This study was carried out at a commercial sugar, ethanol and energy production plant located in the region of Ribeirão Preto, Sao Paulo, southern Brazil, where the company performs the removal of straw for bioenergy generation. The results of GHG emissions and offset potential for straw recovery were presented in terms of carbon dioxide equivalents (CO2eq) according to the global warming potentials of 1, 28 and 265 for carbon dioxide (CO2), methane (CH4) and nitrous oxide (N2O)[13]. In addition, molar ratio of 1 C=44/12 CO2eq was used to convert C mass in CO2eq.
2.1. Short-term measurements of soil CO2-C emissions, soil water content and soil temperature
The field experiment for measuring soil CO2-C emissions was in Serrana, Sao Paulo State, Brazil (21º06' S – 47º37' W, 623 m of altitude). According to the data provided by the agricultural and industrial facility, the sugarcane variety in the experimental area was IACSP 95-5000, planted at 1.5 m inter-row spacing, and with a first cutting stalk yield of 143 tons ha−1. The field experiment started on August 03, 2016, immediately after the straw removal, in which all operations were carried out within 20 days of mechanized harvest without burning, following the standard procedure of the company. The regional climate is classified as B2rB´4a´ by Thornthwaite system [14], indicating a mesothermal region with rainy summers and dry winters. The soil is classified as a Eutroferric Red Latosol (Haplustox, USDA Soil Taxonomy).
Short-term soil CO2-C emissions, soil water content (SWC) and soil temperature (12 cm depth) were monitored starting 24 h after straw removal (August 4th 2016) in different treatment plots where PVC collars were previously inserted into soil (15 replicates per treatment). Measurements were taken 17 days over a 21-day period after straw removal in the morning between 8:00 to 11:00 AM on each sampling day. Soil CO2-C emissions were measured using a portable LI-COR (LI-8100, NE, USA) system which monitors the changes in CO2 concentration inside the chamber by an infrared gas analyzer. The floor chamber has an internal volume of 854.2 cm3 with a circular area of 83.7 cm2. The soil temperature was monitored with a 20 cm probe (thermistor-based sensor) inserted into the soil near the PVC collars at a depth of 12 cm. This measuring sensor is an integral part of the LI-8100 system. Soil water content (%) was measured (12 cm depth) with a portable time domain reflectometer system (HydroSense System, Campbell Scientific, Utah, USA). During the measurement period, rainfall events occurred on August 10th (02 mm), 15th (10mm), 16th (10 mm), 18th (08 mm), 19th (10 mm), 20th (15 mm) and 23rd (11 mm).
2.1.1. Field treatments for measuring soil CO2-C emissions
The experiment for measuring soil CO2-C emissions comprised of three treatments replicated three times. The treatments consisted of a control (T1), which are areas of 12 × 20 m plots (~240 m2) where all straw was left on the soil surface after sugarcane harvest without any straw recovery, and two field conditions (T2 and T3 explained below), according to the soil cover observed after the straw management and recovery operation in a commercial sugarcane plantation (Fig. 1).
In areas where straw is managed for recovery, straw from 6 crop rows (5 inter-row areas) are collected with each passing of a tractor and heaped in between two crop rows (one inter-row area) to be removed later by baling. After straw was baled and removed, there are still more straw left on the soil surface of the inter-row area where straw was heaped prior to baling than in the control area. This inter-row area where straw was accumulated was defined as T2 (line plots of 1.5 × 20 m or 30 m2). The area of 6 crop rows from which straw was collected has less straw on the soil surface than in the control area, and this area was defined as T3. Overall, in a field where straw was managed and recovered, T2 area occupies approximately 17% of the field area and T3 area occupies about 83% of the field area. Therefore, to calculate the CO2-C emissions from 1 ha field in response to straw management and recovery, a weighted average emissions per ha was calculated using measured emissions from T2 and T3 area according to the Equation 1:
Where, WAFCO2: weighted average CO2 flux; FCO2T3: CO2 flux from T3 area; and FCO2T2: CO2 flux from T2 area. In each treatment (3 replicates), 15 PVC collars were used for measurements of soil CO2-C emissions. In general, straw management and recovery operation resulted in a removal of 27% of sugarcane straw for bioenergy generation (explained below).
2.1.2. Statistical analysis
Data related to CO2-C emissions, soil temperature and soil water content (SWC) were analyzed using a completely randomized experimental design with three treatments and three replicates per treatment (defined in section 2.1.1) and repeated measurements in time. For the analyzes, the mixed-model procedure of SAS statistical software was used [SAS Institute Inc., Cary, North Caroline]. When statistically significant (P < 0.05), the means were compared by the Tukey’s test at a significance level of 5%. The variables (CO2-C, soil temperature and soil water content) were also analyzed by linear correlation, testing if correlation coefficient is statistically different from zero (P < 0.05).
2.2. Soil analysis, quantification of post-harvest straw and estimated N2O emissions
Soil samples were collected to a 0.20-m depth after measurements of soil CO2-C emissions. To obtain 1 kg of soil, 12 single samples were collected from the experimental area, and soil physical-chemical characteristics such as pH, soil organic matter (SOM) and soil texture were analyzed (Table 1). The samples were dried and sieved through a 2 mm mesh prior to analysis. These analyzes include determination of SOM content by oxidation with sulphuric acid [15].
Table 1
Soil chemical and physical characterization of the experimental area (0-20 cm depth).
pH
|
SOM
|
P
|
Ca
|
Mg
|
K
|
CEC
|
BS
|
Clay
|
Silt
|
Sand
|
|
g dm−3
|
mg dm−3
|
mmolc dm−3
|
%
|
g kg−1
|
7
|
31
|
10
|
31
|
10
|
6.4
|
83
|
58
|
52
|
18
|
30
|
N = 10; 0–20 cm depth. Clay, Silt and Sand. |
pH, hydrogenic potential (CaCl2); SOM, Soil organic matter; P, available phosphorus; Ca, calcium; Mg, magnesium; K, potassium; CEC, Cation exchange capacity; BS, Base saturation. |
The amount of straw deposited on the soil surface after sugarcane green mechanized harvesting, as well as straw management and recovery operation were determined by collecting samples using a metallic frame of 0.64 m2 (0.8 × 0.8 m) in each of the three treatments (n=5). The samples were oven dried for 24 hs at 105°C until reaching constant weight and then weighed [16] which resulted in: 25,819 kg DM ha−1 for T1; 44,303 kg DM ha−1 for T2 and 18,927 kg DM ha−1 for T3. The average amount of straw removed from fields after straw management and recovery operation was calculated as the difference of straw mulch dry matter left on soil surface between T1 and T3 (T3-T1) which resulted in 6,89 kg DM ha−1 (or 27% of the total straw in the control area).
Crop residues such as sugarcane straw when returned to the soil after harvest are considered as a direct source of N2O from agricultural soils, and an average N2O-N emission factor of 1% for N returned to soil from crop residues is recommended for estimating the direct N2O emissions from crop residue decomposition [17].
Amount of total N returned to soil from sugarcane crop residues was estimated applying green tops and dry leaves content of 65% and 35%, respectively of the total N present in sugarcane crop residues [18, 19], which translate to an average rate of 7.5 and 3.4 g N kg−1 of dry matter, respectively. Applying a rate of 20% of straw N content available for N2O emission each year, we estimate an average amount of 31.3 kg N year−1 in T1 when leaving all straw in the field without management (25,819 kg DM ha−1), and an average amount of 23.0 kg N year−1 in T3 (18,927 kg DM ha−1), after recovering 6,89 kg DM ha−1. To evaluate the impact of N2O emissions from removing 6,89 kg DM of straw we need to compare the potential N2O emissions from T1 with T3.
In order to derive an N2O-N emission factor for crop residue removal, carried out field experiments were carried out in commercial sugarcane areas in clay soils (64% clay content) [20][27], similar to the experimental site of this study (52% clay; Table 1) and, reported cumulative N2O-N emissions of 1.45 kg N2O-N ha−1 associated with the maintenance of 15 ton DM of straw ha−1 and without N fertilizer application over a 270-days period. Furthermore, the authors showed that N2O-N emissions decreased to 0.91 kg N2O-N ha−1 for the management and recovery of total amount of straw from the soil surface without N fertilizer. Considering the similarity with soils and climate conditions of this study, we applied the same accumulated N2O-N emissions [20] to be compared with the results derived using the IPCC methodology [17]. Evaluating GHG emissions in response to sugarcane straw removal, authors observed no net CH4 emissions [21], and thus, CH4 emissions were not considered in our study.
2.3. Estimation of greenhouse gas emissions from fossil fuel used in the recovery and transport of straw
In addition to industrial plant, further investments on tractors, trucks and other heavy machines are required in the management and recovery of sugarcane straw after green mechanized harvest. For this experiment, the data collected and analysed were: Truck carry capacity of approximately 70 bales per trip; bales weighing on average of 350 kg bale−1 and 24,500 kg of straw transported per trip, with a straw moisture content of around 6 to 10%.
The technical parameters for mechanized operations considered in the straw management and recovery operation and the transport of straw until the biorefinery gate are presented in Table 2. The fossil fuel typically used for sugarcane production systems is diesel oil, consumed mostly during the agricultural operations by machinery, tractors, and trucks [12]. In our study, the diesel consumption related to the final use of sugarcane straw was measured according to all field operations performed (Table 2.).
Table 2
Technical parameters of diesel consumption in mechanized operations for the amount of sugarcane straw recovered of 6.89 tons ha−1 (dry matter-basis).
Operation
|
Equipment
|
Horse Power (HP)
|
Consumption
(L diesel ha−1)
|
Operation income (ha h−1)
|
L diesel ton−1 of straw
|
(1) Straw heaping
|
Tractor
|
110
|
7.00
|
8.2
|
0.9
|
(2) Baling
|
Tractor
|
210
|
20.00
|
5.5
|
3.0
|
(3) Bales picking
|
Tractor
|
210
|
13.7
|
5.4
|
3.0
|
(4) Bales loading
|
Tractor
|
130
|
4.5
|
8.0
|
2.1
|
*(5) Bales transport
|
Truck
|
-
|
1.4 km L−1
|
-
|
0.466
(0.233 x 2)
|
(6) Bales unloading
|
Loader
|
130
|
4.3 (L h−1)
|
-
|
0.122
|
(7) Crusher feeding
|
Loader
|
130
|
3.1 (L h−1)
|
-
|
0.257
|
Total (L diesel ton−1 straw)
|
|
|
|
|
9.895
|
Total (L diesel ha−1)
|
|
|
|
|
68.2
|
*Truck carry capacity is approximately 70 bales per trip. Bales weight = average 350 kg = 24,500 kg per trip. |
** Distance of the experimental area until the industrial straw processing = 8 km = 16 km round trip. |
Diesel consumption of each operation was informed by the company industrial sector. |
Estimates of GHG emissions related to the use of fossil fuel for straw recovery in this study assumed CO2, CH4 and N2O gases [22]. The emission factors applied were those suggested by Air Pollution Control Program for Auto Engines)/CETESB-Brazil [23], in association with IBAMA (Brazilian Institute of the Environment), considering the types of fuel and vehicles. To calculate these emission factors, vehicles were considered as off-road and machinery, with 74,100 kg CO2 TJ−1 (TJ = Terajoule), 4.15 kg CH4 TJ−1 and 28.6 kg N2O TJ−1, respectively [24]. The GHG emissions related to diesel extraction and distribution were considered as 3.87g C MJ−1 per liter of fuel [25].
2.4. Quantification of energy and cellulosic ethanol (2G) production from straw recovered
The use of sugarcane bagasse as a fuel for combined heat and power (CHP) systems to meet energy needs of the mills for bioenergy generation is a common practice in Brazilian sugarcane industry [26]. In this study, we present an additional energy generation potential of sugarcane straw recovered after green mechanized harvesting as per the technology used by the company. According to the information from the company's industrial sector, the straw used for energy generation is added to the sugarcane bagasse at a proportion of 5 to 7% of the volume, presenting a potential value for electricity generation of approximately 0.6 MWh ton−1 DM, with humidity between 6 and 10% and the technology being used is high pressure boiler/condensation and steam extraction turbine.
Analysing the use of sugarcane straw for power generation, some authors reported a higher heating value of cane straw of 17.1 MJ kg−1 (DM) and lower heating value of 12.15 MJ kg−1, without considering of the losses through the process [27]. With respect to industrial productivity, the premise to produce 240 L ethanol ton−1 LM (lignocellulosic material on dry basis) in the short-term was reasonably conservative by companies[28]. For some companies, it is already feasible to reach 300 L ethanol ton−1 LM, or even 350 L ethanol ton−1 LM in the long-term. On the other hand, electric power demand for 2G process is depicted as 48 kWh ton−1 LM over a short, medium, and long-term basis. However, the energy demand for 2G ethanol production from the straw can be supplied by the residual material (residual cellulignin) from the 2G process, and thus there is no need to burn additional straw to supply this energy demand [28].
Based on data from parameters for vehicle emissions in Brazil, an emission factor (EF) of 1.750 kg CO2eq L−1 of hydrated ethanol should be applied for a vehicle year 2010, flex (ethanol or gasoline), using ethanol, with efficiency of 8.2 km L−1, considering emissions of CO2 (207 g km−1), CH4 (0.053 g km−1) and N2O (0.017 g km−1) [23]. The CO2 emitted through the combustion of ethanol in the vehicle motor is reabsorbed by the sugarcane plants, rendering the balance practically zero [29] and, consequently should not be accounted for in the CO2 balance. To estimate the avoided GHG emissions when using renewable 2G ethanol from straw replacing gasoline, we considered the use of light vehicle, with efficiency of 10.8 km L−1 of gasoline [23] with EF of 2.312 kg CO2eq L−1 (207 g CO2 km−1, 0.009 g CH4 km−1 and 0.023 g N2O km−1). Therefore, when replacing 1 liter of fossil gasoline per 1 liter of hydrated ethanol, an avoided emission of 2.26 kg CO2eq considering only CH4 and N2O emission from ethanol was assumed in this study when considering 2G ethanol production from sugarcane straw.
2.5. CO2 emission factors for electric energy production in Brazil
The CO2 emission factors of electric energy production used in life-cycle inventories in Brazil estimate the amount of CO2 associated with the generation of a particular type or source of electric energy. These emission factors are calculated by the average of emissions sources, considering of all the plants that are generating energy, and not only those that are working at the moment [30], presenting emission factors in terms of ton CO2eq MWh−1.
The CO2 emission factors calculated according to the methodological approach “Tool to calculate the emission factor for an electricity system, version 04.0 and earlier” approved by the Clean Development Mechanism (CDM), Executive Board are intended to estimate the contribution, in terms of CO2 emission reductions, from a project that generates electricity for the grid [30]. Briefly, the interconnected system CDM emission factor is a combination of the operating margin emission factor, which reflects the intensity of CO2 emissions of the energy dispatched at the margin, with the build margin emission factor that reflects the intensity of CO2 emissions from the last plants built [30].
The emission factors (ton CO2 MWh−1) for electricity generation in Brazil presented annual average values of 0.0740; 0.0927; 0.0817; 0.1244; 0.1355; 0.0960; 0.0653 and 0.0292 for the years 2018, 2017, 2016, 2015, 2014, 2013, 2012 and 2011, respectively [30]. However, in this study, the offset potential for straw recovered displacing energy produced by Brazilian energy matrix was calculated based on the EF of 0.1370 ton CO2 MWh−1, accounting emissions from plants built and energy generation at the margin [30].