Abstract
One of the greenhouse gas (GHG) emission resources is industrial wastewater treatment plants. In this study, on-site and off-site greenhouse gas emissions of an extended aeration activated sludge process in a meat processing wastewater treatment plant were estimated using a new developed approach based on the IPCC method. On-site emissions were regarded as the emissions related to the biochemical treatment process and microbial activity in the wastewater. On-site emissions were estimated from organic materials removal from wastewater and microbial mass activity. Biological oxygen demand (BOD) and chemical oxygen demand (COD) removal were considered as pollutant resources of carbon dioxide (CO2) and methane (CH4), respectively. Off-site emission was estimated from electricity consumption, chemical use and the sludge stabilization process. This paper aimed to determine and reduce on-site and off-site emissions for the extended aeration process in an industrial wastewater treatment plant. Modification of operating conditions was applied to reduce GHG emissions. The results revealed that electricity consumption was the major source of the greenhouse gas emissions for this process with a value of 6,002.77 kg CO2e/d. The minimization of total GHG emissions reached up to 17.1% by modifying the treatment process conditions.
Highlights
The originality of this paper is that the on-site and off-site emissions were investigated for the extended aeration process of a highly organic industrial wastewater plant using a new developed GHG estimation model. A new calculation term was adapted to the IPCC method for on-site and off-site emissions. The novelty of the study, process modification was applied to reduce GHG emissions from the extended aeration process.
INTRODUCTION
Greenhouse gas (GHG) emissions have been increasing in the atmosphere due to industrial, agricultural and anthropogenic activities in recent years (Kyung et al. 2015). Wastewater treatment plants (WWTPs) have been considered as one of the greenhouse gas emissions resources in recent years (Yerushalmi et al. 2009; Corominas et al. 2012; Kyung et al. 2015; Yapıcıoğlu 2018a). According to the Intergovernmental Panel on Climate Change (IPCC) reports, greenhouse gas emission from the waste sector corresponds to approximately 3% of the anthropogenic emissions on a global scale, and wastewater treatment constitutes approximately 20% of the waste sector (IPCC 2014). Carbon dioxide (CO2), methane (CH4) and nitrous oxide (N2O) are the main greenhouse gases which are emitted from wastewater treatment plants to the atmosphere due to the applied treatment process, sludge dewatering and disposal process, chemical use, energy consumption and maintenance and transport (Metcalf & Eddy 2014; Kyung et al. 2015; Yapıcoğlu 2018a).
Greenhouse gas emissions can be classified as on-site emissions and off-site emissions (Paraviccini et al. 2016; Yapıcıoğlu 2018a). The on-site emissions in the plants are emitted emissions at the wastewater collection system, treatment units and discharge point of the treated water. The off-site GHG emissions come from the electricity consumption, air consumption, transportation, chemical use and sludge stabilization and disposal processes (Paraviccini et al. 2016; Yapıcıoğlu 2018a). Especially, industrial wastewater plants emit huge amounts of greenhouse gas emissions due to highly organic wastewater content and treatment processes. The meat processing industry is one of them.
The meat processing industry discharges large volumes of wastewater in many countries and needs considerable treatment if its release to the environment is to be sustainable (Yapıcıoğlu 2018b). The organic materials and total suspended solids concentrations are very high and it has a highly contaminating effect (Lecompte & Mehrvar 2014; Yapıcıoğlu 2018b). There are several methods to treat meat processing wastewater, with most focusing on biological processes such as activated sludge, stabilization ponds and aerobic reactors (Davarnejad & Nasiri 2017). The widespread treatment method is the extended aeration activated sludge process for meat processing wastewater. In this process, carbon and nitrogen removal can be ensured (Metcalf & Eddy 2014). Extended aeration activated sludge process consists of an aeration tank and a sedimentation tank. In the aeration tank, organic materials in the wastewater are stabilized by the living microbial mass. Blowers are used to pump the air to the tank. Air pumps leads to high energy consumption (Metcalf & Eddy 2014). The other energy consumption resource is sludge pumps which are used for the return of activated sludge into the aeration tank. Also, denitrification is applied to remove nitrogen from wastewater in this process. Methanol is used as an additional carbon resource in the denitrification process (Metcalf & Eddy 2014). Electricity consumption and chemical use in the aeration tank lead to off-site greenhouse gas emissions (Kyung et al. 2015). Some of the activated sludge was returned to the aeration tank to maintain a living microbial mass at certain concentrations (Metcalf & Eddy 2014). Waste activated sludge is an environmental challenge that leads to high costs of handling and dewatering processes and greenhouse gas emissions. The other source of off-site GHG emissions is the sludge handling process. On-site emissions have been regarded as GHG emissions due to wastewater treatment processes in the WWTPs (Paraviccini et al. 2016). In the result of the extended aeration process, CO2 and CH4 emissions have been released from the treatment units due to organic materials stabilization process by living microorganisms in the wastewater. From this point of view, biological oxygen demand (BOD) and chemical oxygen demand (COD) removal were regarded as pollutant sources of CO2 and CH4, respectively.
There are several studies in the literature related to this topic. Kyung et al. (2015) investigated off-site emissions resulting from electricity consumption and chemical use for a five-staged Bardenpho process. Also, they estimated on-site emissions from a hybrid process. Bani Shahabadi et al. (2009) performed a study estimating off-site greenhouse gas emissions for a combined anaerobic treatment and AO process. Masuda et al. (2015) investigated off-site emission from energy consumption for a classical activated sludge process. Barbu et al. (2017) observed greenhouse gas emissions from a classical activated sludge process in another study. The other study corresponded to Santín et al. (2018) which GHG emission was investigated for a classical activated sludge process. There are several GHG emissions reduction methods applied for industrial WWTPs. Innovative treatment techniques could be performed in order to reduce greenhouse gas emissions (Yapıcıoğlu 2018a). Microalgal treatment is regarded as one of the oldest GHG emissions reduction processes. CO2 assimilation is applied due to photosynthesis of microalgae in this technology. Also, the nitrite-dependent anaerobic methane oxidation (n-damo) process is considered as one of the biological GHG emission minimization methods. Recently, biochar adsorption for wastewater treatment has become one of the GHG emission minimization technologies due to the CO2 and N2O adsorption capacity (Yapıcıoğlu 2018a). Modification of operating conditions and wastewater treatment processes is another GHG emission minimization technique (Yapıcıoğlu 2018a). In this study, treatment process modification was applied to reduce GHG emissions. Operational conditions including hydraulic retention time (HRT) and solid retention time (SRT)) were modified to decrease GHG emissions.
The originality of this paper is that on-site and off-site emissions were investigated for extended aeration process of a highly organic industrial wastewater plant using a newly developed GHG estimation model. A new calculation term was developed based on the IPCC method for on-site and off-site emissions. The novelty of this study is that process modification was applied to reduce GHG emissions from an extended aeration activated sludge system. The operating conditions were varied to estimate GHG emissions formation.
MATERIAL AND METHODS
In this study, on-site and off-site greenhouse gas emissions of an aeration tank for extended aeration activated sludge process applied in a meat processing wastewater treatment plant were estimated. Off-site emission was estimated from chemical (methanol for denitrification) consumption, the sludge stabilization process and electricity consumption using the IPCC approach. On-site emissions were determined using the approach of organic materials removal from wastewater. It was considered that CO2 is formed resulting from BOD removal and microbial respiration in the wastewater. It was assumed that CH4 is released when COD is removed from wastewater and microbial mass is dead during the endogen phase. CH4 could be generated in the anaerobic sections of the aeration tank. Under aerobic conditions, CH4 can also be partially biologically oxidized (Paraviccini et al. 2016). These sections could be formed as the result of inadequate or partial aeration at the aeration tank. At these units, methanogens have been grown. CH4 is formed as the result of anaerobic stabilization of the organic substances in the wastewater. And COD is an indicator parameter of the wastewater pollution. Organic materials stabilization amount (organic materials removal efficiency) is defined with COD removal theoretically. So, they were correlated with each other. The main aim of this study was to minimize on-site and off-site emissions for an extended aeration tank in a meat processing industry wastewater treatment plant.
Description of the industrial WWTP and treatment process
The meat industry is located at an organized industrial zone in Turkey. The organized industrial zone is in the west of Turkey. The wastewater treatment capacity of this industrial park is nearly 20,000 m³/d. After pretreatment of meat processing wastewater in the plant, the wastewater is discharged to the organized industrial zone sewage collection system. The main wastewater generating points of the meat processing industry are the slaughterhouse, rendering unit, and intestinal washing process. The wastewater characterization of this plant is given in Table 1. The wastewater analysis results were performed using Standard Methods (APHA 1998).
Parameter . | Influenta . | Effluenta . |
---|---|---|
COD (mg/L) | 5,293 | 1,547 |
BOD (mg/L) | 2,554 | 221 |
TSS (mg/L) | 2,122 | 487 |
FOG (mg/L) | 329 | 10 |
pH | 7.29 | 6.9 |
Parameter . | Influenta . | Effluenta . |
---|---|---|
COD (mg/L) | 5,293 | 1,547 |
BOD (mg/L) | 2,554 | 221 |
TSS (mg/L) | 2,122 | 487 |
FOG (mg/L) | 329 | 10 |
pH | 7.29 | 6.9 |
aInfluent and effluent values corresponded to the extended aeration process.
Figure 1 demonstrates the existing wastewater treatment process in the plant. An extended aeration activated sludge system is carried out in order to remove organic and suspended materials from the wastewater. The extended aeration activated sludge system is used as the biological treatment technology and requires air in order to keep the microorganisms alive that are responsible for wastewater stabilization. A blower is used to generate air to operate the treatment system. Air is pumped into the aeration tank for the respiration of the microbial mass in the activated sludge process. This system, combined with blower and air pumps, leads to the high energy consumption in the plant. Furthermore, a sedimentation tank is operated to remove the waste activated sludge. Some of the activated sludge was returned to the aeration tank to ensure living microorganisms at a determined biomass concentration. Sludge pumps, which consume a huge amount of electricity, are used for the return sludge process. Also, denitrification and nitrification processes are applied for removal of nitrogen from wastewater. Methanol is used as an added carbon source for the denitrification process. Energy consumption resulting from operating the blower and sludge pumps and chemical use, as methanol addition to sustain the process and lime addition for the sludge stabilization process, have led to off-site greenhouse gases emissions in the plant.
The extended aeration activated sludge process is a type of biological treatment. It consists of an aeration tank and sedimentation tank. Hydraulic retention time (HRT) is in the range of 18–36 hours. Organic material is removed with the help of microorganisms in the aeration tank. Air is pumped into the aeration tank for the respiration of the microbial mass (Metcalf & Eddy 2014).
In this study, the HRT in the aeration tank is approximately 24 hours. Solids retention time (SRT) is 22 days. Both carbon and nitrogen removal can be ensured as a result of the extended aeration process. For the denitrification process, methanol is added to the aeration tank as a carbon source. Table 2 presents the data used to estimate greenhouse gas emissions corresponding to the aeration tank, which emits GHG emissions as the major unit in the WWTP. Methanol dose is the meaning of the amount of methanol required for the denitrification process. Electricity consumption comprises the electricity used by the blower, air and sludge pumps. Lime is used for the sludge stabilization process.
Parameter . | Value . |
---|---|
Q (m3/d) | 2,800 |
BOD removed (B) (kg/m3) | 2.333 |
COD removed (C) (kg/m3) | 3.746 |
MLVSS (kg/m3) | 2.4 |
MLSSd (kg/m3) | 1.6 |
kd | 0.40 |
Parameter . | Value . |
---|---|
Q (m3/d) | 2,800 |
BOD removed (B) (kg/m3) | 2.333 |
COD removed (C) (kg/m3) | 3.746 |
MLVSS (kg/m3) | 2.4 |
MLSSd (kg/m3) | 1.6 |
kd | 0.40 |
Determination of on-site GHG emissions
Total GHG emission (GHGE) is the sum of the on-site and off-site emissions.
Estimation of off-site GHG emissions
There are three constituents of off-site greenhouse gas emissions were considered in this study. Electricity consumption for the operation of extended aeration process in the plant was used to estimate the off-site emissions. The second constituent is the off-site emission from methanol (chemical) use for denitrification for the removal of nitrogen in the extended aeration process. The other constituent of off-site emission is the sludge stabilization process. An adaptive model was developed in this study.
Parameter . | Value . |
---|---|
Lmethanol (methanol dose for denitrification) (kg/d) | 65.5 |
Total electricity consumption (ECtotal, kWh) | 12,078 |
ECblower&air pumps (kWh) | 9,467 |
ECsludge pumps (kWh) | 2,611 |
Llime (lime for stabilization of sludge) (CaCO3 dose) (kglime/kgsludge) | 1.31 |
Lsludge (kg sludge/d) | 6,808.48 |
EFmethanol (kgCO2/kg methanol) | 1.54 |
EFlime (kgCO2/kglime) | 0.43971 |
EFelectricity (kg CO2e/kWh) | 0.497 |
Parameter . | Value . |
---|---|
Lmethanol (methanol dose for denitrification) (kg/d) | 65.5 |
Total electricity consumption (ECtotal, kWh) | 12,078 |
ECblower&air pumps (kWh) | 9,467 |
ECsludge pumps (kWh) | 2,611 |
Llime (lime for stabilization of sludge) (CaCO3 dose) (kglime/kgsludge) | 1.31 |
Lsludge (kg sludge/d) | 6,808.48 |
EFmethanol (kgCO2/kg methanol) | 1.54 |
EFlime (kgCO2/kglime) | 0.43971 |
EFelectricity (kg CO2e/kWh) | 0.497 |
Minimization of GHG emissions
There are several techniques for the reduction of GHG emission releasing from WWTPs. One of them is modifications to treatment processes and configurations. In this study, treatment process modification was carried out to reduce the GHG emission. Operational conditions (hydraulic retention time (HRT) and solid retention time (SRT)) were modified to decrease the GHG emissions. HRT means the wastewater retention time in the aeration tank and SRT means the duration of retention time of microbial mass in the aeration tank. Altering the durations of the operation, on-site emissions were figured out. HRT and SRT were minimized to 18 hours and 20 days, respectively. The values were considered without deterioration of the effluent quality. The GHG emissions minimization was figured out by benchmarking the previous emission at an HRT of 24 h and an SRT of 22 days and the last emission at an HRT of 18 hours and SRT of 20 days. The same estimation tools were used for both operational conditions.
RESULTS AND DISCUSSION
On-site GHG emissions
On-site emissions were considered as the emissions as a result of BOD and COD removal and microbial activity. The results revealed that on-site CH4 emission was higher than CO2 emission. The values of CH4 and CO2 emissions were 3,016.5 and 1,063.9 kg CO2e/d, respectively. Total on-site GHG emission is 4,080.4 kg CO2e/d. Table 4 shows the comparison of on-site GHG emissions.
Emission . | Value (kg CO2e/d) . |
---|---|
GHGEon-site,CH4 | 3,016.5 |
GHGEon-site,CO2 | 1,063.9 |
GHGEon-site | 4,080.4 |
GHGEelectricity | 6,002.77 |
GHGEchemical | 100.87 |
GHGEsludge | 3,921.82 |
GHGEoff-site | 10,025.46 |
GHGE | 14,105.86 |
Emission . | Value (kg CO2e/d) . |
---|---|
GHGEon-site,CH4 | 3,016.5 |
GHGEon-site,CO2 | 1,063.9 |
GHGEon-site | 4,080.4 |
GHGEelectricity | 6,002.77 |
GHGEchemical | 100.87 |
GHGEsludge | 3,921.82 |
GHGEoff-site | 10,025.46 |
GHGE | 14,105.86 |
Kyung et al. (2015) calculated that on-site greenhouse gas emission for a municipal wastewater (influent BOD = 200 mg/L) that was treated with a five-stage Bardenpho process as 3,701 ± 269 kg CO2e/d They reported lower emissions than this study. It can be said that the Bardenpho process emits GHG emission lower than the extended aeration activated sludge process due to better influent characterization. Masuda et al. (2015) similarly reported that the aeration tanks released methane emissions. The other study is related to Rodriguez-Caballero et al. (2014). They reported that the highest GHG emission was observed in the aeration tank. If we compare the values of emissions, off-site GHG emissions were higher than on-site greenhouse gas emissions. Qiao et al. (2020) investigated greenhouse gas emission from the wastewater treatment process by integrating activated sludge and microalgae processes. They reported COD, NH4+, and total phosphorus removals above 95%. No CH4 emissions during the operation of the study. Emitted CO2 only accounted for a small proportion of the total GHG in the influent. Nayeb et al. (2019) reported wastewater collection systems, wastewater treatment plants and discharging wastewater to the environment led to direct greenhouse gas (carbon dioxide, nitrous oxide, and methane) emission from biological processes (activated sludge process) and indirect emissions due to energy consumption, similarly. They used a similar method for estimation of on-site emissions. They similarly estimated CH4 emissions from degradable organic materials. Sweetapple et al. (2014) investigated the potential of control strategy optimization for the reduction of operational greenhouse gas emissions from wastewater treatment for which the activated sludge process was carried out. They reported that multi-objective optimization of WWTP operational parameters and controller tuning parameters enables a significant reduction in GHG emissions. They estimated similar to this study and optimized GHG emissions using the BSM2G model in terms of COD and BOD removal. Flores-Alsina et al. (2011) investigated greenhouse gas emissions during benchmarking of wastewater treatment plant control strategies and modelling of the activated sludge process. They used the BSM2G method considering the dissolved oxygen, the solids retention time (SRT) and the organic carbon/nitrogen ratio (COD/N) as promoters of GHG emissions similar to this study.
Off-site GHG emissions
In this study, off-site GHG emissions resulted from electricity consumption, methanol addition as the chemical use and the sludge stabilization process. The results revealed that the emission from electricity consumption was the major source of GHG emissions in the WWTP with a value of 6,002.77 kg CO2e/d. The distribution of the emission from electricity consumption is given in Figure 2. It can be said that the electricity consumption of the blower and air pumps led to the highest emission. GHG emission from the sludge stabilization process with lime led to off-site emission to the value of 3,921.82 kg CO2e/d. The minor source of off-site GHG emission is methanol addition for denitrification. The value of GHG emission from chemical consumption was 100.87 kg CO2e/d. Total off-site GHG emission was 10,025.46 kg CO2e/d. Figure 2 also shows the distribution of off-site GHG emissions.
Kyung et al. (2015) carried out a similar study for a municipal plant. On the contrary, Kyung et al. (2015) reported that chemical use is the major source of off-site emissions in the hybrid plant (2.698 ± 336 kg CO2e/d), and that this amounts to 58.8% of total off-site emissions (4,591 ± 576 kg CO2e/d). In this study, off-site GHG emission from chemical use was 39% of total GHG emissions. The major off-site emission source was GHG from electricity consumption with the value of 60% in this study. In another study, Bani Shahabadi et al. (2009) achieved similar results with the value for the aerobic system of 1,313 kg CO2e/d. Chemical use was the main source of their study. Masuda et al. (2015) reported that off-site GHG emission from electricity consumption was 43.4% of the total emissions. In this study, GHG emission resulting from electricity consumption was 60% of total off-site GHG emissions. In a study by Nayeb et al. (2019), they reported that off-site CO2 emission attributed to energy consumption in wastewater treatment plants depends on the population covered by wastewater treatment plants and energy efficiency. Flores-Alsina et al. (2011) reported similarly that increasing the carbon source addition increases the GHG emissions due to increased sludge production, which results in increased endogenous respiration, sludge treatment and disposal and both chemicals and energy use.
Total GHG emissions
Total greenhouse gas (GHGE) emissions refer to the sum of the on-site emissions from the treatment process and the off-site greenhouse gas emissions from electricity and chemical consumption and sludge stabilization process. Figure 3 demonstrates the distribution of total greenhouse gas emissions, in a detailed form. In Table 4, the values of off-site and on-site were presented.
The results show that off-site emission is higher than on-site emission. Electricity consumption was the major source of GHG emission. Total GHG emission was 14,105.86 kg CO2e/d. Compared to other studies in the literature, Kyung et al. (2015) reported the total greenhouse gas emission value as 12.855 kg CO2e/d. Bani Shahabadi et al. (2009) achieved similar results to this study. In their study for a hybrid system, they reported that most of the total greenhouse gas emissions were caused by off-site emissions. Barbu et al. (2017) reported the GHG emission from the activated sludge process at the value of 17.961 kg CO2e/d. In the study of Santín et al. (2018), the GHG emission from the classical activated sludge process was 17.851 kg CO2e/d. It could be said that the extended aeration process is a more environmentally friendly process than the classical activated sludge process considering GHG emission and effluent water quality. It could originate from CH4 emissions. For activated sludge systems, air consumption is lower so some unaerated zones could be formed, and these conditions lead to CH4 emissions.
GHG emission minimization results
Operational conditions (hydraulic retention time (HRT) and solids retention time (SRT)) were modified to decrease the GHG emissions. For the result of an HRT of 18 hours and SRT of 20 days, it is possible to decrease the GHG emissions deteriorating the effluent quality. With decreasing HRT and SRT, it was observed that the electricity consumption, methanol use and waste activated sludge amount were reduced, in parallel. Hence, the GHG emission was minimized as the result of this reduction. Also, it was obvious that on-site CO2 and CH4 emission reduced at these operating conditions. BOD and COD removal were decreased as the result of shortening the operating parameters. So, on-site GHG emissions were lower due to low BOD and COD removal. If HRT and SRT are long, GHG emission is higher. The results and comparison of the GHG emission minimization are given in Table 5.
Parameter . | HRT (24 h) + SRT (22 d) . | HRT (18 h) + SRT (20 d) . | GHG emission minimization result (%) . |
---|---|---|---|
B (kg/m3) | 2.333 | 2.267 | |
C (kg/m3) | 3.746 | 3.406 | |
Lmethanol (kg/d) | 65.5 | 60.5 | |
ECtotal, (kWh) | 12,078 | 8,078 | |
ECblower&airpumps (kWh) | 9,467 | 5,989 | |
ECsludge pumps (kWh) | 2,611 | 2,089 | |
Llime (kg lime/kgsludge) | 1.31 | 1.31 | |
Lsludge (kg sludge/d) | 6,808.48 | 6,353.76 | |
GHGEon-site | 4,080.4 | 3,928.2 | 3 |
GHGEon-site,CH4 | 3,016.5 | 2,875.4 | 4 |
GHGEon-site,CO2 | 1,063.9 | 1,052.8 | 1 |
GHGEoff-site | 10,025.46 | 7,767.83 | 22 |
GHGE | 14,105.86 | 11,696.03 | 17.1 |
Parameter . | HRT (24 h) + SRT (22 d) . | HRT (18 h) + SRT (20 d) . | GHG emission minimization result (%) . |
---|---|---|---|
B (kg/m3) | 2.333 | 2.267 | |
C (kg/m3) | 3.746 | 3.406 | |
Lmethanol (kg/d) | 65.5 | 60.5 | |
ECtotal, (kWh) | 12,078 | 8,078 | |
ECblower&airpumps (kWh) | 9,467 | 5,989 | |
ECsludge pumps (kWh) | 2,611 | 2,089 | |
Llime (kg lime/kgsludge) | 1.31 | 1.31 | |
Lsludge (kg sludge/d) | 6,808.48 | 6,353.76 | |
GHGEon-site | 4,080.4 | 3,928.2 | 3 |
GHGEon-site,CH4 | 3,016.5 | 2,875.4 | 4 |
GHGEon-site,CO2 | 1,063.9 | 1,052.8 | 1 |
GHGEoff-site | 10,025.46 | 7,767.83 | 22 |
GHGE | 14,105.86 | 11,696.03 | 17.1 |
As seen from Table 5, a significant reduction of GHG emission was achieved with a simple process modification technique. At 18 h of HRT and 20 d of SRT for extended aeration activated sludge process, total GHG emission reduction was up to 17.1%. The minimization of off-site emission was 22%. The reduction of on-site emission was 3%. It is possible to decrease GHG emission by modifying the process conditions. Rodriguez-Caballero et al. (2014) evaluated the effect of process conditions on GHG emission formation. They reported that process variations leading to peak CH4 emissions were identified. Sweetapple et al. (2014) reported that greenhouse gas emission could be minimized with the optimization of operational parameters, in parallel. Flores-Alsina et al. (2011) reported similarly that a rather low SRT should be favored because it reduces GHG emissions.
CONCLUSIONS
This paper revealed that the extended aeration process emits GHG emission in terms of on-site and off-site GHG emissions. CO2 and CH4 emissions were released from this process.
A new calculation model based on the IPCC approach was developed for the wastewater treatment plants, in this study. This term could be applied for all the biological aerobic wastewater treatment plants.
The results revealed that off-site emission is higher than on-site emission. Electricity consumption was the major source of GHG emission. Total GHG emission was 14,105.86 kg CO2e/d.
The results revealed that on-site CH4 emission was higher than CO2 emission. The values of CH4 and CO2 emissions were 3,016.5 and 1,063.9 kg CO2e/d, respectively. Total on-site GHG emission is 4,080.4 kg CO2e/d.
According to the findings, the off-site emission from electricity consumption was the major source of GHG emissions in WWTP with the value of 6,002.77 kg CO2e/d. It was obvious that the electricity consumption of the blower and air pumps led to the maximum emission. GHG emission from the sludge stabilization process formed the off-site emission to the value of 3,921.82 kg CO2e/d. The lowest off-site GHG emission results from methanol addition for the denitrification. The value of GHG emission from chemical consumption was 100.87 kg CO2e/d. Total off-site GHG emission was 10,025.46 kg CO2e/d.
It is possible to decrease GHG emission by modifying the process conditions. An important minimization of GHG emission was ensured with a simple process modification technique. At 18 h of HRT and 20 d of SRT for the extended aeration activated sludge process, reduction of total GHG emission was up to 17.1%. The reductions of off-site emission and on-site emission were 22 and 3%, respectively.
DATA AVAILABILITY STATEMENT
All relevant data are included in the paper or its Supplementary Information.