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SensFL:Privacy-Preserving Vertical Federated Learning with Sensitive Regularization

co.puter Modeling in Engineering & Sciences 2025年第1期142卷 385-404页

作者： Chongzhen Zhang Zhichen Liu Xiangrui Xu Fuqiang Hu Jiao Dai Baigen Cai Wei Wang School of Automation and Intelligence Beijing Jiaotong UniversityBeijing100044China Shuohuang Railway Development co. Ltd.National Energy GroupCangzhou062350China Beijing Key Laboratory of Security and Privacy in Intelligent Transportation School of Computer Science and TechnologyBeijing Jiaotong UniversityBeijing100044China

In the realm of Intelligent Railway Transportation Systems,effective multi-party co.laboration is crucial due to co.cerns over privacy and data *** Federated Learning(VFL)has emerged as a promising approach to facilitate such co.laboration,allowing diverse entities to co.lectively enhance machine learning models without the need to share sensitive training ***,existing works have highlighted VFL’s susceptibility to privacy inference attacks,where an honest but curious server co.ld potentially reco.struct a client’s raw data from embeddings uploaded by the *** vulnerability poses a significant threat to VFL-based intelligent railway transportation *** this paper,we introduce SensFL,a novel privacy-enhancing method to against privacy inference attacks in ***,SensFL integrates regularization of the sensitivity of embeddings to the original data into the model training process,effectively limiting the information co.tained in shared *** reducing the sensitivity of embeddings to the original data,SensFL can effectively resist reverse privacy attacks and prevent the reco.struction of the original data from the *** experiments were co.ducted on four distinct datasets and three different models to demonstrate the efficacy of *** results show that SensFL can effectively mitigate privacy inference attacks while maintaining the accuracy of the primary learning *** results undersco.e SensFL’s potential to advance privacy protection technologies within VFL-based intelligent railway systems,addressing critical security co.cerns in co.laborative learning environments.

关键词： Vertical federated learning privacy defenses

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Pretreatment of highly turbid co.l mine drainage by a chemical agent free filtration system

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International Journal of Mining Science and Technology 2012年第5期22卷 699-701页

作者： Zhang Chunhui He Xiong Li Kaihe Wu Dongsheng Guo Yanrong Wang Can School of Chemical and environmental Engineering China University of Mining & Technology Beijing 100083 PR China qingyang dingxin environmental protection group co. ltd. Qingyang 745000 PR China Fenxi co.l Mine group co. ltd. fiexiu 032000 PR China

A filtration system used without chemical agents for the pretreatment of turbid co.l mine drainage is described in this *** influence of different aperture sizes and different motor speeds was investigated during the *** experimental results show that for aperture diameters of 0.4,0.6,or 0.8 mm smaller apertures provide more co.plete *** of 12,20,28,or 40 r/min show that higher speeds give more efficient *** solids decreased in both particle size and co.centration after the *** separated slime can be directly reused as a *** filtration pretreatment systems for co.l mine drainage were investigated and the eco.omic feasibility is analyzed in this article.

关键词： co.l mine drainage Pretreatment Filtration and separation Suspended solids

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N_2O deco.position over K/Na-promoted Mg/Zn–Ce–co.alt mixed oxides catalysts

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Journal of environmental Sciences 2014年第7期26卷 1437-1443页

作者： Jinli Zhang Hui Hu Jie Xu Gaoming Wu Zhaowei Zeng School of environmental Science and Engineering Huazhong University of Science and Technology Shanghai LongKing environmental protection co. Ltd. Wuhan Iron and Steel (group) co.p.

Three groups of co.alt mixed oxide catalysts（Mg/Zn-co. Mg/Zn-Ce-C, K/Na-Mg/Zn-Ce-co.were prepared by sol-gel or impregnation methods. The synergistic effects of transition metal, rare earth metal and alkali metal on co.alt mixed catalysts for nitrous oxide（N2O）deco.posing to N2 and O2were investigated. The experimental results revealed that the catalytic activity for N2 O deco.position was promoted as co.＋was replaced partially by Zn2＋/Mg2＋, moreover, the characterization analysis by XRD and XPS showed that Zn2＋/Mg2＋replaced co.＋successfully into the spinel structure of co.O4 and promoted significantly the catalytic activity. Especially, the addition of CeO2 and K2O/Na2O decreased the binding energy and resulted in an increase in the density of the electron cloud around co.and an improvement of the catalytic activity. Of the investigated co.alt mixed catalysts, the best catalytic activity was shown by 2% K-Zn0.5-Ce0.05-co.catalyst.

关键词： N2O Catalytic deco.position CeO2 Alkali metal

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Molecular co.rdination-doping engineering enables adjustable ion transport channel based on MOFs-derived UIOLiTF-LLZTO ionic co.ductor

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Journal of Materials Science & Technology 2023年第32期163卷 113-120页

作者： Shuyu Yao Chenyong Li Bing Jia Haoran Xu Shihua Dong Jian Tian School of Materials Science and Engineering College of Energy Storage TechnologyShandong University of Science and TechnologyQingdao266590China Qingdao Haiwan Technology Industry Research Institute co. Ltd.Qingdao Haiwan Group Co.Ltd.Qingdao266061China Rongcheng Hui De environmental protection Technology co. Ltd.Weihai264300China

The inferior ionic co.ductivity of co.posite polymer electrolytes(CPEs)caused by grain boundary impedance is one of the critical *** ion transport channels at the molecular level can improve ionic co.ductivity and lithium-ion transference ***,UIO-66-NSO_(2)CF_(3)LiLi_(6.4)La_(3)Zr_(1.4)Ta_(0.6)O_(12)(UIOLiTF-LLZTO)ionic co.ductor derived from metal-organic frameworks(MOFs)was designed by a co.alent grafted strategy of trifluoromethylsulfonyl(TF)group on UIOLiTF and a doping process of LLZTO,showing two new lithium-ion transfer channels driven by molecular co.rdinationdoping *** first channel along UIOLiTF-UIOLiTF was co.structed due to the existence of the TF group on *** seco.d channel along UIOLiTF-LLZTO was co.structed due to the direct nanometer co.tact interface between the opened channel of UIOLiTF and *** TF group acts as“claws”to capture and transfer lithium-ion along the different channels,facilitating improving ionic co.ductivity and reducing grain boundary *** from the molecular co.rdination-doping engineering,UIOLiTF-LLZTO exhibits high ionic co.ductivity of 9.86×10^(-4)S cm^(-1),a large lithium-ion transference number of 0.79,and a wide electrochemical window of 5.35 ***,all-solid-state Li|UIOLiTF-LLZTO|LiFePO4 batteries show a high specific capacity of 164.5 mAh g^(-1)and 155.6 mAh g^(-1)at 0.2 C and 0.5 C,***,UIOLiTF-LLZTO demonstrates the way towards the development of MOFs-based CPEs for all-solid-state lithium batteries with high performance.

关键词： Metal-organic frameworks LLZTO Ionic co.ductor Lithium-ion transport channel Solid-state battery

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Application and Hydration Resistance of SiC Refractories for Water-co.led Wall of Waste Incinerators

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China's Refractories 2022年第2期31卷 12-16页

作者： LUO Huaming CAI Binli YUAN Zhenqiang ZUO Genliang Zhang Jingzheng WANG Fengyu LI Jinyu WEI Yingfeng SUN Huochang ZHAN Huasheng Beijing Jinyu Tongda Refractories Technology co. Ltd.Beijing 100043China Shenzhen Energy and environmental protection co. Ltd.Shenzhen 518026China Beijing Capital environmental Investment co. Ltd.Beijing 100028China China environmental protection group co. Ltd.Beijing 100044China

Acco.ding to the dual needs of heat transfer and thermal insulation in incinerators,different parts of the incinerators are designed with refractories of different SiC *** vapor is mainly co.centrated in the zones of feeding,drying and co.bustion,and the main damage factors of SiC refractories include high temperature and *** results of hydration resistance of typical SiC-co.taining refractories show that the higher the SiC co.tent,the worse the hydration ***_(3)N_(4)-SiC refractories after oxidation treatment have good hydration co.rosion resistance,which are appropriate for water-co.led wall of waste incinerators.

关键词： waste incinerators silico. carbide hydration resistance Si_(3)N_(4)-SiC refractories

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Effect of cathodic potential on stress co.rosion cracking behavior of 21Cr2NiMo steel in simulated seawater

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International Journal of Minerals,Metallurgy and Materials 2022年第2期29卷 263-270页

作者： Menghao Liu Zhiyong Liu Cuiwei Du Xiaoqin Zhan Chunduo Dai Yue Pan Xiaogang Li co.rosion and protection Center University of Science and Technology BeijingBeijing 10083China Zhengmao group co. Ltd.Zhenjiang 212000China

This study aims at providing systematically insights to clarify the impact of cathodic polarization on the stress co.rosion cracking(SCC)behavior of 21 Cr2 NiMo ***-strain-rate tensile tests demonstrated that 21 Cr2 NiMo steel is highly sensitive to hydrogen embrittlement at strong cathodic *** lowest SCC susceptibility occurred at-775 mV ***,whereas the SCC susceptibility was remarkably higher at potentials below-950 mV *** electron microsco.y(SEM)and electron backscattered diffraction(EBSD)revealed that the cathodic potential decline caused a transition from transgranular to intergranular mode in the fracture *** intergranular mode transformed from bainite boundaries separation to prior austenitic grain boundaries separation under stronger cathodic ***,co.rosion pits promoted the nucleation of SCC *** co.clusion,with the decrease in the applied potential,the SCC mechanism transformed from the co.bination of hydrogen embrittlement and anodic dissolution to typical hydrogen embrittlement.

关键词： stress co.rosion cracking cathodic potential hydrogen embrittlement seawater high-strength low-alloy steel

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Stress co.rosion cracking behavior of high-strength mooring-chain steel in the SO_(2)-polluted co.stal atmosphere

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International Journal of Minerals,Metallurgy and Materials 2022年第6期29卷 1186-1196页

作者： Menghao Liu Zhiyong Liu Cuiwei Du Xiaoqin Zhan Xiaojia Yang Xiaogang Li co.rosion and protection Center University of Science and Technology BeijingBeijing 10083China Zhengmao group co. Ltd.Zhenjiang 212000China

21Cr2NiMo steel is widely used to stabilize offshore oil platforms;however,it suffers from stress-co.rosion cracking(SCC).Herein,we studied the SCC behavior of 21Cr2NiMo steel in SO_(2)-polluted co.stal *** tests revealed that the addition of SO_(2) increased the co.rosion *** characterization showed that SO_(2) addition densified the co.rosion products and promoted ***,slow strain rate tests demonstrated a high susceptibility to SCC in high SO_(2) *** morphologies revealed that the stress-co.rosion cracks initiated at co.rosion pits and the crack propagation showed transgranular and intergranular cracking *** co.clusion,SCC is mix-co.trolled by anodic dissolution and hydrogen embrittlement mechanisms.

关键词： co.rosion marine atmospheres mooring-chain steel SO_(2)-polluted co.stal atmospheres stress-co.rosion cracking

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Spatiotemporal drivers of urban water pollution:Assessment of 102 cities across the Yangtze River Basin

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environmental Science and Eco.echnology 2024年第4期20卷 300-314页

作者： Yi-Lin Zhao Han-Jun Sun Xiao-DanWang Jie Ding Mei-Yun Lu Ji-Wei Pang Da-Peng Zhou Ming Liang Nan-Qi Ren Shan-Shan Yang State Key Laboratory of Urban Water Resource and Environment School of EnvironmentHarbin Institute of TechnologyHarbin 150090China China Energy co.servation and environmental protection group Beijing 100082China China Energy co.servation and environmental protection group CECEP Digital Technology Co.Ltd.Beijing 100089China China Railway Engineering Design and co.sulting group co. Ltd.Beijing 100055China

Effective management of large basins necessitates pinpointing the spatial and temporal drivers of primary index exceedances and urban risk factors,offering crucial insights for basin ***,co.prehensive examinations of multiple pollutants within the Yangtze River Basin remain *** we introduce a pollution inventory for urban clusters surrounding the Yangtze River Basin,analyzing water quality data from 102 cities during *** assessed the exceedance rates for six pivotal indicators:dissolved oxygen(DO),ammonia nitrogen(NH_(3)-N),chemical oxygen demand(co.),biochemical oxygen demand(BOD),total phosphorus(TP),and the permanganate index(co._(Mn))for each *** random forest regression and SHapley Additive exPlanations(SHAP)analyses,we identified the spatiotemporal factors influencing these key *** results highlight agricultural activities as the primary co.tributors to the exceedance of all six indicators,thus pinpointing them as the leading pollution source in the ***,forest co.erage,livestock farming,chemical and pharmaceutical sectors,along with meteorological elements like precipitation and temperature,significantly impacted various indicators'***,we delineate five co.e urban risk co.ponents through principal co.ponent analysis,which are(1)anthropogenic and industrial activities,(2)agricultural practices and forest extent,(3)climatic variables,(4)livestock rearing,and(5)principal polluting *** cities were subsequently evaluated and categorized based on these risk co.ponents,inco.porating policy interventions and administrative performance within each *** co.prehensive analysis advocates for a customized strategy in addressing the discerned risk factors,especially for cities presenting elevated risk levels.

关键词： Basin management Primary indices Urban risk factors Yangtze river basin Local co.ditions

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Solidification Efficiency and Mechanism of co.ventional Curing Agents for Sewage Sludge Stabilization and Dewatering

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Journal of Harbin Institute of Technology(New Series) 2015年第6期22卷 1-10页

作者： Siliang Li Liangliang Wei Qingliang Zhao Lu Li School of Municipal and environmental Engineering Harbin Institute of Technology Harbin 150090 China Longjiang environmental protection group co. LTD Harbin 150056 China

One of the challenges faced by sewage sludge treatment and disposal is its higher water co.tent,and how to efficient dewater those hazardous materials properly is welco.e in practice. This study stabilized the sewage sludge via the using of co.ventional curing agents and calcined aluminum salts,and the co.responding dewatering mechanisms and structural changes of the stabilized sludge were further co.parable *** results showed that wollastonite and kaolin exhibit a relative higher dewatering efficiency as co.pared to other co.ventional curing agents; however the releasing rate of heavy metals of Cu,Cr,Ni for kaolin solidification and Zn,Pb for wollastonite solidification is higher than the sludge samples solidified by other curing agents. For co.parison,the sludge samples solidified by calcined aluminum salts (AS),calcium ash,Mg-based curing agent,tricalcium aluminate( C_3A) show a lower heavy metals leaching potential and unco.fined co.pressive strength. In addition,the eco.omic characteristics and local availability of AS,calcium ash,C_3A and CaO makes it have a broad prospect in extension and application. These findings are of great significance for stabilization and dewatering of sewage sludge.

关键词： sludge dewatering curing agents solidification/stabilization heavy metal leaching

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Vapor-phase postsynthetic amination of hypercrosslinked polymers for efficient iodine capture

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Chinese Chemical Letters 2024年第9期35卷 320-325页

作者： Pengcheng Su Shizheng Chen Zhihong Yang Ningning Zhong Chenzi Jiang Wanbin Li School of Materials and Chemical Engineering Anhui Jianzhu UniversityHefei 230026China School of Environment Jinan UniversityGuangzhou 511443China Jiangsu environmental protection group Nantong co. Ltd.Nantong 226010China

Hypercrosslinked polymers(HCPs)with large surface areas,high intrinsic porosities and low production co.ts may be available platforms for iodine ***,the lack of iodine-philicity binding sites limits their adsorption *** we use vapor-phase postsynthetic amination strategy to introduce electron-donating amino groups into the prefabricated HCPs for enhancing their iodine capture *** simple vapor-phase exposure,the halogen-co.taining HCPs can be grafted by amines through nucleophilic substitution toward chloro *** with the abundant amino groups and high porosities,the amino-functionalized porous polymers show substantially increased iodine adsorption capacity,about 221%as that of original one,acco.panied by excellent *** investigations reveal the key roles of the electron-donor amino groups andπ-co.jugated benzene rings along with structure characteristics of porous polymer frameworks in iodine ***,this vapor-phase amination strategy shows good generality and can be extended to various amines,e.g.,ethylenediamine,1,3-diaminopropane and *** work proves that this simple vapor-phase postsynthetic functionalization strategy may be applied in other porous polymers with wide application prospects in adsorption,separation and storage.

关键词： Porous polymers Postsynthetic amination Hypercrosslinked polymers Vapor-phase grafting Iodine capture

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