a study on this aspect, a real-scale pellet production example is detailed in this work, where a company that produces sorghum stubble pellets is required to reduce the environmental impact of the process by incorporating renewable energy. Due to the scale of the venture, relatively small-capacity equipment is being used, as this is barely larger than a pilot project to validate the technical and commercial viability of dry biomass pellets in the region. It has been found that electricity consumption is one of the critical factors influencing environmental impact, as all equipment requires electricity to operate (Laschi et al., 2016). Within the pellet production system analyzed by Gallardo Figueroa (2021), electricity consumption is the dominant contributor to the global warming potential impact category, accounting for 84.20% of the total CO2 eq. emitted throughout the process, that is, for every kg of CO2 eq. generated in the pellet production process, 0.842 kg corresponds to electricity consumption. It should be noted that the reference study was conducted for Chile's energy matrix, which, compared to Argentina's, has a higher share of renewable energy and coal in comparison to natural gas (Generadoras de Chile, 2025).

In the Argentine context, it should be noted that the main source of energy supplying the electricity grid is fossil fuels, mainly gas (CAMMESA, 2024). However, in 2017, National Law 27424 “Regime for the promotion of distributed generation of renewable energy integrated into the electricity grid” was passed, which establishes the possibility for all users of the distribution network to install energy generation equipment using renewable sources for self-consumption, with the eventual injection of energy into the distribution network. In this context, the figure of the user-generator is created, defined as someone who not only consumes energy from the electricity grid but can also feed in the energy generated and not consumed (Ley 27424, 2017). Subsequently, in 2018, the province of Córdoba adhered to this national law through Provincial Law 10604 “Provincial Adherence to National Law 27424” (Ley 10604, 2019).

This study aims to determine how favorable the use of PV solar panels is for self-supplying a portion of the energy demand of the production process in question, with a focus on reducing emissions that cause global warming. It is confirmed that the emissions caused by the production, transport, and installation of the PV system are offset by its own generation, and a calculation is made for the consumption of energy from the grid that is avoided through PV plant generation. Therefore, the avoided emissions are calculated based on the level of pollution associated with the mix of energy sources of the grid to which it is connected. The study is proposed for San Francisco, a town in the province of Córdoba, Argentina, so that the aforementioned regulations on distributed generation are applicable. As per the literature research performed for this study, only a few indirect references can be found regarding such emission offset efforts by means of PV systems specifically for dry biomass pelletizing processes.

First, the production process and the characteristics of the equipment involved in each of the stages are briefly described. Then, the electricity consumption of each piece of equipment is calculated to quantify the total energy involved in the process. Finally, a study is carried out on the environmental impact of the manufacture, transport, and installation of the solar panels. In order to limit the scope of the study, this analysis omits the environmental impact related to the manufacture of the machinery used in the production process, its installation, or the implementation of auxiliary facilities, which are considered a necessary basis to produce the pellets in question.

Development

Description of the production process

The raw material proposed for pellet production is sweet sorghum stubble (Sorghum saccharatum, variety M81), supplied by the Manfredi Agricultural Experiment Station (EEA Manfredi, Estación Experimental Agropecuaria Manfredi) of the National Institute of Agricultural Technology (INTA, Instituto Nacional de Tecnología Agropecuaria). This type of biomass requires prior conditioning before entering the pelletizing stage (Ortmann et al., 2023).

Since the maximum flow rate of raw material that can be processed is limited by the pelletizer, this equipment is used as a reference to determine the amount of sorghum stubble that can be processed monthly. This is 100 kg/h of pellets for 176 hours per month with a load factor (LF) of 0.80, which considers downtime for setup, maintenance, and cleaning, resulting in a mass flow of 14 080 kg of pellets per month. Considering a 10 % overall loss in the initial conditioning process, the amount of material to be supplied monthly is 15 645 kg.

Fig. 1 shows the pilot-scale flow diagram with the main stages of the process including drying and pelletizing, with the energies involved in accordance with DIN 1304 (Deutsches Institut für Normung, 1994).

Fig. 1: Flow chart of the pellet production process - Source: https://secadoras.meelko.com/ and images by the authors

Table 1 details the electricity consumption of each piece of equipment and the LF adopted for each one; an average efficiency of 85 % is used as a reference for all electric motors, considering partial loads. In the case of the dryer and hammer mill, because they have greater processing capacity, they operate fewer hours per month at full load, and adjustment, maintenance, and cleaning tasks can be performed during idle times. Equation (1) is applied to the equipment to obtain the monthly electricity consumption in kWh (WEG, 2021).

(1)

Pilot scale - sorghum stubble pellets (based on 176 working hours per month)

Stage

Equipment

LF

Nominal power (kW)

Efficiency

Total flow (kg/month)

Max. feed rate (kg/h)

Operating time

(h/month)

Electrical consumption (kWh/month)

Drying

Flash dryer

0.52

5.50

0.85

15 645

200

78.23

506.16

Size reduction

Hammer mill

0.44

7.36

0.85

15 645

170

92.03

796.87

Raw material transport

Screw conveyor

0.80

2.20

0.85

14 080

100

140.80

364.42

Pelletizing

Pelletizer

0.80

7.50

0.85

14 080

100

140.80

1242.35

Final product transport

Belt Conveyor

0.80

2.20

0.85

14 080

100

140.80

364.42

TOTAL:

3274.23

Table 1: Electrical consumption of the equipment

Therefore, the pelletizing process requires a total electricity consumption of approximately 3274 kWh per month, considering an average of 176 working hours per month. Conventionally, 11 months of work are adopted to account for holidays, non-working days, and leave. This corresponds to an annual demand of about 36 014 kWh. Production is mainly concentrated during daytime hours (from 8:00 a.m. to 4:00 p.m.), which is an advantage because, by implementing a PV plant, self-consumption would be maximized, thus minimizing the energy injected into the electrical grid, given that energy demand occurs during generation hours. It should be noted that the number of hours of operation of the solar plant will vary according to the time of year.

Carbon emissions analysis

Definition of the objective and scope of the study

The carbon emissions of the solar PV installation is analyzed, without considering the equipment used in pellet production that is already installed and will continue to operate regardless of the existence of the PV plant. The main objective is to reduce the environmental impact of electricity consumption in the pellet production process by installing solar PV panels.

First, the objective, functional unit, scope of the system, and type of impact being analyzed are defined. The functional unit is defined as 1 kWh since it can be used directly to quantify both the energy generated by the PV system and the electricity consumed in the pellet production process. This is based on a monthly operation of 176 hours, which corresponds to the actual operating schedule of the production plant. The use of 1 kWh of electricity generated as functional unit is the standard approach in LCA studies of photovoltaic systems, as it enables straightforward comparison of impacts across different technologies and sites (Ihoume et al., 2026). The carbon footprint of the PV installation is assessed as the means by which the study quantifies the net emission reduction achievable in the pelletization process, since the pellet production equipment is already installed and operates independently of the PV system. In this way, the analysis of the PV installation serves the broader goal of reducing the carbon footprint of biomass pellet production.

In terms of system boundaries, the scope of this study is from cradle-to-gate, as the analysis involves everything from the construction of the solar panels to their installation and the generation of electricity at the company, considering each of the materials and their transport. In addition, a regional scope is established as the geographical boundary, considering the company's location in the urban area of the city of San Francisco, Córdoba, Argentina.

Finally, regarding the type of impact, this study focuses exclusively on the global warming potential (GWP) impact category, quantified in kg of CO2 eq. This corresponds to a carbon footprint analysis, consistent with ISO 14067, rather than a full multi-category LCA as defined by ISO 14040 and 14044 (Ilari et al., 2022). This scope was deliberately chosen given the study's primary objective, quantifying greenhouse gas (GHG) emission reductions through PV integration, and the limited scale of the production system under analysis. While restricting the assessment to GWP reduces interpretive breadth compared to a full LCA, it provides a focused and transparent evaluation of the environmental benefit most directly associated with renewable energy integration, which is the central contribution of this work.

Inventory analysis

According to what was established in the general project for this factory, the area available in the company for the installation of solar panels is on the roofs of the parking lot, with capacity for 8 vehicles distributed in 4 double spaces, which is approximately 70 m away from the general energy connection point. The proposal is to install 25 panels of approximately 1 m2 each in each space to provide shade for the vehicles. To meet the requirements, different elements are needed, not all of which are nationally produced.

In this case, 100 PV panels of 1 m2 each are required, as well as two power inverters to transform direct current into alternating current, synchronize with the grid, and provide anti-islanding protection; electrical protections (automatic circuit breakers, differential protections, and relays); cables and conductors sized for the transport of the energy from the PV modules to the inverters, and from the inverters to the connection point; metal structures (profiles, anchors, and pipes) for the mechanical assembly; and conduits for the protection and channeling of electrical conductors.

It should be clarified that solar panels of 1 m2 of surface area and 160 W of nominal power are specifically adopted because there are clear references in the literature on the environmental impact associated with the manufacturing of this size of panels. The present analysis could eventually be extended to a smaller number of larger panels, according to the nominal powers that are more frequent in current distributed generation installations. This would imply a recalculation and adjustment of the results obtained in this work: it would be expected that a smaller number of panels with a larger unit surface area would result in a lower environmental impact, so the result of the present work can be considered conservative.

Environmental impact assessment

To study the environmental impact of the solar PV installation, the CO2 eq. emissions produced by the different elements in its manufacture are first considered. In some cases, specific values are used for each element; in other cases, only global values are used due to the complexity of the systems, such as the inverters, which contain multiple electronic components whose impact is difficult to quantify.

CO2 eq. emitted in the manufacture of solar panels

Regarding the manufacturing of solar PV panels, the production of the cells can be divided into different stages, with their respective inputs and outputs (Guzmán Niño, 2017), as listed in Table 2. In addition to the materials and the consumption of electrical energy and fossil fuel, the estimated emission of CO2 eq. for each component is included. For the electricity consumption associated with panel manufacturing, a CO2 emission factor of 0.6835 t CO2/MWh was adopted, corresponding to the average Chinese energy mix (Zhang et al., 2024). This choice is justified by the fact that the most energy-intensive stages of solar panel manufacturing are predominantly carried out in China, regardless of where the final assembly takes place. It is important to clarify that the emissions depend on various production factors that are specific to each company and difficult to access as public information. Therefore, global values are taken, and in some cases, a range with a minimum and a maximum is considered.

The final result in the analysis is for a 1 m² panel as detailed in the reference (Guzmán Niño, 2017), although limited characteristics are given. For this case, it is then assumed that it is a panel of 160 W nominal power, like the SOLARTEC® KS160T-24V, whose collection area is 1 m2 (SOLARTEC, 2024a).

Stage

Inputs

kg CO2 eq. maximum

kg CO2 eq. minimum

Outputs

Production of
metallurgical-grade silicon

Electricity

11.00 kWh

7.52

1 kg of metallurgical grade silicon

Diesel fuel

0.87 L

2.07

Silica sand

2.70 kg

0.03

Petroleum coke

0.50 kg

0.17

Wood chips

2.35 kg

0.941

Coal

0.17 kg

0.41

Graphite electrodes

0.10 kg

1.10

1.50

Production of
electronic-grade silicon

Metallurgical grade silicon

1.00 kg

0.676 kg of electronic grade silicon

Electricity

23.90 kWh

16.34

Hydrochloric acid

3.60 kg

3.20

Deionized water

43.50 kg

34.80

Sodium hydroxide

0.79 kg

0.88

Hydrogen

0.10 kg

0.16

Molded polycrystalline
silicon production

Silicon production mixture

1.14 kg

1 kg of polycrystalline silicon

Electricity

19.31 kWh

13.20

Argon

0.27 kg

0.03

0.05

Nitrogen

0.05 kg

0.005

Waffle production

Melted polycrystalline silicon

1.14 kg

Wafers (1 m2)

Electricity

8.00 kWh

5.47

Diesel

0.15 L

0.36

Deionized softened water

0.49 kg

0.39

Drawn steel

1.48 kg

2.62

Dipropylene glycol monomethyl ether

0.30 kg

0.93

Cell doping

Wafer

1.06 m2

Cells (1 m2)

Electricity

30.22 kWh

20.66

Diesel

0.22 L

0.52

Deionized water

1.00 m3

0.80

Liquid nitrogen

1.85 kg

0.79

Sodium hydroxide

0.16 kg

0.18

Panel production

Electricity

47.22 kWh

32.27

Panel (1m2)

Diesel

0.22 L

0.52

Flat tempered glass

10.10 kg

8.58

Solar glass, low iron content

10.10 kg

44.44

Aluminum alloy

2.63 kg

21.41

Ethyl vinyl acetate

1.00 kg

2.50

3.00

Total

223.30

224.22

1CO2 emissions from wood chips include biogenic and process-related fractions. Following IPCC (2006) and Pastor-Vallés et al., (2025), biogenic emissions are considered carbon neutral and reported separately.

Table 2: CO2 eq. emissions in the manufacture of a polycrystalline solar panel 1 m2

By summing the total emissions, it can be seen that they are in the range between 223.30 kg of CO2 eq. and 224.22 kg of CO2 eq. for each 1 m² panel. It can be interpreted that this range is applicable to a panel of about 160 W nominal power. According to the IEA (International Energy Agency), the average CO2 eq. emissions produced in the manufacturing of solar panels is 780 kg of CO2 eq. per kW of nominal power (Kester et al., 2024).

To compare these values, the range of emission values from Table 2 is extrapolated to 1 kW, obtaining values of approximately 1008 and 1014 kg of CO2 eq. per kW. Although this range is considerably higher than that reported by the IEA, it should be considered that a power of 1000 W is electrically equivalent to 6.25 panels of 160 W like the one considered. If the same collection area were covered using panels of a larger unit surface area, the incidence of some elements would decrease, such as the aluminum of the frames, the material of the electrical conductors, and part of the production waste, naturally reducing the total CO2 eq. emissions.

Another important point is that, over time, the panels lose part of their efficiency. Although the datasheet of the adopted model does not establish a specific value, a decay of up to 20 % in 25 years is normally taken as a reference, as is the case with the SOLARTEC® Sol-6P-60-260-4BB module (SOLARTEC, 2024b). As a conservative measure, a useful life of 20 years is adopted for the installation. Once this period is over, the replacement of the solar panels should be evaluated; however, under normal conditions, they could continue to operate at reduced power.

CO2 eq. emitted in the manufacture of inverter equipment and protections

The inverter is an electronic system that transforms the direct current energy generated by the panels into alternating current energy, adapted to the voltage and frequency values of the grid to which it is connected. This equipment contains a large number of electronic components, which makes it impractical to calculate the individual pollution of each element to obtain the exact value of CO2 eq. emitted in the manufacture of the assembly. Therefore, the value assigned to the inverter by the IEA report is used, which is 71.80 kg of CO2 eq. per kW of nominal power (Kester et al., 2024).

In this case, based on the power to be installed (160 W x 25 panels per space x 4 spaces = 16 000 W), two SolaX Power® X3-MIC-4K-G2 inverters (ADN SOLAR, 2024) are selected, each with a power of 8 kW, resulting in a total of 1148.80 kg of CO2 eq.

As for electrical protections and weatherproofing panels, there is limited specific information available on their CO2 eq. emissions, but their composition is considerably simpler and they use fewer materials than the inverter equipment. The main elements they are made of are copper, steel, and plastic: a detailed estimate based on the main commercial component manufacturer data allowed for their impact to be estimated at 3 % of the total for the inverters, that is, 34.46 kg of CO2 eq. (Fthenakis and Kim, 2011).

The useful life of an inverter is normally estimated at 10 years due to the expected obsolescence of electronic equipment. However, this does not necessarily mean that the equipment must be discarded once this period has elapsed, but rather that the possibility of replacement should be evaluated. In this case, such action is not considered, as it will depend on the condition of the equipment at the time and the financial possibility of purchasing a new one.

CO2 eq. emitted in the cable manufacturing

To reduce Joule effect losses in the installation conductors, the inverter should be located as close as possible to the PV panels (Szwarc, 2018). Therefore, for this case, the distance from the panels to the inverter is considered negligible, while the distance from the inverter to the connection point is maximum. Initially, it was specified that the linear distance from the parking lot to the connection point is 70 m; however, the conductors must be routed for about 100 m, which includes both horizontal and vertical distances.

For the alternating current wiring, Payton PVC Superflex conductors from the Argentine brand IMSA® are selected. In the alternating current section, four 4-conductor cables must be used, since each inverter is three-phase (3 phases + 1 neutral) with two outputs each. The cross-sectional area of the active conductor is 4 mm2. According to the manufacturer's declaration, this conductor has a total weight of 316 kg/km; with this data, it is possible to determine the total weight of the conducting element (copper) and the insulating and protective material (PVC) (IMSA, 2024).

Table 3 determines the CO2 eq. emitted by each element of the conductor in its manufacturing; the column of kg CO2 eq. per kg of product shows the maximum and minimum values of the emissions corresponding to the manufacture of each material.

Material

kg/km

Number of sections

Length (m)

Density (kg/m3)

kg CO2 eq. per kg of product

kg CO2 eq.
emitted

Copper (4 mm2)

35.84

16

100

8960

4.60 (1)

263.78

PVC (insulation + sheath)

172.64

4

100

1420

1.40 (2)

96.68

2.45 (2)

169.19

Total

360.46

432.97

(1) International Copper Association (2023)

(2) Rubio-Domingo and Halevi (2022)

Table 3: Calculation of emissions in the manufacture of conductors

In addition, it has been verified that the voltage drop in the conductors does not exceed the permissible level for this type of installation (3 % of the nominal output voltage of the inverter), taking as a reference the voltage drop (VD) value declared by the conductor manufacturer (8.61 V/A·km); the nominal current (In) and nominal output voltage of the inverter (Vn) (6.1 A and 380 V); and the conductor length (L) of 100 m. Using Equation (2), the total voltage drop percentage (∆V) can be obtained, which in this case is 2.40 % (Schneider Electric, 2006).

(2)

CO2 eq. emitted in the manufacture of structural elements

Table 4 lists the materials that must be included to implement the structure. As a summary, it shows the total lengths of the materials required, as well as the corresponding maximum and minimum CO2 eq. emissions. It is important to mention that all pipes and profiles are made of steel.

Structure

Width
(mm)

Height
(mm)

Total
length (m)

Thickness (mm)

Density (kg/m3)

Emissions (kg CO2 eq. per kg of product)

kg CO2 eq.
emitted

6 circular pipes

Ø 100

21.00

3.20

7840

1.50 (3)

240.33

3.00 (3)

480.65

6 circular pipes

Ø 25

27.00

2.50

7840

1.50

56.11

3.00

112.22

6 circular pipes

Ø 25

12.00

2.50

7840

1.50

24.94

3.00

49.88

6 circular pipes

Ø 75

7.20

2.50

7840

1.50

48.21

3.00

96.43

16 rectangular pipes

100

40

80.00

1.60

7840

1.50

23.17

3.00

46.33

40 rail guide profiles

50

40

200.00

1.80

7840

1.50

731.47

3.00

1463.13

Circular concrete footing

Ø 500

9.00

Solid

244

2.46 (*)

1060.29

Paint

40 L

Liquid

1.09

0.037 (4)

1.63

Minimum total

2186.23

Maximum total

3310.56

(3) Ghoneim et al. (2022)

(*) 600,00 (kg CO2 eq. /m3

). Brunatti et al. (2014)

(4) MITECO. (2024)

Table 4: Calculation of emissions from the construction of the eight parking spaces

CO2 eq. emitted during transport of the elements

An important factor to consider in the environmental impact study is the transportation of the different components of the PV system. Some of them, although purchased from domestic suppliers, are manufactured in other cities or even other countries, and must be transported by different means to the city of San Francisco, Córdoba, where this installation is proposed.

The panels are purchased in Argentina under the SOLARTEC® brand (https://solartec.com.ar/modulos-fotovoltaicos/), but are imported from Castelfidardo, Italy. From there, they are transported together with other components by heavy goods vehicle to the port of Barcelona in Spain, and then by ship to the port of Buenos Aires.

The inverter is manufactured in Hangzhou, China, by SolaX Power® (https://solax.com.ar/), from where it is shipped to the port of Buenos Aires. Both products are transported by heavy-duty trucks to the city of Córdoba, capital of the province of the same name, where the distributors of these items are located. The supplier then dispatches them by light trucks to their final destination in the city of San Francisco, Córdoba.

The iron for the structure is purchased locally, but the supplier acquires it from the Acindar® plant (https://www.acindar.com.ar/) located in the city of Rosario, province of Santa Fe, from where it is shipped by heavy-duty trucks.

The cables needed for the electrical connections are transported by heavy trucks from the IMSA® (https://imsa.com.ar/), a factory located in the town of Merlo, province of Buenos Aires, to the same company's warehouse in the city of Córdoba; from there, they are shipped to the city of San Francisco by light trucks.

The plastic boards, conduits, and supports for the various electrical components are transported from Burzaco, in the province of Buenos Aires, to the city of San Francisco by light transport trucks. The materials proposed in the project estimate are from the Zoloda® brand (https://www.zoloda.com.ar/).

All electrical circuit protection components are purchased from one of the local distributors of WEG Equipamentos Eléctricos SA (https://www.weg.net/institutional/BR/es/). This company, the Argentine subsidiary of the multinational WEG is in the city of San Francisco, but the required products are manufactured in Jaraguá do Sul, Brazil, and transported by heavy-duty trucks.

For this study, a heavy truck is defined as one that can transport more than 16 tons and travels long distances, and a light truck as one that transports less than 16 tons, in accordance with the literature used to determine their emissions (Mulholland et al., 2023).

Table 5 shows a summary of the route taken by each of the items and the means of transport used, thus enabling the CO2 eq. emissions from the transport of each item to be calculated.

Element

Type of transport

Starting point

Arrival point

Weight (kg)

Distance traveled (km)

g CO2 eq. per kg per km

Total
(kg CO2 eq.)

Solar panels

Heavy truck

Castelfidardo, Italy

Barcelona, Spain

2000

1361

0.06 (5)

174.21

Ship

Barcelona, Spain

Buenos Aires, Argentina

10 000

0.05 (6)

972.00

Heavy truck

Buenos Aires Argentina

Córdoba, Argentina

696

0.06 (5)

89.09

Light truck

Córdoba, Argentina

San Francisco, Argentina

223

0.10 (5)

45.63

Inverter

Ship

Hangzhou, China

Buenos Aires Argentina

31

22 124

0.05 (6)

33.33

Heavy truck

Buenos Aires Argentina

Córdoba, Argentina

696

0.06 (5)

1.38

Light truck

Córdoba, Argentina

San Francisco, Argentina

223

0.10 (5)

0.71

Iron

Heavy truck

Rosario, Argentina

San Francisco, Argentina

750

266

0.06 (5)

12.76

Cables

Heavy truck

Buenos Aires Argentina

Córdoba, Argentina

126

696

0.06 (5)

5.63

Light truck

Córdoba, Argentina

San Francisco, Argentina

223

0.10 (5)

2.88

Electrical accessories

Light truck

Buenos Aires Argentina

San Francisco, Argentina

40

561

0.10 (5)

2.30

Electrical protections

Heavy truck

Jaraguá do Sul, Brazil

San Francisco, Argentina

10

1674

0.06 (5)

1.07

Total

1338.87

(5) Mulholland et. al. (2023)

(6) Sustainable Business Network (BSR). (2018)

Table 5: CO2 eq. emissions in transport

Calculation of total CO2 eq. emitted by the PV installation

Table 6 summarizes the different elements comprising the installation and the emissions involved in the manufacture and transport of each of them. At the end, the sum of the minimum and maximum values is shown.

Element

Features

Quantity

kg CO2 eq. min.

kg CO2 eq. max.

Solar panels

1 m2, 160 W

100

22 330

22 422

PV inverters + protections

8 kW

2

1183.26

Cables

4 Payton PVC® 4 mm2

100 m

360.46

432.97

Structure

Pipes, profiles, and concrete

8

2186.23

3310.56

Transportation

Light trucks, heavy trucks, and boats

-

1338.87

Total

27 398.82

28 687.66

Table 6: Total calculation of kg of CO2 eq. released by the installation of solar equipment

Calculation of the energy generated by the PV installation

The annual energy generated can be estimated using the procedure established in Equation (3) (Rocchia et al., 2016).

(3)

Thus, it is estimated that, for the first year, the annual energy generated by the installation is 20 178 kWh. Taking into account the energy to be generated, the aging of the panels (which, in this case, was considered to be 1 % per year on a linear basis) and the emissions recorded in Table 6, the approximate amount of CO2 eq. per kWh generated can be obtained. The following is considered for this calculation:

The values for this emission are relatively high compared to the ones found in the literature, which places it between 25 g of CO2 eq. per kWh and 32 g of CO2 eq. per kWh (Resch, 2007). The high value obtained is mainly due to the structure supporting the panels, which also serves as a shade for a parking lot; this requires a considerable amount of steel for its construction, as well as the associated transport. In addition, only 20 years of use for the installation have been considered; if this time were extended to the more typical 25 years, this value would decrease.

Calculation of avoided emissions from the use of solar panels

According to the 2024 Climate Action Strategy report prepared by the Empresa Provincial de Energía de Córdoba (EPEC), the emission intensity indicator for electricity generation in the province of Córdoba is 0.38 t CO2 /MWh (EPEC, 2024). This value was selected as it is more representative of the local energy context than the national grid average, given that the production plant is located in the city of San Francisco, Córdoba, and is supplied by EPEC's distribution network. Based on this value, it can be determined that it takes between 3.60 and 3.80 years to recover the emissions from the manufacture and transport of the elements necessary for the PV installation. From that point on, the installation can be considered carbon neutral. The emission intensity indicator of 0.38 t CO2/MWh reported by EPEC (2024) reflects the carbon intensity of electricity generation within the provincial energy system, making it more representative of the local context than national average factors. While transmission and distribution losses are accounted for separately in EPEC's carbon footprint methodology, their inclusion would result in a slightly higher effective emission factor at the point of consumption, which would further increase the avoided emissions calculated in this study. This simplification is therefore conservative and does not affect the conclusions of the work.

Considering that the target production plant consumes 36 014 kWh per year (13 685 kg of CO2 eq. released), and that the solar installation generates an average of 20 178 kWh per year (7668 kg of CO2 eq.), it can be estimated that, after achieving carbon neutrality, approximately 56 % of the CO2 eq. released by electricity consumption is offset, without considering the influence of sorghum stalk transportation.

Considerations regarding raw material logistics

As a complementary analysis, carried out outside the scope of the assessment defined in this study, an estimation of the CO2 eq. emissions associated with the transport of raw material is presented below. Although this analysis falls beyond the declared system boundaries, it is included as supplementary information to provide a broader picture of the overall carbon footprint of the pelletization process and to identify opportunities for future emission reduction strategies. According to the values summarized in Table 1, approximately 15 645 kg of sorghum stubble must be transported per month. To do this, it is necessary to use a truck that transports the biomass from INTA's EEA Manfredi to the city of San Francisco. Therefore, taking into account the weight of the raw material, the transport distance (200 km), and the emissions corresponding to the type of truck (0.06 g of CO2 eq. per kg and km) (Mulholland et al., 2023), 187.74 kg of CO2 eq. are emitted per month, corresponding to 2065 kg of CO2 eq. per year, considering 11 months. Previously, when considering only the emissions attributable to electricity consumption, a reduction of 56 % was obtained by incorporating the PV solar installation; if the transport of sorghum stubble is now included, this percentage decreases to 49 %.

A priori, taking these values into account, it would seem important to work on reducing these additional emissions, given that transport has a direct impact on the percentage of compensation achieved with the installation of solar panels. A reasonable solution could be to transport the raw material from locations closer to the company, establishing, for example, a maximum radius of 100 km (equivalent to 1033 kg of CO2 eq. per year). With this parameter, a 52 % reduction in emissions would be achieved instead of the estimated 49 %. Given this result, it is clear that a more in-depth technical-economic analysis is needed, including the possible variation in sorghum stover prices due to a reduction in the number of suppliers in the region from which the raw material would be obtained.

Discussion and conclusions

The results presented in this study show how photovoltaics can help reduce the environmental impact of a biomass production process. In this particular case, it is clear that the system analyzed offsets the CO2 eq. emissions generated during the construction, transport, and installation of the solar panels in less than a quarter of its useful life. From that point on, approximately 56 % of the CO2 eq. emissions resulting from electricity consumption are offset, without considering the transport of sorghum stubble to the company.

Regarding operational continuity, the PV system is not intended to replace grid electricity entirely, but rather to offset a portion of it. The conventional electricity grid remains the primary energy source, ensuring uninterrupted operation of the plant, while the PV installation reduces the share of grid-sourced electricity consumed and, consequently, the associated greenhouse gas emissions. The energy generated by the panels is fully directed to supply the production process, prioritizing self-consumption and minimizing dependence on the conventional grid.

These findings are consistent with broader evidence on the environmental performance of PV systems, which confirms that PV generation represents a substantially lower-emission alternative compared to fossil fuel-based electricity (Sobczuk et al., 2025). This effect is particularly significant in carbon-intensive energy regions such as Argentina, where renewable integration yields greater net GHG mitigation benefits (Chen et al., 2023). In the specific domain of biomass pellet production, electricity consumption has been identified as the dominant contributor to environmental impacts, suggesting that renewable energy integration is the most effective lever for emission reduction in this type of process (Gallardo Figueroa, 2021).

From a policy perspective, Argentina's distributed generation framework — established by National Law 27424 and Provincial Law 10604 — provides the regulatory conditions to replicate this model in other pelletization facilities. However, financial feasibility will depend on access to public financing instruments and electricity tariff evolution. A full techno-economic assessment, including investment recovery periods, is identified as a priority area for future work.

For future work, in accordance with what has been presented on the logistics for the raw material, this study should be expanded with an analysis including the optimization of transport, considering the possibility of obtaining sorghum straw from more adjacent suppliers, including a technical-economic scheme that analyzes the emissions associated with transport and the price variations of the raw material.

At the same time, the possibility of increasing the number of solar panels installed on the property could also be evaluated. This would allow more electricity to be generated from the same renewable source, which could be used both to supply the pellet production process and for other company needs. By increasing energy self-consumption, dependence on the conventional electricity grid, which is still heavily influenced by fossil fuels, would be reduced, thus contributing to a further decrease in greenhouse gas emissions in the context of distributed generation.

It should be noted that, even if the proportion of surplus energy fed into the electricity grid increases due to an increase in installed PV power, this energy is still more environmentally sustainable than the energy currently provided by the grid.

On the other hand, in the domestic market, it is now possible to obtain solar panels of higher nominal power, surface area, and efficiency; this would make it possible to reduce the amount of certain components used in their manufacture, such as the aluminum frames that support the panels or the frames of the general metal structure, which could further reduce the associated carbon footprint.

Additionally, the shading effect provided by the PV panels over the parking area represents a secondary benefit not accounted for in this study. Quantifying this dual function through a consequential LCA approach could result in a further reduction of net emissions and is identified as a complementary area for future research.

References

ADN Solar. (2024). Inversor Solar On Grid X3 MIC 6 KW trifásico 2 MPPT 1000 V WIFI. Recuperado en noviembre de 2024. https://adnsolar.com.ar/producto/inversor-solar-on-grid-solax-x3-mic-6kw-trifasico-1000v-wifi/

Ameen, M., Mahmood, A., Shahzad, A. N., Zia, M. A., and Javaid, M. M. (2024). Sorghum’s potential unleashed: A comprehensive exploration of bio-energy production strategies and innovations. Bioresource Technology Reports, 27, 101906. https://www.sciencedirect.com/science/article/abs/pii/S2589014X24001476

Bajwa, D. S., Peterson, T., Sharma, N., Shojaeiarani, J., and Bajwa, S. G. (2018). A review of densified solid biomass for energy production. Renewable and Sustainable Energy Reviews, 96, 296-305. https://doi.org/10.1016/j.rser.2018.07.040

Brunatti, C. A., Pignataro, F., y Camueira, M. (2014, octubre). La industria del cemento Portland y la sostenibilidad. AFCP, 1(1), 35. ISBN 978-987-26050-2-5. https://icpa.org.ar/wp-content/uploads/2019/04/La-industria-del-cemento-y-la-sostenibilidad-V-DIGITAL.pdf

BSR. (2018, Agosto). Global Maritime Trade Lane Emissions Factors (p. 4). Recuperado de https://www.bsr.org/reports/BSR_Clean_Cargo_Working_Group_Emissions_Factors_2018.pdf

CAMMESA. (2024, noviembre). Generación. En Informe mensual (p. 23). Ciudad Autónoma de Buenos Aires, Argentina. Recuperado de https://microfe.cammesa.com/static-content/CammesaWeb/download-manager-files/Sintesis%20Mensual/Informe%20Mensual_2024-11.pdf

Chen, S., Lu, X., Nielsen, C. P., McElroy, M. B., He, G., Zhang, S., He, K., Yang, X., Zhang, F., Hao, J. (2023). Deploying solar photovoltaic energy first in carbon-intensive regions brings gigatons more carbon mitigations to ٢٠٦٠. Communications Earth & Environment 4, 369 https://doi.org/10.1038/s43247-023-01006-x

Deutsches Institut für Normung. (1994). DIN 1304: Physikalische Größen und ihre Einheiten – Begriffe und Benennungen [Magnitudes físicas y sus unidades – Conceptos y denominaciones].

Empresa Provincial de Energía de Córdoba (EPEC). (2024). Estrategia de acción climática: Informe 2024. EPEC. https://www.epec.com.ar/docs/transparencia/Huella-carbono-epec-2024.pdf

Fthenakis, V. M., and Kim, H. C. (2011). Photovoltaics: Life-cycle analyses. Solar Energy, 85(8), 1609-1628. https://doi.org/10.1016/j.solener.2009.10.002

Gallardo Figueroa, C. (2021). Evaluación ambiental de la producción de pellets en Chile. Tesis (Ingeniería Civil Química) (cap. 6, sec. 6.3.1, p. 38). Universidad de Bío-Bío. http://repobib.ubiobio.cl/jspui/bitstream/123456789/3746/1/Gallardo_Figueroa_Carolina.pdf

Generadoras de Chile. (2025). Generación eléctrica en Chile. Consultado en febrero de 2025. Recuperado de https://generadoras.cl/generacion-electrica-en-chile

Ghoneim, R., Mete, G., y Hobley, A. (2022, mayo). ¿Cómo pueden el acero y el cemento impulsar la década de acción en el contexto del cambio climático? Industrial Analytics Platform. Recuperado de https://iap.unido.org/es/articles/como-pueden-el-acero-y-el-cemento-impulsar-la-decada-de-accion-en-el-contexto-del-cambio

Guzmán Niño, C. A. (2017). Análisis del impacto ambiental de diferentes tipos de paneles solares según los materiales utilizados y los componentes tóxicos generados (Monografía). Fundación Universidad de América. Recuperado de https://repository.uamerica.edu.co/server/api/core/bitstreams/68185f97-e8f6-40ae-8432-348c3046b094/content

Ihoume, I., van Noord, M., and Augusto, A. (2026). Toward a transparent life cycle assessment of photovoltaic systems: Addressing regulatory and methodological challenges. Environmental Impact Assessment Review, 118, 108290. https://doi.org/10.1016/j.eiar.2025.108290

Ilari, A., Duca, D., Boakye-Yiadom, K. A., Gasperini, T., and Toscano, G. (2022). Carbon Footprint and Feedstock Quality of a Real Biomass Power Plant Fed with Forestry and Agricultural Residues. Resources, 11(2), 7. https://doi.org/10.3390/resources11020007

IMSA. (2024). Instalaciones industriales (potencia) Payton PVC. Recuperado en noviembre de 2024, de https://imsa.com.ar/project/payton-pvc/

International Copper Association. (2023, marzo). Cobre: el camino hacia net zero (Vol. 1, n.º 1, p. 16). Recuperado de https://internationalcopper.org/wp-content/uploads/2023/03/ICA-GlobalDecarb-202303-Spanish-Final-SinglePgs.pdf

IPCC Guidelines for National Greenhouse Gas Inventories (2006), Volume 2: Energy, Chapter 2: Stationary Combustion, Section 2.3.3.4. Institute for Global Environmental Strategies (IGES) for the IPCC. https://www.ipcc-nggip.iges.or.jp/public/2006gl/pdf/2_Volume2/V2_2_Ch2_Stationary_Combustion.pdf

Kester, J., Liu, J., and Binani, A. (2024, July). Carbon footprint analysis of floating PV systems. IEA PVPS Task 12: PV Sustainability Activities. Report IEA-PVPS T12-29:2024. (Vol. 12, n.º 29). ISBN 978-3-907281-61-1. Retrieved from https://iea-pvps.org/wp-content/uploads/2024/07/IEA-PVPS-T12-29-2024-REPORT-Floating-PV-Carbon-Footprint2.pdf

Laschi, A., Marchi, E., and Gonzalez-García, S. (2016). Environmental performance of wood pellets’ production through life cycle analysis. Energy, 103, 469–480. https://doi.org/10.1016/j.energy.2016.02.165

Ley 27424, Régimen de fomento a la generación distribuida de energía renovable integrada a la red eléctrica pública (2017, 30 de noviembre). Boletín Oficial del Congreso de la Nación Argentina.

Ley 10604, Adhesión provincial a la Ley Nacional 27424 (2019, 29 de enero). Boletín Oficial de la Provincia de Córdoba, Argentina.

Martín-Gamboa, M., Marques, P., Freire, F., Arroja, L., and Dias A. C. (2020) Life cycle assessment of biomass pellets: A review of methodological choices and results. Renewable and Sustainable Energy Reviews, 133, 110278. https://doi.org/10.1016/j.rser.2020.110278

Ministerio para la Transición Ecológica y el Reto Demográfico (MITECO). (2024). Aplicación de pintura en la construcción y edificios. Recuperado noviembre de 2024, de https://www.miteco.gob.es/content/dam/miteco/es/calidad-y-evaluacion-ambiental/temas/sistema-espanol-de-inventario-sei-/06.01.03_04-Deco-paint.pdf

Mulholland, E., Ragon, P. L., and Rodríguez, F. (2023, July). CO₂ emissions from trucks in the European Union: An analysis of the 2020 reporting period. International Council on Clean Transportation Conference (p. 6). Retrieved from https://theicct.org/wp-content/uploads/2023/07/hdv-co2-emissions-eu-2020-reporting-2-jul23.pdf

Naveen, S., Aravind, S., Yamini, B., Vasudhareni, R., Gopinath, K. P., Arun, J., and Pugazhendhi, A. (2023). A review on solar energy intensified biomass valorization and value-added products production: Practicability, challenges, techno economic and lifecycle assessment. Journal of Cleaner Production, 405, 137028. https://doi.org/10.1016/j.jclepro.2023.137028

Ortmann, V., Balangione, A., Gallará, R., Quicchi, A., Ferreyra, D. M., y Bernard, M. (2023, septiembre). Cuantificación preliminar del consumo de energía en el proceso de obtención de pélets de rastrojo de sorgo. En Jornadas de Ciencia y Tecnología 2023 de la UTN Fac. Reg. San Francisco (pp. 65–70). San Francisco, Argentina. https://doi.org/10.33414/ajea.1301.2023

Pastor-Vallés, E., Abadías Llamas, A., and Berg Pettersen, J. (2025). Carbon-neutral silicon via aluminothermic reduction? Exploring industrial symbiosis through life cycle assessment. ACS Sustainable Chemistry & Engineering, 13, 14893–14902. https://doi.org/10.1021/acssuschemeng.5c04666

Puig-Arnavat, M., Shang, L., Sárossy, Z., Ahrenfeldt, J., and Henriksen, U. B. (2016). From a single pellet press to a bench scale pellet mill: Pelletizing six different biomass feedstocks. Fuel Processing Technology, 142, 27–33. https://doi.org/10.1016/j.fuproc.2015.09.022

Resch, R. (2007, junio). La promesa de la energía solar: Estrategia energética para reducir las emisiones de carbono en el siglo XXI. Crónica ONU. Recuperado de https://www.un.org/es/chronicle/article/la-promesa-de-la-energia-solar-estrategia-energetica-para-reducir-las-emisiones-de-carbono-en-el

Rocchia, N. J., Szwarc, G. D., Asís, H. G., Ferreyra, D. M., y Sarmiento, C. A. (2016). Estimación de la energía solar fotovoltaica generada en un período de tiempo. EdUTecNe. Recuperado de https://ria.utn.edu.ar/items/18f8b180-5509-4b1d-b726-c5dea8c7442c

Rubio-Domingo, G., and Halevi, A. (2022, February). Making plastics emissions transparent. COMET (Coalition On Materials Emissions Transparency), 1(1), 6. Retrieved from https://ccsi.columbia.edu/wp-content/uploads/2022/02/COMET-making-plastics-emissions-transparent.pdf

Schneider Electric. (2006). Manual y catálogo del electricista (p. 19). Schneider Electric. Recuperado de https://frrq.cvg.utn.edu.ar/pluginfile.php/6747/mod_resource/content/1/MANUAL%20COMPLETO%20SHCNEIDER.pdf

Silva, D. A. L., Filleti, R. A. P., Musule, R., Matheus, T., and Freire, F. (2022). A systematic review and life cycle assessment of biomass pellets and briquettes production in Latin America. Renewable and Sustainable Energy Reviews, 157, 112042. https://doi.org/10.1016/j.rser.2021.112042

Sobczuk, S., Jaroń, A., Mazur, M., and Borucka, A. (2025). Renewable energy and CO₂ emissions: Analysis of the life cycle and impact on the ecosystem in the context of energy mix changes. Energies, 18(13), 3332. https://doi.org/10.3390/en18133332

SOLARTEC. (2024a, junio). Módulo fotovoltaico policristalino de alto rendimiento KS160T-24V: Hoja de datos. Recuperado de https://solartec.com.ar/wp-content/uploads/2024/06/SOLARTEC-KS160T-24V-v0.pdf

SOLARTEC. (2024b, junio). Módulo fotovoltaico policristalino de alto rendimiento SOL-6P-60-260–4BB: Hoja de datos. Recuperado de https://solartec.com.ar/wp-content/uploads/2024/06/SOLARTEC-SOL-6P-60-4BB-v0.pdf

Szwarc, G. D., Rocchia, N. J., y Ferreyra, D. M. (2018, octubre). Comparación de las pérdidas por efecto Joule en dos instalaciones fotovoltaicas conectadas a red según la ubicación del inversor. Jornadas de Jóvenes Investigadores Tecnológicos (JIT), UTN Facultad Regional Rafaela. Recuperado de http://hdl.handle.net/20.500.12272/4413

Wang, Y., and Wu, J. J. (2023). Thermochemical conversion of biomass: Potential future prospects. Renewable and Sustainable Energy Reviews, 187, 113754. https://doi.org/10.1016/j.rser.2023.113754

WEG. (2021). W22 Motor Eléctrico Trifásico - Catálogo Técnico Mercado Latinoamericano [folleto]. Recuperado de https://static.weg.net/medias/downloadcenter/h60/h24/WEG-w22-motor-trifasico-50044029-brochure-spanish-web.pdf

Wiloso, E. I., Setiawan, A. A. R., Prasetia, H., Muryanto, A., Wiloso, A. R., Subyakto, S., Sudiana, I. M., Lestari, R., Nugroho, S., Hermawan, D., Fang, K., Heijungs, R. (2020). Production of sorghum pellets for electricity generation in Indonesia: A life cycle assessment. Biofuel Research Journal, 7(3), 1178–1194. https://doi.org/10.18331/BRJ2020.7.3.2

Zhang, Q., Qiao, K., Hu, C., Su, P., Cheng, O., Yan, N., & Yan, L. (2024). Study on life-cycle carbon emission factors of electricity in China. International Journal of Low-Carbon Technologies, 19, 2287–2298. https://doi.org/10.1093/ijlct/ctae181

Contribución de los Autores

Colaboración Académica

Nombres y Apellidos del autor

1

2

3

4

5

6

7

8

9

10

11

12

13

14

Agostina Quicchi

x

x

x

x

x

x

x

x

x

Gerardo Szwarc

x

x

x

x

x

x

x

x

Jorge Vega

x

x

x

Diego Ferreyra

x

x

x

x

x

x

Gustavo Schweickardt

x

x

1-Administración del proyecto, 2-Adquisición de fondos, 3-Análisis formal, 4-Conceptualización, 5-Curaduría de datos, 6-Escritura - revisión y edición, 7-Investigación, 8-Metodología, 9-Recursos, 10-Redacción - borrador original, 11-Software, 12-Supervisión, 13-Validación, 14-Visualización.

El presente trabajo de investigación se realizo en el marco del Doctorado de Ingeniería mención Industrial, Facultad Regional Santa Fe, Universidad Tecnológica Nacional, Argentina.

This research was conducted as part of a PhD in Engineering with a specialization in Industrial at the Santa Fe Regional Faculty of the National Technological University, Argentina.