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Strong ground motion simulation for the 2013 Lushan M_W6.6 earthquake, Sichuan, China, based on the inverted and synthetic slip models 被引量:1
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作者 wenhao shen Qiu Zhong Baoping Shi 《Earthquake Science》 2014年第4期377-389,共13页
It is well known that quantitative estimation of slip distributions on fault plane is one of the most important issues for earthquake source inversion related to the fault rupture process. The characteristics of slip ... It is well known that quantitative estimation of slip distributions on fault plane is one of the most important issues for earthquake source inversion related to the fault rupture process. The characteristics of slip distribution on the main fault play a fundamental role to control strong ground motion pattern. A large amount of works have also suggested that variable slip models inverted from longer period ground motion recordings are relevant for the prediction of higher frequency ground motions. Zhang et al. (Chin J Geophys 56:1412-1417, 2013) and Wang et al. (Chin J Geophys 56:1408-1411,2013) published their source inversions for the fault rupturing process soon after the April 20, 2013 Lushan earthquake in Sichuan, China. In this study, first, we synthesize two forward source slip models: the value of maximum slip, fault dimension, size, and dimension of major asperities, and comer wave number obtained from Wang's model is adopted to constrain the gen- eration of k-2 model and crack model. Next, both inverted and synthetic slip models are employed to simulate the ground motions for the Lushan earthquake based on the stochastic finite-fault method. In addition, for a comparison purpose, a stochastic slip model and another k-2 model (k 2 model II) with 2 times value of comer wave number of the original k-2 model (k 2 model I) are also employed for simulation for Lushan event. The simulated results characterized by Modified Mer- calli Intensity (MMI) show that the source slip models based on the inverted and synthetic slip distributions could capture many basic features associated with the ground motion patterns. Moreover, the simulated MMI distributions reflect the rupture directivity effect and the influence of the shallow velocity structure well. On the other hand, the simulated MMI bystochastic slip model and k 2 model II is apparently higher than observed intensity. By contrast, our simulation results show that the higher frequency ground motion is sensitive to the degree of slip roughness; therefore, we suggest that, for realistic ground- motion simulations due to future earthquake, it is imperative to properly estimate the slip roughness distribution. 展开更多
关键词 Stochastic finite-fault model Strong groundmotion -2013 Lushan Mw6.6 earthquake Corner wavenumber k -2 model Crack model
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Failure time variation derived from R–S relation: the role of the static stress perturbation
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作者 Qiu Zhong wenhao shen Baoping Shi 《Earthquake Science》 2014年第1期37-46,共10页
In general, earthquake cycle related to earthquake faulting could include four major processes which could be described by (1) fault locking, (2) self-acceleration or nucleation (possible foreshocks), (3) cose... In general, earthquake cycle related to earthquake faulting could include four major processes which could be described by (1) fault locking, (2) self-acceleration or nucleation (possible foreshocks), (3) coseismic slip, and (4) post-stress relaxation and afterslip. A sudden static stress change/perturbation in the surrounding crust can advance/ delay the fault instability or failure time and modify earth- quake rates. Based on a simple one-dimensional spring-sli- der block model with the combination of rate-and-state- dependent friction relation, in this study, we have approxi- mately derived the simple analytical solutions of clock advance/delay of fault failures caused by a sudden static Coulomb stress change applied in the different temporal evolution periods during an earthquake faulting. The results have been used in the physics-based explanation of delayed characteristic earthquake in Parkfield region, California, in which the next characteristic earthquake of M 6.0 after 1966 occurred in 2004 instead of around 1988 according to its characteristic return period of 22 years. At the same time, the analytical solutions also indicate that the time advance/ delay in Coulomb stress change derived by the dislocation model has a certain limitation and fundamental flaw. Fur- thermore, we discussed the essential difference between rate- and state-variable constitutive (R-S) model and Coulomb stress model used commonly in current earthquake triggering study, and demonstrated that, in fact, the Coulomb stress model could be involved in the R-S model. The results, we have obtained in this study, could be used in the development of time-dependent fault interaction model and the probability calculation related to the time-dependent and renewal earthquake prediction model. 展开更多
关键词 Keywords Earthquake triggering Fault frictionCoulomb stress change (ACFF) Clock advance/delay Rate-and-state-dependent friction
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A review of the influencing factors on teleseismic traveltime tomography
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作者 Yang Pan Shaolin Liu +4 位作者 Dinghui Yang Wenshuai Wang Xiwei Xu wenhao shen Mengyang Li 《Earthquake Science》 2023年第3期228-253,共26页
Teleseismic traveltime tomography is an important tool for investigating the crust and mantle structure of the Earth.The imaging quality of teleseismic traveltime tomography is affected by many factors,such as mantle ... Teleseismic traveltime tomography is an important tool for investigating the crust and mantle structure of the Earth.The imaging quality of teleseismic traveltime tomography is affected by many factors,such as mantle heterogeneities,source uncertainties and random noise.Many previous studies have investigated these factors separately.An integral study of these factors is absent.To provide some guidelines for teleseismic traveltime tomography,we discussed four main influencing factors:the method for measuring relative traveltime differences,the presence of mantle heterogeneities outside the imaging domain,station spacing and uncertainties in teleseismic event hypocenters.Four conclusions can be drawn based on our analysis.(1)Comparing two methods,i.e.,measuring the traveltime difference between two adjacent stations(M1)and subtracting the average traveltime of all stations from the traveltime of one station(M2),reveals that both M1 and M2 can well image the main structures;while M1 is able to achieve a slightly higher resolution than M2;M2 has the advantage of imaging long wavelength structures.In practical teleseismic traveltime tomography,better tomography results can be achieved by a two-step inversion method.(2)Global mantle heterogeneities can cause large traveltime residuals(up to about 0.55 s),which leads to evident imaging artifacts.(3)The tomographic accuracy and resolution of M1 decrease with increasing station spacing when measuring the relative traveltime difference between two adjacent stations.(4)The traveltime anomalies caused by the source uncertainties are generally less than 0.2 s,and the impact of source uncertainties is negligible. 展开更多
关键词 teleseismic tomography influencing factors relative traveltime differences mantle heterogeneities station spacing
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非倒平方根应力奇异性对水力压裂某些裂纹扩展准则的影响
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作者 沈文豪 吴璇 黄先富 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2024年第5期90-102,共13页
水力压裂的数值研究可采用不同的裂纹扩展准则,其中一些准则依赖于线弹性断裂力学的假设,即存在倒平方根应力奇异性和椭圆裂纹轮廓。然而,水力压裂的裂纹尖端可能表现出更弱的应力奇异性,这种现象由称为表观断裂韧性的无量纲参数控制,... 水力压裂的数值研究可采用不同的裂纹扩展准则,其中一些准则依赖于线弹性断裂力学的假设,即存在倒平方根应力奇异性和椭圆裂纹轮廓。然而,水力压裂的裂纹尖端可能表现出更弱的应力奇异性,这种现象由称为表观断裂韧性的无量纲参数控制,该参数表示使固体破裂所需的能量与克服流体摩擦所需的能量的比.在流体黏度占主导的情况下,表观断裂韧性从正数一侧趋近于零,应力奇异性阶次降低.当采用一些裂纹扩展准则计算时,结果可能会发生变化,主要是由于倒平方根应力奇异性发生改变,本文采用平直裂纹的数学模型来研究这种现象.在相同的数学模型中分别采用4种常用裂纹扩展准则,使用基于修正切比雪夫多项式和隐式时间积分的高精度方法进行计算。发现瞬态裂缝尺寸和井筒压力在使用不同裂纹扩展准则时存在差异。值得注意的是,当表观断裂韧性小于1.0时,裂纹尖端张开位移准则、连续介质损伤模型和断裂过程区准则在流体黏度占主导的情况下的计算模型很难收敛,本文基于裂纹尖端渐近性质讨论了其中隐含的机制.本文研究为水力压裂中裂缝扩展准则的选择提供了理论基础。 展开更多
关键词 裂纹尖端张开位移 切比雪夫多项式 线弹性断裂力学 流体摩擦 应力奇异性 参数表示 无量纲参数 椭圆裂纹
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Oxygen-driven cuproptosis synergizes with radiotherapy to potentiate tumor immunotherapy
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作者 Pei Pei Yuhong Wang +8 位作者 wenhao shen Qing He Xiangming Han Chonghai Zhang Yuyuan Xie Guangming Zhou Ye Zhao Lin Hu Kai Yang 《Aggregate》 EI CAS 2024年第3期219-231,共13页
The immunological implications of cuproptosis,a form of cell death highly sensitive to oxygen presence,remain largely unexplored in the context of tumor immunother-apy.Herein,we initially investigate the positive corr... The immunological implications of cuproptosis,a form of cell death highly sensitive to oxygen presence,remain largely unexplored in the context of tumor immunother-apy.Herein,we initially investigate the positive correlation between cuproptosis and tumor immunotherapy through bioinformatics analysis.Subsequently,an oxygen generator loaded with copper ions(Cu/APH-M)has been constructed,which serves as an effective carrier of copper ions and crucially enhances the oxygenation of the tumor microenvironment.Importantly,Cu/APH-M-mediated dual strengthening of cuproptosis and radiotherapy could not only trigger a powerful antitumor immunity related to immunogenic cell death by RNA-sequencing analysis,but also effec-tively inhibit the growth of both distal and in situ low rectal tumors after combined immunotherapy,creating a robust immune memory effect.Our work reveals the ben-eficial effects of enhanced cuproptosis in radio-immunotherapy and elucidates its underlying mechanisms,which provides a novel approach for the synergistic inte-gration of cuproptosis with immunotherapy and radiotherapy,broadening the scope of cuproptosis-mediated tumor therapy. 展开更多
关键词 cuproptosis immune response oxygen generator radio-immunotherapy RNA-seq analysis
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Tumor Imaging by a^(99m)TcO_(4)^(−)-Labeled Cationic Polymeric Network
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作者 Jie Li Rongzhen Xie +12 位作者 Baoyu Li Lixi Chen wenhao shen Yuting Zhao Qi Guo Long Chen Boqi Xu Xijian Chen Jingwen Guan Lei Chen Kai Yang Zhifang Chai Shuao Wang 《CCS Chemistry》 CSCD 2024年第8期1868-1875,共8页
Technetium-99m(^(99m)Tc)is the most used(>80%)radionuclide in the clinical nuclear diagnostic imaging procedure.The traditional approach to preparing ^(99m)Tc-based imaging agents utilizes stannous chloride(SnCl_(2... Technetium-99m(^(99m)Tc)is the most used(>80%)radionuclide in the clinical nuclear diagnostic imaging procedure.The traditional approach to preparing ^(99m)Tc-based imaging agents utilizes stannous chloride(SnCl_(2))for the reduction of noncomplexing pertechnetate(^(99m)TcO_(4)^(−))to low-valent Tc[e.g.,Tc(IV)].This process,however,is difficult to control precisely and usually results in toxic SnCl_(2) residue and remaining 99mTc(VII),both of which are destructive to humans.Herein,we report a new strategy for preparing^(99m)TcO_(4)^(−)-labeled agents without adding any reductants.The deliberately designed nanoscale cationic polymeric network(SCU-CPN-3)shows excellent affinity for^(99m)TcO_(4)^(−)even at trace levels originating from the strong p-πinteraction with^(99m)TcO_(4)^(−).Impressively,record-fast labeling kinetics are observed,where almost quantitative labeling efficacy(>96%)can be achieved within 1 min,giving rise to a short labeling time and simple operation using a clinical kit.Both single-photon emission computed tomography(SPECT)images and ex vivo biodistribution of different tumor model analyses verify the potential feasibility of this strategy for tumor imaging. 展开更多
关键词 ^(99m)TcO_(4)^(−)-based agent tumor imaging fast-labeling kinetics high labeling efficiency no reductant
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纳他霉素生物合成和调控机制的相关研究进展 被引量:3
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作者 王大红 沈文浩 +2 位作者 原江锋 孙建瑞 王梦洋 《生物工程学报》 CAS CSCD 北大核心 2021年第4期1107-1119,共13页
纳他霉素是一种对真菌具有广谱抗菌活性的多烯大环内酯类抗生素,它不仅能有效地抑制真菌的生长和繁殖,而且能够抑制一些真菌毒素的形成,已被大多数国家批准为抗真菌食品防腐剂使用,也被广泛应用于农业和医疗领域。纳塔尔链霉菌Streptomy... 纳他霉素是一种对真菌具有广谱抗菌活性的多烯大环内酯类抗生素,它不仅能有效地抑制真菌的生长和繁殖,而且能够抑制一些真菌毒素的形成,已被大多数国家批准为抗真菌食品防腐剂使用,也被广泛应用于农业和医疗领域。纳塔尔链霉菌Streptomyces natalensis和恰努塔加链霉菌Streptomyces chatanoogensis是纳他霉素的主要产生菌,其生物合成过程及调控机制相关研究比较清楚。文中主要归纳了纳他霉素的生物合成和调控机制,探讨了提高纳他霉素产量的方法,并展望了纳他霉素未来的研究方向。 展开更多
关键词 纳他霉素 食品防腐剂 生物合成 调控机制
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Technical challenges of space solar power stations:Ultra-large-scale space solar array systems and space environmental effects
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作者 Weinan Zhang Chengyue Sun +6 位作者 Ke Liu wenhao shen YiYong Wu Liyong Yao Qi Zhang Wei Zhang Li Wang 《Space Solar Power and Wireless Transmission》 2024年第2期69-87,共19页
Space solar power station(SSPS)are important space infrastructure for humans to efficiently utilize solar energy and can effectively reduce the pollution of fossil fuels to the earth’s natural environment.As the ener... Space solar power station(SSPS)are important space infrastructure for humans to efficiently utilize solar energy and can effectively reduce the pollution of fossil fuels to the earth’s natural environment.As the energy conversion system of SSPS,solar array is an important unit for the successful service of SSPS.Today,solar arrays represent the standard technology for providing energy for spacecraft,thanks to their high conversion efficiency and reliability/stability in orbit.With the development of solar arrays,many new materials,new photovoltaic devices and new control systems have emerged.Solar arrays are directly exposed to the space environment,and harsh environmental factors can degrade the performance.To ensure the long-term safe inorbit service of SSPS as well as its ultra-large solar array,these new materials,devices,and control systems must operate certification and evaluation that can be used in space applications.In this review,the development history and research progress of SSPS and the corresponding space solar arrays are summarized and discussed,and the space environmental effects of solar arrays are analyzed at multiple levels(materials,devices,and systems).Finally,in response to the current space environmental effects of the ultra-large solar array used in the SSPS,future development trends and challenges are proposed. 展开更多
关键词 Space solar power stations Space solar array Space environmental effects Health management
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基于CFD-DEM方法的净化器流场模拟与结构优化 被引量:3
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作者 沈文豪 张亚新 宋江 《过程工程学报》 CAS CSCD 北大核心 2020年第10期1147-1155,共9页
针对空气净化器能耗高的问题,使用离散元方法(DEM)在吸附滤网中建立随机堆积柱形活性炭模型,采用计算流体力学(CFD)方法对空气净化器内部流场进行数值模拟,在模拟与实验验证的基础上,考察了压降最小、流场最均匀的吸附滤网结构。结果表... 针对空气净化器能耗高的问题,使用离散元方法(DEM)在吸附滤网中建立随机堆积柱形活性炭模型,采用计算流体力学(CFD)方法对空气净化器内部流场进行数值模拟,在模拟与实验验证的基础上,考察了压降最小、流场最均匀的吸附滤网结构。结果表明,空气净化器压降主要发生在轴向,活性炭吸附滤网中回流、沟流现象严重,流体阻力是其他两种滤网的3倍。边数对多边形填充孔结构吸附滤网内压降与流场均匀性无影响,当孔结构改为圆形时,压降减小约52 Pa,节能18.4%(49 W);当孔直径由8 mm增至12 mm,压降减小约48 Pa,节能19.4%(45 W);滤网间距对空气净化器压降无影响,圆形、小孔径的吸附滤网内流场最均匀。 展开更多
关键词 净化器 柱形活性炭 随机堆积 计算流体力学 离散元方法 节能设计
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Velocity structure and radial anisotropy beneath the northeastern Tibetan Plateau revealed by eikonal equation-based teleseismic P-wave traveltime tomography 被引量:5
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作者 Mengyang LI Shaolin LIU +5 位作者 Dinghui YANG Xiwei XU wenhao shen Chaodi XIE Wenshuai WANG Shuxin YANG 《Science China Earth Sciences》 SCIE EI CSCD 2022年第5期824-844,共21页
The northeastern Tibetan Plateau serves as the frontier for the northeastward expansion of the plateau.In this area,the Tibetan Plateau interacts with the surrounding blocks,such as the Alxa Block,the Ordos Block,the ... The northeastern Tibetan Plateau serves as the frontier for the northeastward expansion of the plateau.In this area,the Tibetan Plateau interacts with the surrounding blocks,such as the Alxa Block,the Ordos Block,the Kunlun-West Qinling belt and the Sichuan Basin.Because of this expansion and interaction,this area suffers from intense deformation.At present,the evolution and deformation mechanisms of the northeastern Tibetan Plateau remain controversial.To provide new insights into these mechanisms,in this study,we conduct tomography of the P-wave velocity and radial anisotropy structures beneath the northeastern Tibetan Plateau.We choose a total of 667 teleseismic earthquakes from August 2006 to October 2020.Waveforms of these earthquakes were recorded by 921 broadband seismic stations in the northeastern Tibetan Plateau and surrounding areas.We first perform cross-correlation on waveforms of each station pair and obtain 770,749 P-wave traveltime differences.Then,we invert the differential traveltime data by applying eikonal equation-based teleseismic tomography.Finally,the P-wave velocity and radial anisotropy structures at depths from 30 to 800 km below the northeastern Tibetan Plateau are obtained.Our tomographic model shows clear low-velocity anomalies and positive radial anisotropy in the lower crust under the northeastern Qilian orogen,the northeastern Songpan-Ganzi belt and the western Qinling fold zone.These features are integrated to demonstrate the existence of lower crustal flow in the study area.Prominent low-velocity anomalies and positive radial anisotropy are found in the uppermost mantle beneath the Qilian orogen,the northeastern Songpan-Ganzi belt and western Qinling fold zone.These characteristics are combined to infer a weak lithosphere and horizontal asthenospheric flow under these tectonic units.Both the Ordos Block and the Sichuan Basin exhibit clear high-velocity anomalies and negative radial anisotropy in the uppermost mantle,thereby reflecting the high mechanical strength of the lithosphere beneath these blocks.High-velocity anomalies are also present in the upper mantle under the northern Chuandian block,potentially implying the northward subduction of the Indian plate.Furthermore,the front of the subducted Indian plate is imaged close to the Xianshuihe fault rather than the Kunlun fault. 展开更多
关键词 Northeastern Tibetan Plateau TOMOGRAPHY P-wave velocity Radial anisotropy structure Indian plate
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The role of bacteria and its derived biomaterials in cancer radiotherapy 被引量:1
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作者 Yu Zhang Ruizhe Huang +5 位作者 Yunchun Jiang wenhao shen Hailong Pei Guanglin Wang Pei Pei Kai Yang 《Acta Pharmaceutica Sinica B》 SCIE CAS CSCD 2023年第10期4149-4171,共23页
Bacteria-mediated anti-tumor therapy has received widespread attention due to its natural tumor-targeting ability and specific immune-activation characteristics.It has made significant progress in breaking the limitat... Bacteria-mediated anti-tumor therapy has received widespread attention due to its natural tumor-targeting ability and specific immune-activation characteristics.It has made significant progress in breaking the limitations of monotherapy and effectively eradicating tumors,especially when combined with traditional therapy,such as radiotherapy.According to their different biological characteristics,bacteria and their derivatives can not only improve the sensitivity of tumor radiotherapy but also protect normal tissues.Moreover,genetically engineered bacteria and bacteria-based biomaterials have further expanded the scope of their applications in radiotherapy.In this review,we have summarized relevant researches on the application of bacteria and its derivatives in radiotherapy in recent years,expounding that the bacteria,bacterial derivatives and bacteria-based biomaterials can not only directly enhance radiotherapy but also improve the anti-tumor effect by improving the tumor microenvironment(TME)and immune effects.Furthermore,some probiotics can also protect normal tissues and organs such as intestines from radiation via anti-inflammatory,anti-oxidation and apoptosis inhibition.In conclusion,the prospect of bacteria in radiotherapy will be very extensive,but its biological safety and mechanism need to be further evaluated and studied. 展开更多
关键词 Bacterial therapy Radiotherapy Engineered bacteria Bacteria-based biomaterials Radio-protector Radio-sensitization Radiation-activation Synergy effect
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Estimating the thickness of diffusive solid electrolyte interface 被引量:1
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作者 XiaoHe Wang wenhao shen +2 位作者 XianFu Huang JinLiang Zang YaPu Zhao 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2017年第6期61-68,共8页
electrolyte. The properties of lithium-ion (Li-ion) battery, such as cycle life, irreversible capacity loss, self-discharge rate, electrode corrosion and safety are usually ascribed to the quality of the SEI, which ar... electrolyte. The properties of lithium-ion (Li-ion) battery, such as cycle life, irreversible capacity loss, self-discharge rate, electrode corrosion and safety are usually ascribed to the quality of the SEI, which are highly dependent on the thickness. Thus, understanding the formation mechanism and the SEI thickness is of prime interest. First, we apply dimensional analysis to obtain an explicit relation between the thickness and the number density in this study. Then the SEI thickness in the initial charge-discharge cycle is analyzed and estimated for the first time using the Cahn-Hilliard phase-field model. In addition, the SEI thickness by molecular dynamics simulation validates the theoretical results. It has been shown that the established model and the simulation in this paper estimate the SEI thickness concisely within order-of-magnitude of nanometers. Our results may help in evaluating the performance of SEI and assist the future design of Li-ion battery. 展开更多
关键词 lithium-ion battery solid electrolyte interface diffusion model thickness estimation
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The potential clinical applications of radionuclide labeled/doped gold-based nanomaterials 被引量:1
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作者 wenhao shen Hailin Zhou +4 位作者 Teng Liu Pei Pei Junxing Huang Xuan Yi Kai Yang 《Radiation Medicine and Protection》 2020年第4期186-195,共10页
Radionuclides have been widely used for multimodal imaging and radioisotope therapy of cancer.Various nanomaterials have been developed as excellent nanocarriers of radionuclides for the targeted delivery into tumors,... Radionuclides have been widely used for multimodal imaging and radioisotope therapy of cancer.Various nanomaterials have been developed as excellent nanocarriers of radionuclides for the targeted delivery into tumors,in order to minimize the unnecessary side effect and enhance the therapeutic efficacy of radiotherapy.Among those nanomaterials,gold nanomaterials with tunable morphologies,easy modification,good biological safety,and radiation sensitization capability are excellent candidates for cancer theranostics.Given the superior performance of gold-based nanomaterials in biomedicine,we summary the recent advance of radionuclide labeled/doped gold-based nanomaterials for cancer theranostics.In this review article,we will discuss the methods for labelling or doping radionuclides onto gold nanomaterials,their applications for nuclear imaging and Cerenkov luminescence(CL)imaging,as well as the radioisotope therapy of cancer,and finally the toxicity evaluation of radionuclide labeled/doped gold-based nanomaterials.We hope that our review article would provide guidance for non-experts to design the radiolabeled nanomaterials for cancer imaging guided therapy. 展开更多
关键词 Gold-based nanomaterials BIO-IMAGING Radiotherapy Nuclear imaging Toxicity
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A photo-catalytic reactor for degrading volatile organic compounds(VOCs)in paper mill environment
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作者 Jun Ma Xin Tong +2 位作者 Zhenbin Zhang Xiaoquan Chen wenhao shen 《Journal of Bioresources and Bioproducts》 EI 2018年第2期78-83,共6页
Volatile organic pollutants such as benzene and formaldehyde are commonly detected in the ambient air of paper mills.To remove these pollutants from the air,a photo-catalytic reactor was developed in this study.The re... Volatile organic pollutants such as benzene and formaldehyde are commonly detected in the ambient air of paper mills.To remove these pollutants from the air,a photo-catalytic reactor was developed in this study.The reactor had a series of honeycomb aluminum meshes coated with nanosized titanium dioxide as the catalyst for the degradation reactions of gaseous pollutants.Both formaldehyde and benzene could be completely degraded in the reactor.However,the degrading time for benzene was much longer than that for formaldehyde,and the degradation rate of benzene decreased with increasing initial benzene concentration.It was found that the reaction pathway for formaldehyde in the mixture was different from that in its single component form,and it took about two times longer time to be degraded than that for its single component form.The reaction pathway of benzene was similar in either case although the degradation time for benzene was about 50%shorter in the mixture form. 展开更多
关键词 Photo-catalytic reactor DEGRADATION Gaseous pollutant Paper mill
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Soft-sensing modeling of chemical oxygen demand in photo-electro-catalytic oxidation treatment of papermaking wastewater
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作者 Xuewen Zhang Yuefei Zhu +2 位作者 Xiaoquan Chen wenhao shen Ryan Lutes 《Journal of Bioresources and Bioproducts》 EI 2018年第2期71-77,共7页
Photo-electro-catalytic(PEC)oxidation has been widely recognized as an effective technology for advanced treatment of papermaking wastewater.To optimize the oxidation process,it is important of monitor continuously th... Photo-electro-catalytic(PEC)oxidation has been widely recognized as an effective technology for advanced treatment of papermaking wastewater.To optimize the oxidation process,it is important of monitor continuously the chemical oxygen demand(COD)of inflow and outflow wastewater.However,online COD sensors are expensive difficult to maintain,and therefore COD is usually analyzed off-line in laboratories in most cases.The objective of this study is to develop an inexpensive method for on-line COD measurement.The oxidation-reduction potential(ORP),pH,and dissolved oxygen(DO)of wastewater were selected as the key parameters,which consists of four different types of artificial neural network(ANNs)methods:multi-layer perceptron neural network(MLP),back propagation neural network(BPNN),radial basis neural network(RBNN)and generalized regression neural network(GRNN).These parameters were applied in the development of COD soft-sensing models.Six batches of papermaking wastewater with different pollution loads were treated with PEC technology over a period of 90 minutes,and a total of 546 data points was collected,including the on-line measurements of ORP,pH and DO,as well as off-line COD data.The 546 data points were divided into training set(410 data,75%of total)and validation set(136 data,25%of total).Four statistical criteria,namely,root mean square error(RMSE),mean absolute error(MAE),mean absolute relative error(MARE),and determination coefficient(R2)were used to assess the performance of the models developed with the training set of data.The comparison of results for the four ANN models for COD soft-sensing indicated that the RBNN model behaved most favorably,which possessed precise and predictable results with R2=0.913 for the validation set.Lastly,the proposed RBNN model was applied to a new batch of PEC oxidation of papermaking wastewater,and the results indicated that the model could be applied successfully for COD soft-sensing for the wastewater. 展开更多
关键词 COD PEC oxidation papermaking wastewater soft-sensing
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