3.2. Quantification of GHG Emission
In 2017, total GHG emissions from sludge treatment industry was 18.54 Mt. Various countries reported that GHG emission from sludge treatment industry ranged from 0.15 to 1.2 t CO
2-eq per functional unit (e.g., per ton of dry matter or per m
3 of treated wastewater) [
12,
14,
22,
23,
24,
25]. The main contributors to these emissions include electricity consumption, direct emissions from treatment processes, and specific treatment methods such as incineration, landfilling, and anaerobic digestion. The variations in reported emissions can be attributed to differences in treatment methods, energy sources, and country-specific factors. These findings underscore the need for considering local conditions and treatment practices when assessing the carbon footprint of sludge management and developing mitigation strategies.
Figure 3 reveals that incineration contributes the highest total GHG emissions among the three sludge treatment methods, with a total of 1,011.53 kg CO
2-eq per ton of dry sludge. This is primarily due to the substantial CO
2 emissions from incineration (897.56 kg CO
2-eq), which are approximately 38% higher than the CO
2 emissions from landfill (647.25 kg CO
2-eq) and more than three times the CO
2 emissions from land application (276.17 kg CO
2-eq). Landfill has the second-highest total GHG emissions (717.51 kg CO
2-eq), followed by land application (276.41 kg CO
2-eq). The composition of GHG emissions and the contribution of different emission sources vary among the three methods, highlighting the importance of considering these factors when assessing the environmental impact of sludge treatment. The reliance on coal in incineration, the high CH
4 emissions from landfills, and the potential for emission offsets in land application are notable differences that should be considered when developing sustainable sludge management strategies.
The composition of GHG emissions varies among the three methods. While CO2 is the primary GHG emitted by all three methods, landfills also have significant CH4 emissions (617.65 kg CO2-eq), which account for 86.1% of their total emissions. In contrast, CH4 emissions from incineration (0.47 kg CO2-eq) and land application (0.24 kg CO2-eq) are minimal, representing only 0.05% and 0.09% of their total emissions, respectively. N2O emissions are relatively low for all three methods, with incineration having the highest N2O emissions at 113.10 kg CO2-eq (11.2% of total emissions), followed by landfill at 7.01 kg CO2-eq (0.98% of total emissions) and land application at 0.0002% of total emissions. The contribution of different emission sources varies among the treatment methods. Incineration heavily relies on coal, which contributes 7.44 kg CO2-eq to its total emissions, whereas coal is not applicable for landfill and land application. Electricity consumption is highest for landfills (0.29 kg CO2-eq), followed by incineration (0.09 kg CO2-eq) and land application (0.01 kg CO2-eq). Transportation emissions are highest for incineration (0.15 kg CO2-eq), followed by landfill (0.08 kg CO2-eq).
The total GHG emissions from sludge treatment vary significantly among Chinese provinces, as shown in
Figure 4. Guangdong has the highest total emissions at 2,741.94 t CO
2-eq, followed by Zhejiang (1,371.97 t CO
2-eq) and Shandong (1,367.49 t CO
2-eq). In contrast, Tibet has the lowest total emissions at 22.87 t CO
2-eq, followed by Qinghai (93.23 t CO
2-eq) and Ningxia (145.73 t CO
2-eq). The composition of GHG emissions also differs among provinces. CO
2 is the primary contributor across all provinces, ranging from 56.7% to 91.6% of total emissions. Yunnan has the highest share of CO
2 emissions at 91.6% (786.68 t CO
2-eq), while Ningxia has the lowest at 56.7% (82.62 t CO
2-eq). CH
4 emissions vary more significantly among provinces, with Ningxia having the highest share at 36.75% (53.54 t CO
2-eq) and Hainan the lowest at 10.
25% (24.49 t CO
2-eq). N
2O emissions generally account for a smaller portion of total emissions, ranging from 0.03% in Tibet (0.01 t CO
2-eq) to 6.64% in Shaanxi (18.80 t CO
2-eq).
Comparing the different greenhouse gases, CO2 emissions dominate across all provinces, with a total of 20,796.94 t CO2-eq. The top three provinces for CO2 emissions are Guangdong (2,562.98 t CO2-eq), Zhejiang (1,265.26 t CO2-eq), and Jiangsu (1,179.90 t CO2-eq). CH4 emissions amount to 3,502.17 t CO2-eq nationwide, with Guangdong (172.81 t CO2-eq), Shandong (135.95 t CO2-eq), and Jiangsu (117.80 t CO2-eq) being the top contributors. N2O emissions are comparatively lower, totalling 371.84 t CO2-eq. The provinces with the highest N2O emissions are Guangdong (52.23 t CO2-eq), Hubei (22.18 t CO2-eq), and Jiangsu (21.07 t CO2-eq).
At the regional level, the Northern region has the highest total GHG emissions at 6,176.14 t CO2-eq, followed by the Eastern region (5,836.77 t CO2-eq) and the Central region (5,209.68 t CO2-eq). The Northeastern and Northwestern regions have significantly lower emissions at 1,520.52 t CO2-eq and 1,122.65 t CO2-eq, respectively. CO2 emissions are the main contributor across all regions, with the Northern region emitting 5,148.80 t CO2-eq, followed by the Eastern region (4,969.63 t CO2-eq) and the Central region (4,418.78 t CO2-eq). The Northern region also leads in CH4 emissions (902.83 t CO2-eq), followed by the Eastern region (774.10 t CO2-eq) and the Central region (726.02 t CO2-eq). N2O emissions are highest in the Northern region (124.51 t CO2-eq), followed by the Eastern region (93.04 t CO2-eq) and the Central region (64.88 t CO2-eq). The Southern region ranks fourth in total emissions (4,805.19 t CO2-eq), with 4,195.72 t CO2-eq from CO2, 568.49 t CO2-eq from CH4, and 40.98 t CO2-eq from N2O.
Figure 5 presented is a Lorenz curve showing the cumulative proportion of total GHG emissions from China's sludge treatment industry across 660 cities. The curve reveals a highly uneven distribution of emissions among cities, with a small number of cities contributing to a significant portion of the total emissions. Interestingly, 7 cities (approximately 1% of the total) account for a staggering 34.2% of the total GHG emissions. These cities are Beijing, Shenzhen, Shanghai, Changsha, Hangzhou, Shaoxing, and Inner Mongolia. Expanding the scope, the top 188 cities (28.5% of the total) are responsible for 90% of the total emissions. Furthermore, 50% of the emissions come from just 18 cities, which include the aforementioned 7 cities along with Suzhou, Guangzhou, Chengdu, Chongqing, Qingdao, Nanjing, Xiangyang, Wuhan, Tianjin, Zhengzhou, and Shijiazhuang.
The frequency results indicate that the average total GHG emission of the sludge treatment industry per city is 0.11 Mt CO2-eq, with 77.3% of the cities emitting between 0.0001 and 0.10 Mt CO2-eq. The spatial distribution shows that the top 1% of cities, which are mainly cosmopolises and metropolises, contribute to more than 20% of the total emissions. Beijing, as the biggest emitter, accounts for 5.8% of the total GHG emissions with 4.26 Mt CO2-eq. These high-emitting cities are either municipalities directly under the Central Government or economically developed coastal cities, characterized by large populations, higher GDP, and developed industries, which result in higher wastewater production and, consequently, higher GHG emissions. The next 167 cities (top 1.1% to 26.3%) generate 43.83 Mt CO2-eq, contributing to 60% of the total emissions. Most of these cities are located in Eastern China, with a few in Western China, such as Ataylor, Urumqi, Kunming, Honghe, Yinchuan, Lanzhou, Xining, Deyang, Mianyang, Nanchong, and Leshan. In contrast, the remaining 486 cities, which are mainly underdeveloped or have relatively low urbanization levels and are in the Northwestern and Southeastern regions, only emit 20% of the total GHG emissions.
Given this uneven distribution of emissions, GHG emission mitigation strategies should prioritize developed cities with higher total emissions. Upgrading WWTPs with energy recovery technologies can help reduce off-site GHG emissions and potentially offset the energy consumption demand for their operation. For larger-scale cities with substantial sludge production, sludge thermal conversion technologies can be employed to reduce both sludge volume and GHG emissions. For example, a carbonization co-digestion sludge system could achieve net 219 GJ energy and reduce GHG emissions by 25%, with zero N
2O emissions by utilizing biochar biochar [
26]. Integrated pyrolysis systems can also achieve net energy output when the volatile solids in total solids (VS/TS) ratio is greater than 63%. However, these technologies are currently studied at a lab scale and require significant investment in equipment and operational costs, making them more suitable for cities with higher GDP and fixed investment.