4.7 Article

Assessment of ethanol blended fuels for gasoline vehicles in China: Fuel economy, regulated gaseous pollutants and particulate matter

Journal

ENVIRONMENTAL POLLUTION
Volume 253, Issue -, Pages 731-740

Publisher

ELSEVIER SCI LTD
DOI: 10.1016/j.envpol.2019.07.045

Keywords

Ethanol blending; Gasoline; Emissions; Fuel economy; Gaseous pollutants; Particulate matter

Funding

  1. National Key Research and Development Program of China [2017YFC0212100]
  2. National Natural Science Foundation of China (NSFC) [91544222, 51708327]
  3. Cornell University's David R. Atkinson Center for a Sustainable Future

Ask authors/readers for more resources

The government of China has announced an ambitious plan to expand the mandatory use of ethanol blended gasoline fuels by 2020. Given the dissimilarity in fuel properties between China and other countries with ethanol blending practices, it is necessary to assess the energy and environmental impacts of ethanol blending. In this study, we prepared two types of ethanol blended fuels (E10, with ethanol contents of approximately 10%) with lower contents of aromatics (ELA) and olefins (ELO), respectively, compared with the market China 5 gasoline. Nine in-use gasoline vehicles varying by manufacturer, engine technology, model year, and emission standard level were analyzed using a chassis dynamometer, which followed the Worldwide Harmonized Light Vehicles Test Cycle (WLTC). Two major positive effects from using E10 fuels could be observed in this study. First, tested turbocharged gasoline direct injection (GDI) vehicles could gain reductions in CO2 emission, fuel consumption and energy consumption by switching to the higher-octane-number ELO. This finding, along with the engine development trends in the automotive industry (e.g., downsizing and higher compression ratio), may have a synergistic effect to deliver greater energy efficiency in the future. Second, the two ethanol blended fuels could be more effective in reducing the particle mass (PM) and particle number (PN) emissions than the levels of using China 5 gasoline. Notably, the benefit of using ELO was more significant, with average emission reductions of 35% for the PM and of 44% for the PN. However, ELA and ELO possibly increased emissions of gaseous pollutants for certain vehicles in the study, but the intra-vehicle differences between the various fuel groups were not statistically significant (not significant, p > 0.05, t-test). We suggest that more measurements under various environmental conditions and comprehensive air quality simulations should be conducted to better understand the environmental impacts of ethanol blending in China. (C) 2019 Elsevier Ltd. All rights reserved.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.7
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

Review Environmental Sciences

Advances in the treatment of multi-pollutant flue gas in China's building materials industry

Shangchao Xiong, Jianjun Chen, Hao Liu, Wenzhe Si, Yue Peng, Xuecheng Wu, Huan Liu, Junhua Li

Summary: In China's building materials industry, there is an urgent need for the development of multi-pollutant emission reduction technology due to its large capacity and high contribution to global air pollution. Recent advances in flue gas emission control technology, including denitration, dust removal, and desulfurization, have been focused on along with the construction of pilot research and demonstration projects. Revised pollutant limits in flue gas emitted by China's building materials industry are proposed based on these advancements.

JOURNAL OF ENVIRONMENTAL SCIENCES (2023)

Article Environmental Sciences

Characterizing in-cabin air quality and vehicular air filtering performance for passenger cars in China

Chunyang Yin, Hongyi Li, Yingying Cha, Shaojun Zhang, Jiee Du, Zhenhua Li, Wu Ye

Summary: The rapidly growing vehicle population is a crucial contributor to severe air pollution and public health issues, particularly in urban areas where vehicles are important sources of air pollutants. Limited studies have focused on the variability in in-vehicle concentrations of traffic-related air pollutants and the impact of filtration devices. Results indicate that using high-efficiency cabin air filters can significantly improve PM2.5 filtration efficiency, enhancing in-cabin air quality and reducing health risks for drivers.

ENVIRONMENTAL POLLUTION (2023)

Article Environmental Sciences

Vehicle emissions of primary air pollutants from 2009 to 2019 and projection for the 14th Five-Year Plan period in Beijing, China

Tongran Wu, Yangyang Cui, Aiping Lian, Ye Tian, Renfei Li, Xinyu Liu, Jing Yan, Yifeng Xue, Huan Liu, Bobo Wu

Summary: Over the past decade, Beijing has upgraded its emission standards and fuel standards, improved vehicle structure by accelerating the elimination of old vehicles, and implemented policies to reduce the emissions of air pollutants. The results show that the emissions of four air pollutants from vehicles in Beijing decreased significantly in 2019, with the contribution of nitrogen oxides from diesel vehicles increasing. To further improve pollution control, it is necessary to promote clean and energy-saving diesel vehicles and adopt electric vehicles to reduce pollutant emissions. By the end of the 14th Five-Year Plan period, it is expected that the total emissions of the four vehicle pollutants can be further reduced.

JOURNAL OF ENVIRONMENTAL SCIENCES (2023)

Article Environmental Sciences

Variability of fuel consumption and CO2 emissions of a gasoline passenger car under multiple in-laboratory and on-road testing conditions

Boya Zhou, Liqiang He, Shijian Zhang, Rui Wang, Luowei Zhang, Mengliang Li, Yu Liu, Shaojun Zhang, Ye Wu, Jiming Hao

Summary: There is a significant divergence between actual fuel consumption and CO2 emissions and type-approval values, emphasizing the importance of considering real-world driving conditions in assessing the fuel economy and GHG reduction of light-duty gasoline vehicles.

JOURNAL OF ENVIRONMENTAL SCIENCES (2023)

Article Engineering, Environmental

Enhanced diesel emissions at low ambient temperature: hazardous materials in fine particles

Wei W. Song, Wen X. Fang, Huan Liu, Wen L. Li, Zhi Zhang, Chun H. Li, Dajiang Yu, Qing Zhao, Xian S. Wang, Ke B. He

Summary: The emission of fine particles (PM2.5) from diesel trucks is increased at low ambient temperatures, which has attracted significant attention. Carbonaceous matter and polycyclic aromatic hydrocarbons (PAHs) are the main hazardous materials in PM2.5, causing severe adverse effects on air quality, human health, and climate change. This study quantified the enhanced carbonaceous matter and PAH emissions from diesel trucks at very low ambient temperatures, considering factors such as driving speed, vehicle type, and engine certification level. The findings suggest that controlling diesel emissions at low ambient temperatures can benefit human health and contribute positively to climate change.

JOURNAL OF HAZARDOUS MATERIALS (2023)

Article Green & Sustainable Science & Technology

Altitude-dependent gaseous emissions from freight trucks along the China-Pakistan Economic Corridor in Pakistan

Asad Ali Shaikh, Tingkun He, Fanyuan Deng, Zhenyu Luo, Junchao Zhao, Zhining Zhang, Huan Liu

Summary: Recent emissions from freight transport in Pakistan, especially along the China-Pakistan Economic Corridor (CPEC), have raised concerns about air quality. This study measured truck emissions in different locations along the CPEC routes and found that they exceeded the emission standards in Pakistan and India. The study also concluded that altitude and truck types were factors influencing on-road emissions.

ENVIRONMENTAL SCIENCE AND ECOTECHNOLOGY (2023)

Article Environmental Sciences

The future air quality impact of electric vehicle promotion and coordinated charging in the Beijing-Tianjin-Hebei region

Yiliang Jiang, Xinyu Liang, Shaojun Zhang, Zechun Hu, Anders Hove, Ye Wu

Summary: The study examines the environmental benefits of electric vehicle (EV) penetration in the Beijing-Tianjin-Hebei regions by integrating different scenarios of fleet electrification with coordinated charging strategies. The results show that fleet electrification can lead to a substantial reduction in PM2.5 levels, especially in December, and the coordinated charging strategy can further improve air quality. The study emphasizes the significance of controlling ammonia emissions and prioritizing the electrification of high ammonia emitting fleets.

ENVIRONMENTAL POLLUTION (2023)

Article Engineering, Environmental

Updating On-Road Vehicle Emissions for China: Spatial Patterns, Temporal Trends, and Mitigation Drivers

Yifan Wen, Min Liu, Shaojun Zhang, Xiaomeng Wu, Ye Wu, Jiming Hao

Summary: Vehicle emissions in China have been successfully decoupled from rapid motorization through comprehensive control strategies. The emission ratios of THC and NOX can vary dramatically among different seasons and provinces. While CO, THC, and PM2.5 emissions have decreased, the controls of NOX and NH3 emissions have been less efficient. Future reductions in emissions are anticipated through the deployment of new energy vehicles and stricter emission standards.

ENVIRONMENTAL SCIENCE & TECHNOLOGY (2023)

Article Meteorology & Atmospheric Sciences

The 10-to 30-Day Intraseasonal Weather Process Associated With Wintertime PM2.5 Pollution in Eastern China

Jiajun Liu, Qiang Zhang, Huan Liu, Hengrui Tao

Summary: This study explores the relationship between large-scale atmospheric circulation and regional air pollution in eastern China during winter by using weather types as intermediaries. The research finds that the most common circulation evolution leading to PM2.5 pollution is the southward movement of Mongolia high pressure into eastern China. Additionally, the study discovers connections between tropical Madden-Julian Oscillation, extratropical teleconnections, and weather types in eastern China, which can help predict surface weather conditions and air pollution in the region.

JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES (2023)

Article Multidisciplinary Sciences

Multisectoral drivers of decarbonizing battery electric vehicles in China

Fang Wang, Shaojun Zhang, Yinan Zhao, Yunxiao Ma, Yichen Zhang, Anders Hove, Ye Wu

Summary: China has made significant progress in the electrification of passenger cars, with sales of battery electric vehicles (BEVs) surpassing 10%. A life-cycle assessment (LCA) method was used to estimate the carbon dioxide (CO2) emissions of past, present, and future BEVs, taking into account China's carbon peaking and neutrality policies. BEVs can reduce cradle-to-grave (C2G) CO2 emissions by approximately 40% compared to internal combustion engine vehicles (ICEVs) at the national-average level in 2020, and further reduction is expected by 2030 through cleaner electricity mix and advancements in battery technology and related metal materials.

PNAS NEXUS (2023)

Article Environmental Sciences

Sources of organic aerosols in eastern China: a modeling study with high-resolution intermediate-volatility and semivolatile organic compound emissions

Jingyu An, Cheng Huang, Dandan Huang, Momei Qin, Huan Liu, Rusha Yan, Liping Qiao, Min Zhou, Yingjie Li, Shuhui Zhu, Qian Wang, Hongli Wang

Summary: Current chemical transport models fail to accurately simulate the concentrations and temporal variations of organic aerosol (OA), specifically secondary organic aerosol (SOA), due to the exclusion of intermediate-volatility and semivolatile organic compounds (I/SVOCs) as precursors. This study incorporates a high-resolution emission inventory of I/SVOCs into the CMAQ model to simulate the concentrations, temporal variations, and spatial distributions of POA and SOA from different sources in the Yangtze River Delta (YRD) region. Results show that including I/SVOC emissions leads to significant improvements in SOA concentrations, with cooking emissions being the primary source of POA and industrial emissions being the dominant contributor to SOA formation. These findings highlight the need for tailored control measures and updated source profiles to improve air quality in the region.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2023)

Article Engineering, Environmental

Evaluation of the Relationship between Meteorological Variables and NOx Emission Factors Based on Plume-Chasing Measurements

Sheng Xiang, Shaojun Zhang, Yu Ting Yu, Hui Wang, Yicheng Shen, Qiang Zhang, Zengfu Wang, Dongbin Wang, Miao Tian, Junfang Wang, Hang Yin, Jingkun Jiang, Ye Wu

Summary: A relationship between meteorological variables and the accuracy of nitrogen oxide emission factors (EFchasing) was developed. An effective ratio concept was proposed to evaluate this relationship and was found to be independent of calculation approaches. The effective ratio can be used to identify erroneous measurements and improve the accuracy of EFchasing.

ACS ES&T ENGINEERING (2023)

Article Engineering, Environmental

Increased Impact of Aviation on Air Quality and Human Health in China

Jingran Zhang, Yiliang Jiang, Yunjie Wang, Shaojun Zhang, Ye Wu, Shuxiao Wang, Chris P. Nielsen, Michael B. McElroy, Jiming Hao

Summary: China's booming civil aviation market has led to increased aircraft emissions, which have been found to be a significant contributor to air pollution and health issues. This study used flight trajectory data to simulate the impact of aviation emissions on ground-level air pollution in China, and the results show that aviation emissions have become a major source of ambient air pollution, causing health problems in densely populated regions, especially the eastern coastal areas.

ENVIRONMENTAL SCIENCE & TECHNOLOGY (2023)

Article Environmental Sciences

Ultra-high-resolution mapping of ambient fine particulate matter to estimate human exposure in Beijing

Yongyue Wang, Qiwei Li, Zhenyu Luo, Junchao Zhao, Zhaofeng Lv, Qiuju Deng, Jing Liu, Majid Ezzati, Jill Baumgartner, Huan Liu, Kebin He

Summary: By combining high-resolution PM2.5 concentration and population distribution, this study considers indoor/outdoor exposure differences and provides personal daily PM2.5 internal dose. The study utilizes assimilation methods and mobile signaling data to determine population-weighted ambient PM2.5 concentrations and exposure diversity.

COMMUNICATIONS EARTH & ENVIRONMENT (2023)

Article Green & Sustainable Science & Technology

Large-scale land-sea interactions extend ozone pollution duration in coastal cities along northern China

Yanhua Zheng, Fei Jiang, Shuzhuang Feng, Yang Shen, Huan Liu, Hai Guo, Xiaopu Lyu, Mengwei Jia, Chenxi Lou

Summary: This study investigates the significant impact of large-scale land-sea atmosphere interaction (LSAI) on ozone (O3) pollution in the Bohai-Yellow Seas and adjacent areas. The results demonstrate the role of LSAIs in O3 formation and pollution duration, providing valuable insights for understanding and managing O3 pollution in coastal cities.

ENVIRONMENTAL SCIENCE AND ECOTECHNOLOGY (2024)

Review Environmental Sciences

Efficiency of the bank filtration for removing organic priority substances and contaminants of emerging concern: A critical review

Attila Csaba Kondor, Anna Viktoria Vancsik, Laszlo Bauer, Lili Szabo, Zoltan Szalai, Gergely Jakab, Gabor Maasz, Marta Pedrosa, Maria Jose Sampaio, Ana Rita Lado Ribeiro

Summary: This review provides a critical overview of research on the removal efficiency of priority substances and compounds of emerging concern through bank filtration, discussing influencing factors and future challenges. The findings show that the efficiency of bank filtration is influenced by multiple factors and varies for different substances.

ENVIRONMENTAL POLLUTION (2024)

Article Environmental Sciences

Association of exposure to ozone and fine particulate matter with ovarian reserve among women with infertility

Xinyan Wang, Shuai Zhang, Huihui Yan, Zhao Ma, Yunshan Zhang, Haining Luo, Xueli Yang

Summary: This study investigated the association between ambient PM2.5, O3 pollution, and ovarian reserve in reproductive-aged Chinese women. The results showed that increased exposure to PM2.5 and O3 was associated with decreased AMH levels, indicating reduced ovarian reserve. Notably, the effects of O3 exposure on ovarian reserve were different from those of PM2.5 exposure.

ENVIRONMENTAL POLLUTION (2024)

Article Environmental Sciences

Effects of acute and chronic chromium stress on the expression of heat shock protein genes and activities of antioxidant enzymes in larvae of Orthetrum albistylum

Tingting Ma, Yanjuan Ding, Fengjiao Xu, Chen Zhang, Min Zhou, Ya Tang, Yanrong Chen, Yating Wen, Rufei Chen, Bin Tang, Shigui Wang

Summary: The dragonfly species Orthetrum albistylum can accumulate heavy metals, and its heat shock protein genes have the potential to serve as biomarkers for monitoring environmental pollutants.

ENVIRONMENTAL POLLUTION (2024)

Article Environmental Sciences

Can warming accelerate the decline of Odonata species in experimental paddies due to insecticide fipronil exposure?

Naoto Ishiwaka, Koya Hashimoto, Masayoshi K. Hiraiwa, Francisco Sanchez-Bayo, Taku Kadoya, Daisuke Hayasaka

Summary: Systemic insecticides and rising temperatures have combined effects on the abundance of Odonata nymphs in paddy fields. The standalone effect of insecticide exposure decreased the Odonata community, while nymphs decreased synergistically with temperature rise in paddy water. However, the impacts of each stressor alone varied among species.

ENVIRONMENTAL POLLUTION (2024)

Article Environmental Sciences

The seasonal change of PAHs in Svalbard surface snow

Marco Vecchiato, Carlo Barbante, Elena Barbaro, Francois Burgay, Warren R. L. Cairns, Alice Callegaro, David Cappelletti, Federico Dallo, Marianna D'Amico, Matteo Feltracco, Jean-Charles Gallet, Andrea Gambaro, Catherine Larose, Niccolo Maffezzoli, Mauro Mazzola, Ivan Sartorato, Federico Scoto, Clara Turetta, Massimiliano Varde, Zhiyong Xie, Andrea Spolaor

Summary: The Arctic region is facing contamination from long-range pollution and local human activities. Polycyclic Aromatic Hydrocarbons (PAHs) are used as environmental indicators for emission, transport, and deposition processes. Research conducted in the Arctic surface snow in Ny-Ålesund, Svalbard from October 2018 to May 2019 shows that long-range inputs of PAHs mainly occur in winter, while the most abundant analyte retene exhibits opposite seasonal trends.

ENVIRONMENTAL POLLUTION (2024)

Review Environmental Sciences

A broad horizon for sustainable catalytic oxidation of microplastics

Maoshui Zhuo, Zhijie Chen, Xiaoqing Liu, Wei Wei, Yansong Shen, Bing-Jie Ni

Summary: This paper discusses the application of three catalytic processes (photocatalysis, electrocatalysis, and biocatalysis) in the management of microplastic pollution, and introduces the efficiency and catalytic mechanisms of different catalysts. It also proposes the development prospects for sustainable management of microplastic pollution.

ENVIRONMENTAL POLLUTION (2024)

Article Environmental Sciences

A physiologically based pharmacokinetic model of diethyl phthalates in humans

Shiyu Chen, Zhenzhen Shi, Qiang Zhang

Summary: In this study, a human physiologically based pharmacokinetic (PBPK) model of diethyl phthalate (DEP) was developed to assess its toxicity. The model considers the distribution and metabolism of DEP and its active metabolite monoethyl phthalate (MEP) in different tissue compartments. Sensitivity analysis and Bayesian Markov chain Monte Carlo (MCMC) simulations were performed to evaluate the uncertainty and variability of the model parameters. The results suggest that dermal absorption is an important route of exposure to DEP in the environment.

ENVIRONMENTAL POLLUTION (2024)

Article Environmental Sciences

Exploring a chemical input free advanced oxidation process based on nanobubble technology to treat organic micropollutants

Bangguo Wang, Lijing Wang, Wenxi Cen, Tao Lyu, Peter Jarvis, Yang Zhang, Yuanxun Zhang, Yinghui Han, Lei Wang, Gang Pan, Kaili Zhang, Wei Fan

Summary: This study investigates the feasibility and mechanisms of a chemical-free nanobubble-based AOP for treating organic micropollutants in water. The results show that the oxygen nanobubble AOP has a significantly higher removal efficiency compared to air and nitrogen nanobubbles. The treatment performance is not affected by pH and the presence of ions. Higher initial concentrations of the micropollutant lead to slower treatment processes, but similar removal performance is achieved in the end. The presence of organic matter reduces the removal rate of the micropollutant. The results have practical feasibility for water and wastewater treatment.

ENVIRONMENTAL POLLUTION (2024)

Article Environmental Sciences

Insights into the reduction of methylmercury accumulation in rice grains through biochar application: Hg transformation, isotope fractionation, and transcriptomic analysis

Yingmei Huang, Jicai Yi, Yao Huang, Songxiong Zhong, Bin Zhao, Jing Zhou, Yuxuan Wang, Yiwen Zhu, Yanhong Du, Fangbai Li

Summary: This study investigates the impact of biochar on methylmercury (MeHg) accumulation in rice. The results show that biochar reduces MeHg levels in paddy soils by decreasing bioavailable Hg and microbial Hg methylation. Additionally, biochar decreases the uptake and translocation of MeHg in rice plants, resulting in a reduction of MeHg accumulation in rice grains.

ENVIRONMENTAL POLLUTION (2024)

Article Environmental Sciences

Expeditious profiling of polycyclic aromatic hydrocarbons transport and obstruction mechanisms in crop xylem sap proteins via proteomics and molecular docking

Nengde Zeng, Fei Huang, Jiani Du, Chenghao Huang, Qian Yang, Xinhua Zhan, Baoshan Xing

Summary: This study investigates the protein targets and protein-ligand interactions related to PAH contamination in crop xylem sap using computational tools. The results show that phenanthrene has a more pronounced effect on the xylem sap proteins of maize and wheat, with maize DEPs associated with lipid biosynthesis and wheat DEPs exhibiting an increase in ABC transporters. This study provides insights into the regulation and movement of PAHs within plant xylem.

ENVIRONMENTAL POLLUTION (2024)

Article Environmental Sciences

Plasma-assisted assembly of Co3O4/TiO2-NRs for photoelectrocatalytic degradation of bisphenol A in solution and muddy systems

Xinwei Chen, Hao Ma, Run Wang, Man Wang, Binbin Zhu, Yanqing Cong, Xiayue Zhu, Guoqin Wang, Yi Zhang

Summary: Co3O4/TiO2-NRs electrodes with excellent photoresponse were prepared via plasma-assisted modification of Co3O4 on TiO2. The combination of Co3O4 and TiO2 improved the light utilization efficiency and showed potential for degradation of pollutants.

ENVIRONMENTAL POLLUTION (2024)

Article Environmental Sciences

Carbon emissions from various natural gas end-use sectors for 31 Chinese provinces between 2017 and 2021

Wenjing Ji, Liying Song, Jing Wang, Hongqing Song

Summary: This study conducted a life-cycle assessment to examine the correlation between natural gas consumption and carbon emissions in different end uses in China. The results showed that both natural gas consumption and life-cycle carbon emissions have been increasing since 2017. Significant variations in NG life-cycle carbon emissions were found across different provinces and sectors, highlighting the need for targeted efforts to reduce carbon emissions.

ENVIRONMENTAL POLLUTION (2024)

Article Environmental Sciences

Synergistic effects of trace sulfadiazine and corrosion scales on disinfection by-product formation in bulk water of cast iron pipe

Youyi Chen, Boxuan Zhang, Pojun Zhang, Guogui Shi, Hao Liang, Wu Cai, Jingyu Gao, Sumin Zhuang, Kaiyin Luo, Jiaqi Zhu, Chaoxiang Chen, Kunyu Ma, Jinrong Chen, Chun Hu, Xueci Xing

Summary: The synergistic effects of trace sulfadiazine and cast-iron corrosion scales on the formation of disinfection by-products in drinking water distribution systems were investigated. The presence of magnetite resulted in increased concentrations of DBPs due to the higher microbial activity and enhanced microbial extracellular electron transport pathway. The study highlights the importance of considering trace antibiotics pollution and corrosion scales in water sources for DBP control.

ENVIRONMENTAL POLLUTION (2024)

Review Environmental Sciences

The update and transport of aluminum nanoparticles in plants and their biochemical and molecular phototoxicity on plant growth and development: A systematic review

Bishwa Raj Pokharel, Vijay Sheri, Manoj Kumar, Zhiyong Zhang, Baohong Zhang

Summary: This review summarizes the interactions, uptake, and transport of aluminum nanoparticles (Al-NPs) in plants, highlighting their negative effects on plant growth and development, as well as their potential to alter plant defense systems and gene expression.

ENVIRONMENTAL POLLUTION (2024)

Article Environmental Sciences

Disturbance mitigation of thiencarbazone-methyl•isoxaflutole on bacterial communities through nitrification inhibitor and attapulgite

Yonglu Wang, Fengsong Zhang, Xiaoyong Liao, Xiao Yang, Guixiang Zhang, Liyun Zhang, Chaojun Wei, Pengge Shi, Jiongxin Wen, Xiaorong Ju, Can Xu, Yang Liu, Ying Lan

Summary: This study aims to explore the effects of thiencarbazone-methyl center dot isoxaflutole on soil microflora and the potential mitigation mechanisms to bacterial communities. It was found that increasing the application of thiencarbazone-methyl center dot isoxaflutole resulted in increased stress on soil bacterial community structure and diversity. Increasing soil pH was recognized as a key factor in improving the diversity and structure of soil microflora. Supplemental use of nitrapyrin or modified attapulgite can increase soil pH and improve bacterial diversity.

ENVIRONMENTAL POLLUTION (2024)