Owing to the advancement of air pollution control in China,the space for traditional end-of-pipe treatment-based emission reduction is gradually becoming saturated,makes it more difficult to further improvement of air quality,constraints on achieving the target of“Beautiful China”.Currently,ozone pollution is one of the key factors limiting the continuous improvement of air quality in China.The experience of developed countries shows that in the long term,the deep emissions reduction of NOx is the way to control ozone pollution.Meanwhile,General Secretary Xi Jingping proposed in the address to the general debate of the 75th session of the United Nations General Assembly that our carbon dioxide(CO2)emissions were aiming to reach a peak before2030.Considering that NOx and CO2 emissions are of the same origin,in the context of new national strategy of“peak carbon”,It is urgently to conduct research on NOx reduction pathways constrained by the target of peak carbon.Therefore,this study identifies the drivers of NOx emissions by building inventories of historical emissions trends for the main NOx emitting sectors(power sector,industry and transport sector)from 2006-2019;constructs a parametric NOx emissions prediction model based on the Scalable Stochastic Environmental Impact Assessment Model(STIRPAT)by the driving factors:social-economic-energy-technology;Using scenario analysis in conjunction with predictive modelling,projects the emissions pathways for NOx and CO2 for the period 2020-2035;indentifies the optimal NOx reduction pathway under the carbon peak target constraint in Guangdong Province.The main findings of the study are as follows:(1)The coefficient of determination(R2)of the STIRPAT model for the simulation of historical NOx emissions from the power,industrial and transport sectors are 0.71,0.68 and 0.71respectively,and the absolute mean errors between the simulated values and the historical NOxemissions inventories are 7.3%,4.2%and 3.9%,which are good for the simulation of historical emissions.(2)During the period 2006-2019,in Guangdong Province,NOx emissions showed a trend of first increasing and then decreasing,peaking in 2011,with NOx emissions intensity showing a rapid decline,dropping from 64.2 tonnes per million yuan to 11.1 tonnes per million yuan,a decrease of82.7%.In terms of sectors,the transportation sector occupied the major share of NOxemissions(55%),with NOx emissions peaking in 2012 and the main sources of emissions being road transport and waterway transport;NOx emissions from the power sector peaked in 2011,with coal combustion being the main source;NOx emission from the industrial sector peaked in2008,with coal and oil combustion being the main contributing sources.(3)As for the key drivers of the three sectors,the drivers of NOx emissions in the transportsector are urbanization rate and road transport structure,while the drivers of NOx emissions in the power and industry sectors are industrial structure,urbanization rate and the share of coal.In terms of the impact of drivers on NOx emissions,economic factors,fossil energy factors,industrial structure,transport structure,energy intensity,NOx end-of-pipe treatment efficiency and motor vehicle NOx emission factors are positive,while the share of non-fossil energy generation and the share of industrial electricity consumption are negative.(4)The NOx reduction pathway based on scenario analysis shows that under the policy scenario of the 14th Five-Year Plan(abbreviated as the baseline scenario),NOx emissions in Guangdong Province will decrease by*%between 2020 and 2035,with NOx emissions from the power,industry and transport sectors decreasing by 88.6%,67.7%and 35.2%respectively.(5)Without considering the carbon peak target,the largest NOx emission reduction scenario in Guangdong Province between 2020 and 2035 is that the NOx drivers(GDP of Guangdong,urbanization rate,industrial structure,fossil energy share,road transport structure,NOx end-of-pipe treatment efficiency,etc.)will progress at a rate higher than that of the 14th Five-Year Plan(abbreviated as the tightening scenario).In 2035,NOx emissions are reduced by 63.5%,96.6%in the power sector,82.2%in the industrial sector and 52.5%in the transport sector compared to 2020under the tightened scenario.(6)Under the constraints of the carbon peak target,the optimal NOx emission reductionscenario in 2020-2035 is as follows:the urbanization rate,industrial structure,transport energy consumption and transport intensity in Guangdong Province maintain the same development rate as the 14th Five-Year Plan,Fossil energy share,energy intensity,NOx end-of-pipe treatment,road transport structure and other drivers are subject to stricter policy constraints based on the 14th Five-Year Plan(abbreviated as the partial tightening scenario).The partial tightening scenario will result in a 58.1%reduction in NOx in Guangdong Province,with 93.6%,74.1%and 47.4%NOxreductions in the power sector,industry and transport sectors respectively.The results show that although the 14th Five-Year Plan can effectively achieve NOx emission reduction,on the premise of ensuring the carbon peak and the basis of the 14th Five-Year Plan,accelerating clean energy substitution,reducing energy intensity and vigorously developing"road transport to water transport"can further optimize NOx emission reduction in Guangdong Province.This study can provide scientific support for the formulation of NOx reduction policies in Guangdong Province in the context of carbon peaking,and provide research references for other regions. |