response surface model

  • 文章类型: Journal Article
    为了延长钛合金产品的使用寿命,有必要改进抛光方法,以减少工件表面的残留缺陷。本文采用Halbach阵列辅助的钛合金磁性磨粒抛光方法。首先对磁场强度的分布进行了模拟和验证,以了解本工作中使用的Halbach阵列的特性。然后,通过进行抛光试验,研究了抛光工具的抛光性能,旨在显示剪切力与表面粗糙度随抛光时间的关系,并对抛光过程中的表面形貌进行了分析。响应面模型建立后,对最佳抛光参数进行了研究,以获得最大剪切力和最小表面粗糙度的合适参数。结果表明,可以达到最大剪切力6.11N和最小表面粗糙度Sa88nm,分别,在(1)抛光工具速度为724.254r·min-1,工作间隙为0.5mm的条件下,磨料粒度为200μm;(2)抛光工具速度为897.87r·min-1,工作间隙为0.52mm,和160μm的磨料粒度。
    To extend the working life of products made of titanium alloy, it is necessary to improve the polishing method to diminish the remaining defects on the workpiece surface. The Halbach array-assisted magnetic abrasive particle polishing method for titanium alloy was employed in this work. The distribution of magnetic field strength was simulated and verified at first to learn the characteristics of the Halbach array used in this work. Then, the polishing performance of the polishing tool was studied by conducting the polishing test, which aimed to display the relationship between shear force and surface roughness with polishing time, and the surface morphology during polishing was also analyzed. Following the establishment of the response surface model, a study on the optimal polishing parameters was conducted to obtain the suitable parameters for maximum shear force and minimum surface roughness. The results show that the maximum shear force 6.11 N and minimum surface roughness Sa 88 nm can be attained, respectively, under the conditions of (1) polishing tool speed of 724.254 r·min-1, working gap of 0.5 mm, and abrasive particle size of 200 μm; and (2) polishing tool speed of 897.87 r·min-1, working gap of 0.52 mm, and abrasive particle size of 160 μm.
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  • 文章类型: Journal Article
    β-内酰胺类抗生素,在世界范围内广泛使用,由于它们在环境中的积累,对人类健康和生态安全构成重大风险。最近的研究已经证明了过渡金属活化亚硫酸盐系统的功效,如Fe(Ⅲ)/HSO3-,从水中去除PPCPs。然而,关于它们降解β-内酰胺类抗生素的能力的研究仍然很少。本文评价了14种β-内酰胺类抗生素在Fe(Ⅲ)/HSO3-体系中的降解情况,并利用MLR方法建立了分子描述符与降解速率相关的QSAR模型。以头孢唑啉为例,这项研究通过NPA电荷和福井功能分析预测降解途径,UPLC-MS产品分析证实。调查进一步探讨了HSO3-剂量等变量的影响,底物浓度,Fe(Ⅲ)用量,初始pH值和常见的水基质的存在,包括腐殖酸和碳酸氢盐对降解效率的影响。确定头孢唑啉在Fe(Ⅲ)/HSO3-体系中降解的最佳条件为93.3μMHSO3-,8.12μMFe(Ⅲ)和3.61的初始pH值,在此条件下,Fe(Ⅲ)的用量与初始pH值的相互作用显着影响降解效率。本研究不仅为β-内酰胺类抗生素的降解提供了新的途径,而且拓展了Fe(Ⅲ)/HSO3-体系的理论应用范围。
    β-lactam antibiotics, extensively used worldwide, pose significant risks to human health and ecological safety due to their accumulation in the environment. Recent studies have demonstrated the efficacy of transition metal-activated sulfite systems, like Fe(Ⅲ)/HSO3-, in removing PPCPs from water. However, research on their capability to degrade β-lactam antibiotics remains sparse. This paper evaluates the degradation of 14 types of β-lactam antibiotics in Fe(Ⅲ)/HSO3- system and establishes a QSAR model correlating molecular descriptors with degradation rates using the MLR method. Using cefazolin as a case study, this research predicts degradation pathways through NPA charge and Fukui function analysis, corroborated by UPLC-MS product analysis. The investigation further explores the influence of variables such as HSO3- dosage, substrate concentration, Fe(Ⅲ) dosage, initial pH and the presence of common seen water matrices including humic acid and bicarbonate on the degradation efficiency. Optimal conditions for cefazolin degradation in Fe(Ⅲ)/HSO3- system were determined to be 93.3 μM HSO3-, 8.12 μM Fe(Ⅲ) and an initial pH of 3.61, under which the interaction of Fe(Ⅲ) dosage with initial pH was found to significantly affect the degradation efficiency. This study not only provides a novel degradation approach for β-lactam antibiotics but also expands the theoretical application horizon of the Fe(Ⅲ)/HSO3- system.
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  • 文章类型: Journal Article
    我国O3污染水平不断上升,显著加剧了O3对健康的长期危害,并且需要针对NOx和VOCs减排的优化健康导向策略。这里,通过合并O3相关死亡率的响应面模型和优化模块,我们开发了O3控制策略的集成评估和优化系统。将该系统应用于长江三角洲(YRD),我们评估了2013年至2017年死亡率变化的驱动因素,量化的时空O3相关死亡率对前体减排的反应,并优化了以健康为导向的控制策略。结果表明,从2013年到2017年,NOx排放减少不足加上VOCs控制不足加剧了与O3相关的死亡率,尤其是在春季和秋季。由于较高的VOC限制特性,北方YRD应促进VOCs控制,而在YRD南部,减少NOx排放更为有利。此外,与无季节差异的控制策略相比,在春季和夏季后期促进NOx减排并在春季和秋季促进VOCs控制可进一步将O3相关死亡率降低近10%。这些发现强调,在空间和时间上区分的NOx和VOCs排放控制策略可以获得更多与O3相关的健康益处,为世界各地臭氧污染严重的地区提供有价值的见解。
    The increasing level of O3 pollution in China significantly exacerbates the long-term O3 health damage, and an optimized health-oriented strategy for NOx and VOCs emission abatement is needed. Here, we developed an integrated evaluation and optimization system for the O3 control strategy by merging a response surface model for the O3-related mortality and an optimization module. Applying this system to the Yangtze River Delta (YRD), we evaluated driving factors for mortality changes from 2013 to 2017, quantified spatial and temporal O3-related mortality responses to precursor emission abatement, and optimized a health-oriented control strategy. Results indicate that insufficient NOx emission abatement combined with deficient VOCs control from 2013 to 2017 aggravated O3-related mortality, particularly during spring and autumn. Northern YRD should promote VOCs control due to higher VOC-limited characteristics, whereas fastening NOx emission abatement is more favorable in southern YRD. Moreover, promotion of NOx mitigation in late spring and summer and facilitating VOCs control in spring and autumn could further reduce O3-related mortality by nearly 10% compared to the control strategy without seasonal differences. These findings highlight that a spatially and temporally differentiated NOx and VOCs emission control strategy could gain more O3-related health benefits, offering valuable insights to regions with severe ozone pollution all over the world.
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  • 文章类型: Meta-Analysis
    由于微生物的耐热性增强和食品基质的低热导率,低水分食品中的微生物热灭活具有挑战性。在这项研究中,我们利用了先前关于这个主题的工作来模拟确定低水分食品中微生物热失活的关键实验特征。我们确定了27项研究,其中包含782个平均D值,并开发了线性混合效应模型来评估微生物类型的影响,矩阵结构和组成,水活动,温度,以及接种和恢复方法对细胞死亡动力学的影响。线性混合效应模型的组内相关统计量(I2)和条件R2值分别为:大肠杆菌(R2-0.91,I2-83%),真菌(R2-0.88,I2-85%),L.单核细胞增多症(R2-0.84,I2-75%),沙门氏菌(R2-0.69,I2-46%)。最后,建立了全局响应面模型(RSM),以进一步研究aw和温度对失活的非线性影响。这些模型的拟合程度因R20.88(E.大肠杆菌)到0.35(真菌)。进一步将沙门氏菌数据划分为基于基质结构的单个RSM模型,改进模型拟合R2为0.90(糊状产品)和0.48(粉末状产品)。这表明数据多样性与模型性能之间存在负相关关系。
    Microbial thermal inactivation in low moisture foods is challenging due to enhanced thermal resistance of microbes and low thermal conductivity of food matrices. In this study, we leveraged the body of previous work on this topic to model key experimental features that determine microbial thermal inactivation in low moisture foods. We identified 27 studies which contained 782 mean D-values and developed linear mixed-effect models to assess the effect of microorganism type, matrix structure and composition, water activity, temperature, and inoculation and recovery methods on cell death kinetics. Intraclass correlation statistics (I2) and conditional R2 values of the linear mixed effects models were: E. coli (R2-0.91, I2-83%), fungi (R2-0.88, I2-85%), L. monocytogenes (R2-0.84, I2-75%), Salmonella (R2-0.69, I2-46%). Finally, global response surface models (RSM) were developed to further study the non-linear effect of aw and temperature on inactivation. The fit of these models varied by organisms from R2 0.88 (E. coli) to 0.35 (fungi). Further dividing the Salmonella data into individual RSM models based on matrix structure improved model fit to R2 0.90 (paste-like products) and 0.48 (powder-like products). This indicates a negative relationship between data diversity and model performance.
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  • 文章类型: Journal Article
    推广用机制砂全面替代天然砂,进行了一项研究,以确定添加聚丙烯纤维(PPFs)以增加人造砂混凝土(MSC)的抗弯强度和抗碳化性的效果。以PPF的含量和长度为变量,采用2×3阶乘设计,建立了碳化深度预测模型和响应面模型(RSM)。使用X射线衍射(XRD)和扫描电子显微镜(SEM)分析了聚丙烯纤维增强的人造砂混凝土(PPF-MSC)的相组成和微观结构。结果表明,添加不同含量和长度的PPF能不同程度地提高PPF-MSC的抗弯强度,同时减少碳化深度和增加碳化28天后的动态弹性模量。通过添加1kg/m3的12mmPPF,可以获得PPF-MSC的最高弯曲强度(6.12MPa)和耐碳化性,而碳化深度和碳化28天后动态弹性模量的增加保持在最小2.26%和1.94mm,分别。建立了PPF-MSC碳化深度的预测模型,得到了PPF含量和长度以及碳化时间的计算公式。从RSM获得以下结果:与PPF长度相比,PPF含量对PPF-MSC抗弯强度影响较大,对PPF-MSC抗碳化能力影响较小;PPF含量与长度之间无显著交互作用;预测值与实测值接近,表明该模型具有很高的可靠性。碳化28天后PPF-MSC和MSC的XRD图案和SEM显微照片的比较显示,PPF-MSC的碳化区域的图案中CaCO3的峰强度比MSC的低,PPF-MSC中的表面孔和裂纹比MSC少得多。这些结果表明,添加PPF增加了MSC的紧密度,并产生了对水分子和二氧化碳(CO2)侵蚀的有效抵抗力。从而提高MSC的抗弯强度和抗碳化能力。
    To popularize the complete replacement of natural sand with manufactured sand, a study was performed to determine the effect of adding polypropylene fibres (PPFs) to increase the bending strength and carbonization resistance of manufactured sand concrete (MSC). A 2 × 3 factorial design with the content and length of PPF as variables was used to establish a carbonization depth prediction model and a response surface model (RSM). The phase composition and microstructure of polypropylene-fibre-reinforced manufactured sand concrete (PPF-MSC) were analysed using X-ray diffraction (XRD) and scanning electron microscopy (SEM). The results show the addition of PPF with different contents and lengths increases the bending strength of PPF-MSC to varying degrees, while reducing the carbonization depth and increasing the dynamic elastic modulus after 28 days of carbonization. The highest bending strength (6.12 MPa) and carbonization resistance of PPF-MSC are obtained by the addition of 1 kg/m3 of 12 mm PPF, while the carbonization depth and an increase in the dynamic elastic modulus after 28 days of carbonization are maintained at a minimum of 2.26% and 1.94 mm, respectively. A prediction model was established to obtain a formula for the PPF-MSC carbonization depth in terms of the content and length of PPF and the carbonization time. The following results were obtained from the RSM: compared to the PPF length, the PPF content has a larger impact on the PPF-MSC bending strength and a smaller impact on the PPF-MSC carbonization resistance; there is no significant interaction between the content and length of PPF; and the predicted and measured values are close, indicating that the model is highly reliable. A comparison of the XRD patterns and SEM micrographs of PPF-MSC and MSC after 28 days of carbonization show a lower peak intensity of CaCO3 in the pattern for the carbonized area for PPF-MSC than for MSC and considerably fewer surface pores and cracks in PPF-MSC than in MSC. These results indicate that the addition of PPF increases the compactness of MSC and creates an effective resistance to the erosion by water molecules and carbon dioxide (CO2), thus enhancing the bending strength and carbonization resistance of MSC.
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  • 文章类型: Journal Article
    在本文中,提出了理论误差的形成,以研究传统L形可以预期的声源定位(ASL)误差,十字形,方形,和修改后的方形传感器集群布置。建立了基于最佳拉丁超立方体设计的响应面模型,从理论上研究了传感器放置参数对四种技术的均方根相对误差(RMSRE)误差评估指标的影响。从理论上分析了具有最佳放置参数的四种技术的ASL结果。为验证上述理论研究,进行了相关实验。结果表明,理论误差较大,真实波传播方向和预测波传播方向之间的差异与传感器的布置有关。结果还表明,传感器间距和簇间距是影响ASL误差最大的两个参数。在这两个参数之间,传感器间距具有更强的影响。RMSRE随着传感器间距的增加和簇间距的减小而增加。同时,还应强调放置参数的交互作用,特别是传感器间距和基于L形传感器集群技术的集群间距之间。在四种基于集群的技术中,新修改的基于正方形传感器集群的技术显示了最小的RMSRE,而不是最大数量的传感器。有关误差生成和分析的研究将为基于集群的技术中的最佳传感器布置提供指导。
    In this paper, the formation of theoretical error is presented to investigate the acoustic source localization (ASL) error that can be expected from traditional L-shaped, cross-shaped, square-shaped, and modified square-shaped sensor cluster arrangements. The response surface model based on the optimal Latin hypercube design is developed to theoretically study the effects of sensor placement parameters on the error evaluation index of root mean squared relative error (RMSRE) for the four techniques. The ASL results from the four techniques with the optimal placement parameters are analyzed theoretically. The relevant experiments are conducted for verifying the above theoretical research. The results show that the theoretical error, formed by the difference between the true and the predicted wave propagation directions is related to arrangement of sensors. The results also show that the sensor spacing and the cluster spacing are the two parameters that affect the ASL error most. Between these two parameters the sensor spacing has the stronger influence. The RMSRE increases with an increasing sensor spacing and a decreasing cluster spacing. Meanwhile, the interaction effect of placement parameters should be also emphasized, especially that between the sensor spacing and the cluster spacing for the L-shaped sensor cluster-based technique. Among the four cluster-based techniques, the newly modified square-shaped sensor cluster-based technique shows the smallest RMSRE and not the largest number of sensors. This research on error generation and analysis will provide guidance for the optimal sensor arrangements in cluster-based techniques.
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  • 文章类型: Journal Article
    碱活化粉煤灰-矿渣共混材料(AA-FASMs)因其良好的性能而逐渐被研究和应用。影响碱活化体系的因素很多,单因素变化对AA-FASM性能的影响已经报道较多;然而,对AA-FASM在固化条件和多因素相互作用下的力学性能和微观结构缺乏统一的认识。因此,本研究调查了碱活化AA-FASM在三种固化条件下的抗压强度发展和反应产物,包括密封(S),干(D)和水饱和度(W)。基于响应面模型,炉渣含量(WSG)的相互作用关系,建立了活化剂模量(M)和活化剂用量(RA)对其强度的影响。结果表明,密封养护28天后,AA-FASM的最大抗压强度约为59MPa,而干和含水饱和固化试样的强度下降了9.8%和13.7%,分别。密封固化样品也具有最小的质量变化率和线性收缩率以及最紧密的孔结构。由于过高或过低的模量和活化剂剂量的不利影响,向上凸起的形状,斜坡和倾斜凸面在WSG/M的相互作用下,WSG/RA和M/RA,分别。相关系数R2>0.95和p值<0.05表明,所提出的模型可用于预测强度发展的复杂因素。最佳配比和固化条件为WSG=50%,M=1.4,RA=50%,密封固化。
    Alkali-activated fly-ash-slag blending materials (AA-FASMs) are gradually being studied and applied more because of their good performance. There are many factors affecting the alkali-activated system, and the effect of single-factor variation on the performance of AA-FASM has been mostly reported; however, there is a lack of unified understanding of the mechanical properties and microstructure of AA-FASM under curing conditions and multiple-factor interaction. Therefore, this study investigated the compressive strength development and reaction products of alkali-activated AA-FASM under three curing conditions including seal (S), dry (D) and water saturation (W). Based on the response surface model, the relationship between the interaction of slag content (WSG), activator modulus (M) and activator dosage (RA) on its strength was established. The results showed that the maximum compressive strength of AA-FASM after 28 days of sealed curing was about 59 MPa, while the strengths of dry- and water-saturation-cured specimens decreased by 9.8% and 13.7%, respectively. The seal-cured samples also had the smallest mass change rate and linear shrinkage and the most compact pore structure. Due to the adverse effects from a too-high or too-low modulus and dosage of the activators, the shapes of upward convex, slope and inclined convex were under the interaction of WSG/M, WSG/RA and M/RA, respectively. The correlation coefficient R2 > 0.95 and p-value < 0.05 indicated that the proposed model could be used to predict strength development given the complex factors. Optimal proportioning and curing conditions were found to be WSG = 50%, M = 1.4, RA = 50% and sealed curing.
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  • 文章类型: Journal Article
    由于最近地面臭氧的增长和挥发性有机化合物(VOC)的排放增加,VOC排放控制已成为中国关注的主要问题。作为回应,最近的政策规定了控制VOC的排放上限,但是很少有人受到PM2.5和臭氧共同控制目标的限制,并讨论了影响排放帽制定的因素。在这里,我们通过一种新的响应面建模(RSM)技术,提出了一个量化受PM2.5和臭氧目标约束的VOC排放帽的框架,实现量化的50%的计算成本节省。在珠江三角洲(PRD)地区,受空气质量目标限制的VOC排放上限随着NOx减排水平的变化而变化很大。如果不考虑珠三角地区周边地区的控制措施,VOC排放上限可以有两种可行的策略来实现空气质量目标(对于最大8小时平均90百分位数(MDA8-90%)的臭氧为160µg/m3,对于年平均PM2.5为25µg/m3):适度的VOC排放上限,NOx减排量<20%,或明显的VOC排放上限,NOx减排量>60%。如果将臭氧浓度目标降低到155µg/m3,则深度减少NOx排放是珠三角唯一可行的臭氧控制措施。基于蒙特卡罗模拟的季节性VOC排放上限的优化可以使我们获得更高的臭氧收益或更大的VOC减排量。如果挥发性有机化合物的排放量在秋季进一步减少,MDA8-90%臭氧可降低0.3-1.5µg/m3,相当于10%VOC减排措施的臭氧益处。本研究提出的VOC排放上限量化和优化方法可为我国区域PM2.5和O3污染的协调控制提供科学指导。
    Because of the recent growth in ground-level ozone and increased emission of volatile organic compounds (VOCs), VOC emission control has become a major concern in China. In response, emission caps to control VOC have been stipulated in recent policies, but few of them were constrained by the co-control target of PM2.5 and ozone, and discussed the factor that influence the emission cap formulation. Herein, we proposed a framework for quantification of VOC emission caps constrained by targets for PM2.5 and ozone via a new response surface modeling (RSM) technique, achieving 50% computational cost savings of the quantification. In the Pearl River Delta (PRD) region, the VOC emission caps constrained by air quality targets varied greatly with the NOx emission reduction level. If control measures in the surrounding areas of the PRD region were not considered, there could be two feasible strategies for VOC emission caps to meet air quality targets (160 µg/m3 for the maximum 8-hr-average 90th-percentile (MDA8-90%) ozone and 25 µg/m3 for the annual average of PM2.5): a moderate VOC emission cap with <20% NOx emission reductions or a notable VOC emission cap with >60% NOx emission reductions. If the ozone concentration target were reduced to 155 µg/m3, deep NOx emission reductions is the only feasible ozone control measure in PRD. Optimization of seasonal VOC emission caps based on the Monte Carlo simulation could allow us to gain higher ozone benefits or greater VOC emission reductions. If VOC emissions were further reduced in autumn, MDA8-90% ozone could be lowered by 0.3-1.5 µg/m3, equaling the ozone benefits of 10% VOC emission reduction measures. The method for VOC emission cap quantification and optimization proposed in this study could provide scientific guidance for coordinated control of regional PM2.5 and O3 pollution in China.
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  • 文章类型: Journal Article
    在2013-2017年期间,中国主要地区的PM2.5浓度急剧下降,而O3则有所增加。因此,迫切需要制定协同的区域PM2.5和O3控制策略。本研究建立了排放-浓度响应面模型,并基于空气效益和成本与达到评估系统(ABaCAS)的框架,提出了长江三角洲(YRD)PM2.5和O3控制的协同途径。结果表明,氮氧化物的区域排放,SO2,NH3,VOCs(挥发性有机化合物)和初级PM2.5应降低18%,23%,14%,17%和33%,与2017年相比,在2025年实现PM2.5和O3的25%和5%的下降,并且减排比例将需要50%,26%,28%,28%和55%达到国家环境空气质量标准。为了有效减少YRD中东部的O3污染,需要加强VOCs控制,使O3减少5%,然后应加速NOx还原以达到空气质量。同时,应优先控制PM2.5的排放,以解决YRD北部严重的PM2.5污染。对于YRD的大多数城市来说,春季和秋季VOCs减排率应高于NOx减排率。当出现强烈的VOC限制制度时,应在夏季而不是冬季增加NOx控制。此外,关于工业过程的排放控制,优先考虑道路车辆和住宅来源,扩大联合控制区域,包括山东,江西和湖北对O3进行有效控制。
    PM2.5 concentrations have dramatically reduced in key regions of China during the period 2013-2017, while O3 has increased. Hence there is an urgent demand to develop a synergetic regional PM2.5 and O3 control strategy. This study develops an emission-to-concentration response surface model and proposes a synergetic pathway for PM2.5 and O3 control in the Yangtze River Delta (YRD) based on the framework of the Air Benefit and Cost and Attainment Assessment System (ABaCAS). Results suggest that the regional emissions of NOx, SO2, NH3, VOCs (volatile organic compounds) and primary PM2.5 should be reduced by 18%, 23%, 14%, 17% and 33% compared with 2017 to achieve 25% and 5% decreases of PM2.5 and O3 in 2025, and that the emission reduction ratios will need to be 50%, 26%, 28%, 28% and 55% to attain the National Ambient Air Quality Standard. To effectively reduce the O3 pollution in the central and eastern YRD, VOCs controls need to be strengthened to reduce O3 by 5%, and then NOx reduction should be accelerated for air quality attainment. Meanwhile, control of primary PM2.5 emissions shall be prioritized to address the severe PM2.5 pollution in the northern YRD. For most cities in the YRD, the VOCs emission reduction ratio should be higher than that for NOx in Spring and Autumn. NOx control should be increased in summer rather than winter when a strong VOC-limited regime occurs. Besides, regarding the emission control of industrial processes, on-road vehicle and residential sources shall be prioritized and the joint control area should be enlarged to include Shandong, Jiangxi and Hubei Province for effective O3 control.
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  • 文章类型: Journal Article
    氨(NH3)减排在中国仍然存在争议,因为它在减少PM2.5污染和氮沉积方面具有有效性,但具有促进酸雨形成的潜在风险。需要科学指导。这里,我们提出了一种设计NH3控制策略的新方法,以减轻空气污染和氮沉积,而不会显着加剧酸雨。此方法涉及使用精细开发的沉积多项式响应函数将响应面模型(RSM)扩展到沉积(即,部门RSM)。长江三角洲(YRD)部门RSM的应用表明,41个城市中有16个城市的NH3控制潜力从15%到71%。在4月和6月之间已经注意到优异的NH3控制电位(78%-92%)。从2013年到2017年,有效的SO2和NOx控制显着减少了湿硫和氧化氮沉积,提供可观的NH3减排潜力(15%-24%),以进一步减少PM2.5和氮沉积高达2%和9%,分别,没有酸雨加剧(湿中和因子保持不变)。此外,在酸雨限制下获得了57%和73%的NH3减排潜力,其他前体减少了75%和86%,以将PM2.5的平均浓度降低到25和15μg/m3以下,另外8408和14459例过早死亡只能避免以8.7和197亿元人民币的额外成本,分别。同时,N沉积大大减少了10和13kgN/ha·yr。然而,使用本文提出的策略,YRD区域仍然可以同时获得大量的PM2.5和N沉积缓解。政策制定者可以直接采用扩展的优化系统,以在面临相同NH3控制难题的地区或国家实施协调控制。
    Ammonia (NH3) abatement remains controversial in China owing to its effectiveness in reducing PM2.5 pollution and nitrogen deposition but with the potential risk of promoting acid rain formation, necessitating scientific guidance. Here, we propose a novel method for designing an NH3 control strategy to mitigate both air pollution and nitrogen deposition without significantly exacerbating acid rain. This method involves extending the response surface model (RSM) to deposition using a delicately developed polynomial response function of deposition (i.e., dep-RSM). The Yangtze River Delta (YRD) dep-RSM application reveals that 16 out of 41 cities have NH3 control potentials from 15 % to 71 %. Excellent NH3 control potentials have been noted between April and June (78 %-92 %). From 2013 to 2017, the effective SO2 and NOx control significantly reduced wet sulfur and oxidized nitrogen deposition, providing considerable NH3 abatement potentials (15 %-24 %) to further reduce PM2.5 and nitrogen deposition by up to 2 % and 9 %, respectively, without acid rain exacerbation (the wet neutralization factor was maintained). Additionally, 57 % and 73 % NH3 emission reduction potentials were obtained under acid rain constraints with 75 % and 86 % reductions in the other precursors to reduce the average PM2.5 concentration below 25 and 15 μg/m3, and an additional 8408 and 14,459 premature deaths could only be avoided at an extra cost of 8.7 and 19.7 billion CNY, respectively. Meanwhile, the N deposition considerably reduced by 10 and 13 kgN/ha·yr. However, the YRD region could still simultaneously obtain substantial amounts of PM2.5 and N deposition mitigation using the strategy proposed herein. The expanded optimization system can be directly adopted by policymakers to implement coordinated control in regions or countries facing the same NH3 control conundrum.
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