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State of the art review on inorganic powders modified asphalt materials: Reducing the temperature of asphalt pavement 被引量:1
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作者 Chaohui Wang Tonghao Zhang +3 位作者 Anquan Li Dawei Zhao Luqing Liu Qian Chen 《Journal of Road Engineering》 2025年第2期279-296,共18页
To reduce the temperature diseases of asphalt pavement,improve the service quality of road and extend service life,the research of inorganic powders that reduce the temperature of asphalt pavements was systematically ... To reduce the temperature diseases of asphalt pavement,improve the service quality of road and extend service life,the research of inorganic powders that reduce the temperature of asphalt pavements was systematically sorted out.The common types,physicochemical properties and application methods of inorganic powders were defined.The road performances of modified asphalt and its mixture were evaluated.The modification mechanism of inorganic powders in asphalt was analyzed.On this basis,the cooling effect and cooling mechanism of inorganic powders was revealed.The results indicate that inorganic powders are classified into hollow,porous,and energy conversion types.The high-temperature performance of inorganic powders modified asphalt and its mixture is significantly improved,while there is no significant change in low-temperature performance and water stability.The average increase in rutting resistance factor(G*/sin(δ))and dynamic stability is 40%–72%and 30%–50%,respectively.The modification mechanism of inorganic powders in asphalt is physical blending.The thermal conductivity of hollow and porous inorganic powders modified asphalt mixture decreases by 30.05%and 43.14%,respectively.The temperature of hollow,porous and energy conversion inorganic powders modified asphalt mixture at 5 cm decreases by 2.3 ℃–3.5 ℃,0.8 ℃–3.7 ℃and 4.1 ℃–4.7℃,respectively.Hollow and porous inorganic powders block heat conduction,while energy conversion inorganic powders achieve cooling through their functional properties. 展开更多
关键词 Road materials COOLING Modified asphalt Inorganic powders PERFORMANCES
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Prediction of Shear Bond Strength of Asphalt Concrete Pavement Using Machine Learning Models and Grid Search Optimization Technique
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作者 Quynh-Anh Thi Bui Dam Duc Nguyen +2 位作者 Hiep Van Le Indra Prakash Binh Thai Pham 《Computer Modeling in Engineering & Sciences》 SCIE EI 2025年第1期691-712,共22页
Determination of Shear Bond strength(SBS)at interlayer of double-layer asphalt concrete is crucial in flexible pavement structures.The study used three Machine Learning(ML)models,including K-Nearest Neighbors(KNN),Ext... Determination of Shear Bond strength(SBS)at interlayer of double-layer asphalt concrete is crucial in flexible pavement structures.The study used three Machine Learning(ML)models,including K-Nearest Neighbors(KNN),Extra Trees(ET),and Light Gradient Boosting Machine(LGBM),to predict SBS based on easily determinable input parameters.Also,the Grid Search technique was employed for hyper-parameter tuning of the ML models,and cross-validation and learning curve analysis were used for training the models.The models were built on a database of 240 experimental results and three input variables:temperature,normal pressure,and tack coat rate.Model validation was performed using three statistical criteria:the coefficient of determination(R2),the Root Mean Square Error(RMSE),and the mean absolute error(MAE).Additionally,SHAP analysis was also used to validate the importance of the input variables in the prediction of the SBS.Results show that these models accurately predict SBS,with LGBM providing outstanding performance.SHAP(Shapley Additive explanation)analysis for LGBM indicates that temperature is the most influential factor on SBS.Consequently,the proposed ML models can quickly and accurately predict SBS between two layers of asphalt concrete,serving practical applications in flexible pavement structure design. 展开更多
关键词 Shear bond asphalt pavement grid search OPTIMIZATION machine learning
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Morphological Mechanism and Experimental Verification of Self-healing of Basalt-fiber Modified Water-soaked Asphalt
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作者 XIAO Minmin DONG Jinyong +2 位作者 LI Chunyan GUO Xu REN Jianguo 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2025年第1期171-186,共16页
This study investigates the mechanism of action of representative molecules of basalt fibers on the healing of water-soaked asphalt.Thermodynamic parameters,morphological characteristics,interfacial healing energy,and... This study investigates the mechanism of action of representative molecules of basalt fibers on the healing of water-soaked asphalt.Thermodynamic parameters,morphological characteristics,interfacial healing energy,and interfacial healing strength were analyzed using molecular dynamics and macroscopic tests under different time,temperature,and water conditions to evaluate the specific states and critical conditions involved in self-healing.The results indicate that basalt-fiber molecules can induce rearrangement and a combination of water-soaked asphalt at the healing interface.Hydroxyl groups with different bonding states increase the interfacial adsorption capacity of water-soaked asphalt.The interaction between basalt fiber molecules and water molecules leads to a"hoop"phenomenon,while aromatics-2 molecules exhibit a"ring band aggregation"phenomenon.The former reduces the miscibility of water and asphalt molecules,while the latter causes slow diffusion of the components.Furthermore,a micro-macro dual-scale comparison of interfacial healing strength was conducted at temperatures of 297.15 and 312.15 K to identify the strength transition point and critical temperature of 299.4 K during the self-healing process of basalt-fiber modified water-soaked asphalt. 展开更多
关键词 water-soaked asphalt basalt-fibers self-healing properties moisture status molecular characterization
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Graphene Oxide on Rheological and Self-healing Properties of Modified Asphalt
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作者 LIU Qinbao ZHAO Yan +1 位作者 GAO Honggang YAN Luchun 《材料科学与工程学报》 北大核心 2025年第1期80-89,共10页
Graphene oxide nanomaterials are increasingly used in various fields due to their superior properties.In order to study the influence of graphene oxide additives on the performance of modified asphalt,in this study,gr... Graphene oxide nanomaterials are increasingly used in various fields due to their superior properties.In order to study the influence of graphene oxide additives on the performance of modified asphalt,in this study,graphene oxide modified asphalt was prepared and characteristics was studied including the high deformation resistance performance and the self-healing property of modified asphalt.Functional groups and morphology of graphene oxide modified asphalt were described by Fourier transform infrared spectroscopy.The high deformation resistance performance and self-healing effect of asphalt samples were obtained through dynamic slear rheometer(DSR)test.Results shows that graphene oxide dispersions improve the performance of asphalt relatively well compared to graphene oxide powder.There is no chemical reaction between graphene oxide and asphalt,but physical connection.The addition of graphene oxide improved the high deformation resistance of modified asphalt and expedited the self-healing ability of asphalt under fatigue load. 展开更多
关键词 Graphene Oxide Modified asphalt Rheological property SELF-HEALING
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Effect of Dry-method SBS on the Performance of SBS-modified Epoxy Reclaimed Asphalt
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作者 YANG Ruochong YI Xingyu +1 位作者 YANG Jun WU Shuyin 《Journal of Wuhan University of Technology(Materials Science)》 2025年第3期757-768,共12页
The use of epoxy resin(EP)to prepare epoxy recycled asphalt mixture can achieve the reuse of 100%reclaimed asphalt pavement(RAP).However,the high stiffness and brittleness of epoxy resin result in insufficient crack r... The use of epoxy resin(EP)to prepare epoxy recycled asphalt mixture can achieve the reuse of 100%reclaimed asphalt pavement(RAP).However,the high stiffness and brittleness of epoxy resin result in insufficient crack resistance of mixture.To address the issue,dry-method styrene-butadiene-styrene(DSBS)and epoxy resin were mixed with aged asphalt to prepare SBS-modified epoxy reclaimed asphalt(SERA).The micro fusion characteristics and mechanical properties of SERA were evaluated,and the optimal DSBS dosage was determined based on various tests.The results show that adding DSBS can enable the tensile toughness and low-temperature performance of SERA with less EP content to reach or exceed the performance level of epoxy reclaimed asphalt(ERA)with higher EP content.At 30%EP content,the recommended dry-method SBS content is 9%;At 40%EP content,the recommended dry-method SBS content is 5%;When the EP content is 50%,the recommended dry-method SBS content is 7%. 展开更多
关键词 epoxy resin dry-method SBS aged asphalt reclaimed asphalt
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Application of isocyanate-based materials in asphalt pavement: A review
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作者 Xing Gong Quantao Liu +2 位作者 Haiqin Xu Huan Wang Shaopeng Wu 《Journal of Road Engineering》 2025年第2期261-278,共18页
Isocyanate and its products are playing an increasingly important role in the high-performance development of asphalt pavement,but researchers have always focused on polyurethane(PU),one of the isocyanate products,and... Isocyanate and its products are playing an increasingly important role in the high-performance development of asphalt pavement,but researchers have always focused on polyurethane(PU),one of the isocyanate products,and neglected the other roles of isocyanate-based materials in asphalt pavement.The application of isocyanate-based materials in asphalt pavement is still in the exploratory stage,and the research direction is not clear.It is necessary to summarize and propose research directions for the application of isocyanate-based materials in asphalt pavement.Therefore,this paper reviews the application of isocyanate-based materials in asphalt pavement,classifies the products synthesized from isocyanate for asphalt binder,introduces the application effects of different isocyanate-based materials in asphalt binder,and analyzes the limitations of each material.Meanwhile,the other roles of isocyanate-based materials in asphalt pavement,such as coating materials and adhesive materials,are summarized.Finally,the development direction of isocyanate-based materials in asphalt pavement is prospected.Isocyanate-based materials are expected to significantly increase the service life of asphalt pavement because of their excellent properties.With the advancement of technology,the application of isocyanate-based materials will become more and more common,promoting the sustainable development of road construction.This paper can provide a reference for the development and application of isocyanate-based materials in asphalt pavement. 展开更多
关键词 asphalt pavement Isocyanate-based material Polyurethane prepolymer POLYURETHANE Modified asphalt
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Self-healing Mechanism of Asphalt:Molecular Modeling and Shear-healing Test
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作者 WANG Yefei CHEN Hongyu +2 位作者 YUAN Yan XU Song JIANG Hewei 《Journal of Wuhan University of Technology(Materials Science)》 2025年第5期1372-1378,共7页
This study aims to investigate the intrinsic repair behavior of asphalt using molecular dynamics simulation.The Materials Studio software was employed to construct a virgin asphalt and SBS modified asphalt.The evaluat... This study aims to investigate the intrinsic repair behavior of asphalt using molecular dynamics simulation.The Materials Studio software was employed to construct a virgin asphalt and SBS modified asphalt.The evaluation of the two types of asphalt included diffusion coefficient,activation energy of diffusion,and pre-exponential factor.The self-healing performance of both virgin asphalt and SBS modified asphalt was then analyzed and verified through fatigue shear-healing tests.The molecular dynamics results indicate that the self-healing properties of both asphalts improve with increasing temperature.The time required for the cracked area to be filled was found to be shorter than the time needed for the asphalt material to recover its mechanical properties.Furthermore,the activation energy of diffusion for SBS modified asphalt was slightly higher compared to that of virgin asphalt,as observed in the experimental results.The self-healing speed and collision frequency of SBS modified asphalt were both faster than those of virgin asphalt,indicating that the self-healing performance of SBS modified asphalt is superior overall. 展开更多
关键词 asphalt binder molecular dynamics SELF-HEALING diffusion coefficient
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Application of nanomaterials on the performance of SBS modified asphalt binders and mixtures: A comprehensive review
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作者 Zakir Ullah Zengping Zhang +4 位作者 Hao Liu Jiajun Ji Qingxu Li Simon Pierre Rukundo Muhammad Bilal 《Journal of Road Engineering》 2025年第3期323-342,共20页
Presently,many asphalts and modified asphalts fail to satisfy long-term serviceability and durability criteria.Researchers are utilizing several asphalt modifiers to enhance the overall performance of flexible pavemen... Presently,many asphalts and modified asphalts fail to satisfy long-term serviceability and durability criteria.Researchers are utilizing several asphalt modifiers to enhance the overall performance of flexible pavements.This study consolidated findings from multiple research efforts on using nanomaterials for modifying SBS modified asphalt(SBS MA)and conducted a comprehensive literature review.Initially,it discussed the importance of SBS MA within asphalt modification systems and identified the key nanomaterials utilized in SBS modified asphalt.After this,it reviewed their preparation methods,dispersion and characterization techniques,and their impact on the key performance parameters of SBS MA binder and its mixture such as viscosity,rutting resistance,fatigue resistance,ageing and moisture damage etc.Additionally,it highlighted the advantages of nanomaterials over other modifiers.This study also addressed the challenges and limitations of incorporating nanomaterials in SBS MA.The findings indicated that when properly integrated,nanomaterials could significantly improve the performance of SBS MA,making them a promising addition to future road construction and maintenance projects.However,using nanomaterials for SBS MA modifications and mixtures has been challenged by limited practical applications,insufficient life cycle cost analyses,a lack of standardized guidelines,cost-effective nanomaterials and insufficient mixing procedures.Those areas require additional research to realise the potential application of nanomaterials in SBS modified asphalt modifications full. 展开更多
关键词 NANOMATERIALS SBS POLYMER Modified asphalt binder and mixes
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Viscous Flow Activation Energy and Short-Term Aging Resistance of SBS-Modified Asphalt Enhanced by PPA Oil-Grinding Activated MoS_(2)
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作者 Shun Chen Yingjie Wang +7 位作者 Xingyang He Ying Su Yingyuan Pan Yimin Cao Wentian Wang Chao Yang Bo Jiang Shaolin Zhang 《Fluid Dynamics & Materials Processing》 2025年第2期387-404,共18页
Styrene-butadiene-styrene(SBS)modified asphalt(SA)has long found effective applications in road construction materials.When combined with fillers,SBS-modified asphalt has demonstrated promising resistance to fatigue c... Styrene-butadiene-styrene(SBS)modified asphalt(SA)has long found effective applications in road construction materials.When combined with fillers,SBS-modified asphalt has demonstrated promising resistance to fatigue cracking caused by temperature fluctuations and aging.In this study,molybdenum disulfide(MoS_(2))and polyphosphoric acid(PPA)were ground in naphthenic oil(NO)and subjected to mechanical activation to create PPAmodified MoS_(2),referred to as OMS-PPA.By blending various ratios of OMS-PPA with SBS-modified asphalt,composite-modified asphalts were successfully developed to enhance their overall properties.To assess the mechanical characteristics and stability of these modified asphalts,various methods were employed,including penetration factor,flow activation energy,fluorescence microscopy,and dynamic shear rheology.Additionally,the short-term aging performance was evaluated using Fourier transform infrared(FTIR)spectroscopy and nanoindentation tests.The results revealed a 3.7%decrease in the penetration-temperature coefficient for SAOMS compared to SA,while 1-SA-OMS-PPA showed an even greater reduction of 7.1%.Furthermore,after short-term aging,carboxyl group generation in SA increased by 5.93%,while SA-OMS exhibited a smaller rise of 1.36%,and 1-SA-OMS-PPA saw an increase of just 0.93%.The study also highlighted significant improvements in the hardness of these materials.The hardness change ratio for SA-OMS decreased by 43.08%,while the ratio for 1-SA-OMS-PPA saw a notable reduction of 65.16% compared to unmodified SA.These findings suggest that OMS-PPA contributed to improvements in temperature sensitivity,particle dispersibility,and resistance to shortterm aging in asphalts.The results hold significant promise for the future development of advanced asphalt-based materials with potential high-value applications in flexible pavements for highways. 展开更多
关键词 Composite-modified asphalt GRINDING viscous flow activation energy short-term aging collaborated
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A comprehensive state-of-art review on the use of rejuvenators in asphalt pavement
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作者 Basant Bhatt Shenghua Wu 《Journal of Road Engineering》 2025年第1期1-20,共20页
The utilization of reclaimed asphalt pavement(RAP)in asphalt mixtures has gained momentum in recent years,yet concerns persist regarding the long-term performance and binder properties of high RAP content mixtures.To ... The utilization of reclaimed asphalt pavement(RAP)in asphalt mixtures has gained momentum in recent years,yet concerns persist regarding the long-term performance and binder properties of high RAP content mixtures.To overcome these challenges,rejuvenators have emerged as a promising solution to enhance the properties of aged asphalt binders and improve the overall performance of asphalt mixtures.This paper provides a comprehensive state-of-the-art review of rejuvenator technology and its potential to enhance the performance and sustainability of asphalt pavements.Rejuvenators are additives used to restore the properties of aged asphalt binders,particularly when incorporating high percentages of RAP.The performance of these additives varies based on their origin,and different methods can be used to analyze the rejuvenation process.Since proper specifications for rejuvenators are not available,blending charts are used to determine the optimum dosage of rejuvenators.However,proper blending must be achieved to maximize results and reduce the effect of black rock.Laboratory tests and some field performance studies on rejuvenated aged asphalt binders and RAP mixtures have shown improved or similar performance compared to virgin materials.Additionally,the use of rejuvenators has been observed to reduce construction costs,suggesting that this is a cost-effective technology for asphalt pavements.While rejuvenators show promise in improving the performance of pavements with recycled materials,challenges remain regarding optimization,long-term durability,and environmental effects.This review paper also identifies key areas for future research,including life-cycle cost analyses,comprehensive environmental impact assessments,and long-term field performance monitoring. 展开更多
关键词 Rejuvenator Recycling agent Reclaimed asphalt pavement Restoring functionality SUSTAINABILITY
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Review on composition properties,functionalization of bio-oil and its rejuvenation behavior and mechanism on aged asphalt
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作者 Peilong Li Lei Yue +4 位作者 Zhan Ding Xiuming Jiang Huifeng Li Linyu An Chenxi Tian 《Journal of Road Engineering》 2025年第1期21-34,共14页
The objective of this paper is to comprehensively review the research progress of bio-oil properties and hot rejuvenation behavior and mechanism to aged asphalt.The preparation process,composition characteristics of b... The objective of this paper is to comprehensively review the research progress of bio-oil properties and hot rejuvenation behavior and mechanism to aged asphalt.The preparation process,composition characteristics of bio-oils and their component correspondence with petroleum asphalt were compared.The diffusion and fusion effects of various bio-oils in aged asphalt were introduced.Bio-oil cannot be used as a direct alternative of petroleum asphalt,but it has the potential to effectively rejuvenate aged asphalt binders due to the component similarity with petroleum asphalt and good diffusion properties.For the asphalt rejuvenation,the functionalization treatment methods of bio-oil were discussed such as purification,composition modification and component conversion.The active groups and derivatives in bio-oil can be converted into the missing components of the aged binder through phenolate,grafting,polycondensation,resinifying,but the conversion process and mechanism are still unclear.From the perspectives of diffusion behavior,components regulation,dissolving asphaltene and micro-rejuvenation effect,the rejuvenation behavior and mechanism of bio-oil on aged asphalt were elaborated,and the effects of various types of bio-oil and aged asphalt on rejuvenation behavior were analyzed.The preparation process and dosage of bio-rejuvenator were summarized.The rejuvenation effects of bio-oil on aged asphalt were comprehensively investigated from the aspects of high and low temperature performances,rheological properties,microstructure and chemical composition of bio-rejuvenated asphalt binders.Finally,the limitations of bio-oil used as asphalt rejuvenators were discussed,and future research directions were prospected,which can provide reference and theoretical basis for the development of high-performance bio-oil rejuvenating agents and the engineering application of bio-oil to improve the properties of aged asphalt materials. 展开更多
关键词 Road engineering BIO-OIL Aged asphalt binder Rejuvenator Rejuvenation behavior Rejuvenating method
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Laboratory performance of sustainable stone matrix asphalt mixtures utilizing electric arc furnace slag and waste plastic
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作者 Shiva Kumar Govindaraju Nitin Gopanahally Chandrasekharaiah +3 位作者 Gurudeep Ganesh Sunil Siddaraju Ujwal Mallaiah Sudhamani Hanumanahally Kambada Ramaraju 《Journal of Road Engineering》 2025年第3期343-352,共10页
This research examined the feasibility of incorporating electric arc furnace(EAF)slag and waste plastic into stone matrix asphalt(SMA)mixtures.With annual global production of over 70 million tons of EAF slag and 300 ... This research examined the feasibility of incorporating electric arc furnace(EAF)slag and waste plastic into stone matrix asphalt(SMA)mixtures.With annual global production of over 70 million tons of EAF slag and 300 million tons of plastic waste,repurposing these materials could yield substantial environmental benefits.The research evaluated SMA mixtures with EAF slag as aggregate replacement and waste plastic as a binder modifier.The research aimed to develop sustainable SMA formulations while promoting recycling of industrial byproducts.Laboratory experiments were conducted to evaluate mix design characteristics,drain-down potential,abrasion resistance,rutting resistance,moisture susceptibility,fatigue performance,and stiffness of modified SMA mixtures.The addition of waste plastic,ranging from 4%,6%,8%and 12%by weight of bitumen,demonstrated significant improvements in key properties.Results showed that waste plastic reduced the optimum binder content and increased voids in the mineral aggregate.EAF slag mixtures demonstrated improved drain-down characteristics and moisture susceptibility.Both rutting resistance and fatigue life increased significantly with waste plastic content,with EAF slag mixtures consistently outperforming those made with conventional aggregates.Ultrasonic pulse velocity tests indicated higher stiffness in modified mixtures.The optimal waste plastic content was determined to be 8%by weight of bitumen.Statistical analysis confirmed significant effects of both EAF slag and waste plastic on multiple performance parameters.These findings highlight the potential of incorporating industrial byproducts into SMA mixtures to achieve high-performance road construction solutions,offering a viable pathway for addressing global waste management challenges. 展开更多
关键词 Stone matrix asphalt Electric arc furnace slag Waste plastic SUSTAINABILITY
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Roller-compacted geopolymer concrete mixes with recycled asphalt pavement material
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作者 Avinash Talkeri Raghuram Chinnabhandar Harish Sagar 《Journal of Road Engineering》 2025年第1期106-115,共10页
The performance of roller compacted concrete(RCC)was greatly influenced by variations in material proportion,optimum moisture content,density of mixes and methodology adopted making it different from conventional conc... The performance of roller compacted concrete(RCC)was greatly influenced by variations in material proportion,optimum moisture content,density of mixes and methodology adopted making it different from conventional concrete mixes.Even though RCC has gained popularity,the complex phenomenon involved in developing the RCC mixes limits it from large-scale applications.In this study,reclaimed asphalt pavement(RAP)incorporated roller-compacted geopolymer concrete(RGC)mixes were developed herein with different compaction techniques such as vibratory hammer(VH),modified proctor(MP),vibration table(VT)and compression machine(CM)are studied and compared with control mixes of natural aggregates.Initially,the effect of alkali solutions such as sodium hydroxide(SH)and sodium silicate(SS)on the physical properties.During,the second phase mechanical properties such as dry density,compressive,flexural and split-tensile strength,modulus of elasticity and microstructure properties will be investigated.The test results revealed that compaction efforts were greatly influenced by the alkali solution.Furthermore,the poor bond characteristics between RAP and the binder matrix had a significant effect on strength properties.Also,the various compaction techniques affected the mechanical properties of mixes developed herein.In Comparison with various compaction efforts,VH and MP produced comparable results,whereas the VT method underestimated and overestimated the various strength properties.Although,the CM method reports comparable results but difficult to maintain consistency in strength aspects.Therefore,optimization of various parameters influencing the concrete properties needs to be achieved for field density. 展开更多
关键词 Reclaimed asphalt pavement Roller compacted geopolymer concrete Modified proctor Alkali solution
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Soft computing applications in asphalt pavement:A comprehensive review of data-driven techniques using response surface methodology and machine learning
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作者 Nura Shehu Aliyu Yaro Muslich Hartadi Sutanto +6 位作者 Mohd Rosli Hainin Noor Zainab Habib Aliyu Usman Muhammad Sani Bello Surajo Abubakar Wada Abiola Usman Adebanjo Ahmad Hussaini Jagaba 《Journal of Road Engineering》 2025年第2期129-163,共35页
The asphalt pavement industry is transforming because of the growing influence of artificial intelligence and industrial digitization.As a result of this shift,there is a stronger emphasis on advanced statistical appr... The asphalt pavement industry is transforming because of the growing influence of artificial intelligence and industrial digitization.As a result of this shift,there is a stronger emphasis on advanced statistical approaches like optimization tools like response surface methodology(RSM)and machine learning(ML)techniques.The goal of this paper is to provide a scientometric and systematic review of the application of RSM and ML applications in data-driven approaches such as optimizing,modeling,and predicting asphalt pavement performance to achieve sustainable asphalt pavements in support of numerous sustainable development goals(SDGs).These include Goals 9(sustainable infrastructure),11(urban resilience),12(sustainable construction strategies),13(climate action through optimized materials),and 17(multidisciplinary interaction).A thorough search of the ScienceDirect,Web of Science,and Scopus databases from 2010 to 2023 yielded 1249 relevant records,with 125 studies closely examined.Over the last thirteen years,there has been significant research growth in RSM and ML applications,particularly in ML-based pavement optimization.The study shows that the topic has a global presence,with notable contributions from Asia,North America,Europe,and other continents.Researchers have concentrated on utilizing sophisticated ML models such as support vector machines(SVM),artificial neural networks(ANN),and Bayesian networks for prediction.Also,the integration of RSM and ML provides a faster and more efficient method for analyzing large datasets to optimize asphalt pavement performance variables.Key contributors include the United States,China,and Malaysia,with global efforts focused on sustainable materials and approaches to reduce impact on the environment.Furthermore,the review demonstrates the integrated use of RSM and ML as transformative tools for improving sustainability,which contributes significantly to SDGs 9,11,12,13,and 17.Providing valuable insights for future research and guiding decision-making for soft computing applications for asphalt pavement projects. 展开更多
关键词 Response surface methodology Machine learning asphalt pavement Optimization soft computing PREDICTION
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Waste asphalt derived hierarchically porous carbon for high-performance electrocatalytic hydrogen gas capacitors
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作者 Touqeer Ahmad Zhengxin Zhu +7 位作者 Muhammad Sajid Weiping Wang Yirui Ma Mohsin Ali Nawab Ali Khan Shuang Liu Zuodong Zhang Wei Chen 《International Journal of Minerals,Metallurgy and Materials》 2025年第6期1461-1470,共10页
Along with the surging demand for energy storage devices,the cost and availability of the materials remain dominant factors in slowing down their industrial application.The repurposing of waste asphalt into high-perfo... Along with the surging demand for energy storage devices,the cost and availability of the materials remain dominant factors in slowing down their industrial application.The repurposing of waste asphalt into high-performance electrode materials is of significant interest,as it holds the potential to circumvent energy and environmental issues.Here,we report the controllable synthesis of asphalt-derived mesoporous carbon as an active material for electrocatalytic hydrogen gas capacitor(EHGC).The hierarchically porous carbon(HPC)with a high surface area of 1943.4 m^(2)·g^(-1)can operate in pH universal aqueous electrolytes in EHGC.It displays a specific energy and power density of 57 Wh·kg^(-1)and 554 W·kg^(-1)in neutral electrolyte as well as 52 Wh·kg^(-1)and 657 W·kg^(-1)in acidic electrolyte.Additionally,the charge storage mechanism of HPC-EHGC is studied with the help of Raman spectroscopy and X-ray photoelectron spectroscopy.Furthermore,the assembled HPC-EHGC device displays a discharge capacitance of 170 F·g^(-1)with an excellent capacitance retention rate of 100%up to 20000 cycles at 10 A·g^(-1)in acidic electrolyte.This work introduces a novel approach to converting waste asphalt into high-performance carbon for EHGC,achieving superior performance over commercial materials.By simultaneously addressing environmental waste issues and advancing energy storage technology,this study makes a significant contribution to sustainable materials science and next-generation battery development. 展开更多
关键词 asphalt hierarchically porous carbon hydrogen gas pH universal electrolyte electrocatalytic hydrogen gas capacitor
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Nonlinear rheological behavior of asphalt based on large amplitude oscillation shear test under different loading,aging,and modification conditions
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作者 Jiaqiu Xu Zijia Wang +3 位作者 Zepeng Fan Junfu Liu Guoyang Lu Dawei Wang 《Journal of Road Engineering》 2025年第1期48-64,共17页
To reveal the effects of environmental and loading conditions, as well as asphalt properties on the nonlinear rheological behavior of asphalt, the large amplitude oscillation shear(LAOS) test was introduced, and the F... To reveal the effects of environmental and loading conditions, as well as asphalt properties on the nonlinear rheological behavior of asphalt, the large amplitude oscillation shear(LAOS) test was introduced, and the Fourier transform rheology, Lissajous curve method, and the LAOS fatigue test have been applied to investigate the nonlinear rheological behavior of asphalt binders. The research results indicate that a decrease in temperature, an increase in shear frequency and strain level, the introduction of polymer modifiers, and the aging effect of asphalt can significantly increase the nonlinearity of asphalt, manifested by the higher relative magnitude of the third harmonic and zero-strain nonlinear coefficient. For the two polymer modifiers selected in this study, the 4%polyurethane modifier exhibits a higher nonlinear lifting effect than the 4% styrene-butadiene-styrene(SBS). The impact of long-term aging on nonlinear viscoelasticity is observably greater than that of short-term aging. The zero-strain nonlinear coefficient estimated based on the average value method can accurately characterize the nonlinear viscoelasticity of asphalt, which can serve as an effective supplement to the relative magnitude of the third harmonic. All asphalts exhibit shear thinning behavior under the test temperature of 24℃, and the decrease in test temperature, the increase in shear rate and strain level, the introduction of modifiers, and the aging effect of asphalt all exacerbate the shear thinning behavior of asphalt. In addition, the fatigue failure process of asphalt materials is accompanied by an increasing degree of nonlinearity. 展开更多
关键词 Nonlinear viscoelasticity Polymer modified asphalt Large amplitude shear oscillation Rheological behavior Shear thinning
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CFD Modeling to Evaluate User Safety by Using Flame Retardants in Asphalt Road Pavements during Large Tunnel Fires
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作者 Ciro Caliendo Isidoro Russo Gianluca Genovese 《Computer Modeling in Engineering & Sciences》 2025年第7期693-715,共23页
Road pavements in tunnels are usually made of asphalt mixtures,which,unfortunately,are flammable materials.Hence,this type of pavement could release heat,and more specifically smoke,in the event of a tunnel fire,there... Road pavements in tunnels are usually made of asphalt mixtures,which,unfortunately,are flammable materials.Hence,this type of pavement could release heat,and more specifically smoke,in the event of a tunnel fire,thereby worsening the environmental conditions for human health.Extensive research has been conducted in recent years to enhance the fire reaction of traditional asphalt mixtures for the road pavements used in tunnels.The addition of the Flame Retardants(FRs)in conventional asphalt mixtures appears to be promising.Nevertheless,the potential effects of the FRs in terms of the reduction in consequences on tunnel users in the event of a large fire do not seem to have been sufficiently investigated by using fluid dynamics analysis as a computational tool.Given this gap of knowledge,this article aims to quantitatively evaluate whether the use of flame-retarded asphalt mixtures,as opposed to traditional ones without FRs,might mitigate the adverse effects on the safety of evacuees and fire brigade by performing numerical analyses in the case of a tunnel fire.To achieve this goal,3D Computational Fluid Dynamics(CFD)models,which were executed using the Fire Dynamics Simulator(FDS)tool,were established in the case of a major fire of a Heavy Goods Vehicle(HGV)characterized by a maximum Heat Release Rate(HRRmax)of 100 MW.The people evacuation process was also simulated,and the Evac tool was used.Compared to the traditional asphalt pavements without FRs,the simulation findings indicated that the addition of the FRs causes a reduction in CO and CO_(2)levels in the tunnel during the aforementioned fire,with a minor number of evacuees being exposed to the risk of incapacity to self-evacuate,as well as certain safety benefits for the operability of the firefighters entering the tunnel downstream of the fire when the tunnel is naturally ventilated. 展开更多
关键词 asphalt pavement combustion flame retardants road tunnel fire CFD modeling user safety operability of fire brigade
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Towards sustainable pavement construction: A review of the degree of blending in hot recycled asphalt mixture
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作者 Ziming Liu Shi Dong +1 位作者 Kun Xi Hainian Wang 《Journal of Road Engineering》 2025年第3期427-451,共25页
The use of hot recycled asphalt mixture(HRAM)allows for a reduction in the depletion of non-renewable resources and presents environmental benefits.However,concerns arise regarding the performance of HRAM due to the l... The use of hot recycled asphalt mixture(HRAM)allows for a reduction in the depletion of non-renewable resources and presents environmental benefits.However,concerns arise regarding the performance of HRAM due to the lower degree of blending(DOB)of virgin and aged asphalt(V&A asphalt).This paper aims to provide an up-to-date review on the DOB of V&A asphalt in HRAM.Initially,the paper introduces the DOB of V&A asphalt,followed by an analysis of the blending theory,evaluation methods,and influencing factors of DOB.Subsequently,the effect of DOB on the performance of HRAM is investigated,and molecular dynamic simulation is utilized to analyze the blend of V&A asphalt.Finally,methods for improving DOB are summarized.It was found that the use of high-resolution microscopy with tracer methods such as SEM/EDS was an effective way to characterize DOB.Furthermore,the chemical composition and colloid structure between virgin and aged asphalt are crucial to DOB.Additionally,improving DOB by utilizing the coupling effect of time and temperature during transportation,paving,and compaction stages is promising.Future research should focus on standardizing test methods,refining field simulation models,and developing intelligent construction technologies to achieve more efficient and durable blending.This review provides theoretical guidance and practical references for improving the DOB of V&A asphalt and promoting sustainable pavement construction. 展开更多
关键词 Sustainable pavement Hot recycled asphalt mixture Degree of blending Evaluation methods Indicators Molecular dynamics simulation
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RAP agglomeration and partial blending of recycled hot mix asphalt: A literature review
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作者 Xinman Ai Zhongshi Pei +4 位作者 Ke Xu Wenyi Zhou Ying Wang Decheng Feng Junyan Yi 《Journal of Road Engineering》 2025年第2期230-243,共14页
Current mix design practices typically assume total blending and use the white curve of reclaimed asphalt pavement(RAP)to determine the gradation and optimum asphalt content(OAC)of recycled hot mix asphalt(HMA),often ... Current mix design practices typically assume total blending and use the white curve of reclaimed asphalt pavement(RAP)to determine the gradation and optimum asphalt content(OAC)of recycled hot mix asphalt(HMA),often overlooking the effects of RAP agglomeration and partial blending.This oversight can result in unsatisfactory performance,particularly when higher RAP content is used.Therefore,this paper reviews and discusses strategies for adjusting the mix design of recycled HMA to enhance its in-service performance.The discussion begins with RAP particle agglomeration,a significant phenomenon that significantly impacts the aggregate gradation of recycled HMA.Subsequently,detection methods to clarify the blending between virgin and RAP binders are described.Partial blending between RAP and virgin binders is common,and various indexes have been proposed to quantify the blending degree.Finally,the adjusted mix design method of recycled HMA is presented,emphasizing gradation optimization and corrected OAC.Gradation optimization should account for RAP agglomeration,while the corrected OAC should consider particle blending.Recycled HMA using the adjusted mix design exhibits improved crack resistance and fatigue life without substantially impairing rutting performance.This review aims to help both academics and highway agencies maximize the utilization of RAP materials within sustainable pavement frameworks. 展开更多
关键词 Recycled HMA Adjusted mix design RAP agglomeration Blending between RAP binder and virgin binder Gradation optimization Corrected optimum asphalt content(OAC)
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Laboratory evaluation of epoxy resin modified asphalt mixtures 被引量:13
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作者 钱振东 罗桑 王建伟 《Journal of Southeast University(English Edition)》 EI CAS 2007年第1期117-121,共5页
The pavement performance of epoxy resin modified asphalt mixtures was investigated by the Marshall test, the indirect tensile test, the rutting test, the three-pointed bending test and the composite beam fatigue test.... The pavement performance of epoxy resin modified asphalt mixtures was investigated by the Marshall test, the indirect tensile test, the rutting test, the three-pointed bending test and the composite beam fatigue test. In comparison with the performance of epoxy resin modified asphalt mixtures, the performance of stone matrix asphalt mixtures (SMA10) was also investigated. The rutting test and composite beam fatigue test results show that the epoxy resin modified asphalt mixtures can improve permanent deformation and fatigue characteristics. They also show lower temperature susceptibility and greater resistance to moisture damage compared to the SMA10. Findings from the research indicate that the epoxy resin modified asphalt mixture provides an optional material for the pavement of long-span steel bridges in China due to profound performance and economic advantages. 展开更多
关键词 epoxy resin modified asphalt epoxy resin modified asphalt mixture PAVEMENT strength performance
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