Pub Date : 2024-08-13DOI: 10.1007/s40996-024-01553-z
Samuel Santosa, Antoni Antoni, Djwantoro Hardjito
The utilization of fly ash as a waste product of coal combustion is currently limited to being a supplementary cementitious material. Fly ash integrates well with cement, demonstrating favorable qualities in concrete such as good workability, high ultimate strength, and durability. However, the use of fly ash in very high proportions has not been extensively explored due to its weakness in early strength development in concrete. Methods have been investigated to enhance the early compressive strength and compressive strength of very-high-volume fly ash mortar. This research explores the incorporation of fly ash at a very high percentage (80%), also known as very-high-volume fly ash (VHVFA), into mortar using low-molarity alkali solution and thermal activation. The activation of fly ash is examined through alkali activation, specifically utilizing sodium hydroxide (NaOH) solution, and thermal activation involving temperature and activation time. Pre-activating Class F fly ash for 2 h using a 0.3 M NaOH solution at a temperature of 60 °C increased the early compressive strength (at 7 days) by 35% and the compressive strength at 28 days by 12%. Pre-activation for 30 min at room temperature with a 1 M NaOH activator was able to increase the early compressive strength of VHVFA mortar (at 7 days) by 79% for Class C fly ash and by 43% at 28 days. In this study, it is shown that through the use of low-molarity alkali solution and thermal activation, the compressive strength of VHVFA mortar can be increased whether using Class F fly ash or Class C fly ash.
粉煤灰作为煤炭燃烧产生的废料,其利用目前仅限于作为一种辅助胶凝材料。粉煤灰与水泥结合良好,在混凝土中表现出良好的工作性、高极限强度和耐久性。然而,由于粉煤灰在混凝土早期强度发展方面的弱点,人们尚未广泛探索如何使用高比例的粉煤灰。人们一直在研究如何提高超高比例粉煤灰砂浆的早期抗压强度和抗压强度。本研究探讨了使用低摩尔碱溶液和热活化法在砂浆中掺入高比例(80%)粉煤灰(也称为超高容粉煤灰(VHVFA))的方法。通过碱活化(特别是利用氢氧化钠(NaOH)溶液)以及涉及温度和活化时间的热活化,对粉煤灰的活化进行了研究。使用 0.3 M NaOH 溶液在 60 °C 的温度下对 F 级粉煤灰进行 2 小时的预活化,早期抗压强度(7 天)提高了 35%,28 天抗压强度提高了 12%。使用 1 M NaOH 活化剂在室温下预活化 30 分钟可使 C 级粉煤灰的 VHVFA 砂浆早期抗压强度(7 天)提高 79%,28 天时提高 43%。这项研究表明,通过使用低摩尔碱溶液和热活化剂,无论是使用 F 级粉煤灰还是 C 级粉煤灰,都能提高 VHVFA 砂浆的抗压强度。
{"title":"Enhancing Compressive Strength of Very High Volume Fly Ash Concrete Using Low Molarity Alkali Soluti on and Thermal Activation","authors":"Samuel Santosa, Antoni Antoni, Djwantoro Hardjito","doi":"10.1007/s40996-024-01553-z","DOIUrl":"https://doi.org/10.1007/s40996-024-01553-z","url":null,"abstract":"<p>The utilization of fly ash as a waste product of coal combustion is currently limited to being a supplementary cementitious material. Fly ash integrates well with cement, demonstrating favorable qualities in concrete such as good workability, high ultimate strength, and durability. However, the use of fly ash in very high proportions has not been extensively explored due to its weakness in early strength development in concrete. Methods have been investigated to enhance the early compressive strength and compressive strength of very-high-volume fly ash mortar. This research explores the incorporation of fly ash at a very high percentage (80%), also known as very-high-volume fly ash (VHVFA), into mortar using low-molarity alkali solution and thermal activation. The activation of fly ash is examined through alkali activation, specifically utilizing sodium hydroxide (NaOH) solution, and thermal activation involving temperature and activation time. Pre-activating Class F fly ash for 2 h using a 0.3 M NaOH solution at a temperature of 60 °C increased the early compressive strength (at 7 days) by 35% and the compressive strength at 28 days by 12%. Pre-activation for 30 min at room temperature with a 1 M NaOH activator was able to increase the early compressive strength of VHVFA mortar (at 7 days) by 79% for Class C fly ash and by 43% at 28 days. In this study, it is shown that through the use of low-molarity alkali solution and thermal activation, the compressive strength of VHVFA mortar can be increased whether using Class F fly ash or Class C fly ash.</p>","PeriodicalId":14550,"journal":{"name":"Iranian Journal of Science and Technology, Transactions of Civil Engineering","volume":"232 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2024-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142195008","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-08-13DOI: 10.1007/s40996-024-01568-6
Narges Hashemi, Babak Mirbaha, Ali Abdi Kordani, Seyed Mohsen Hosseinian
In an era of intense competition and declining profits, airlines are increasingly focused on understanding and meeting customer needs to enhance service quality and attract more passengers. Previous studies have often treated airline choice as a function of observed variables alone. This research fills the gap by incorporating latent psychological factors using a hybrid modeling approach, providing a more holistic view of the decision-making process. In this study, an attempt was made to examine the personal and travel characteristics of passengers and their impact on airline choice at Mehrabad International Airport, Iran. To identify the structures of latent variables, exploratory factor analysis (EFA) and confirmatory factor analysis (CFA) were used, and they were then presented to a multinomial logit-factor analysis (MNL-FA) hybrid approach as observed variables for the choice model of airline and ticket price. The results of EFA indicated that the number of samples was sufficient for this analysis and FA was appropriate to identify the structure of the factor model. CFA results showed that compatible people paid more attention to airline tangibles and image in airline choice. Also, more extroverted people paid more attention to airline costs and image. Moreover, people with higher conscientiousness paid less attention to airline tangibles in airline choice and the costs associated with an airline were less influential in the choice by these people. Results also indicated that neurotic people were sensitive to airline tangibles, costs and flight planning when choosing an airline, and people who were more eager for new experiences paid more attention to tangibles, image and cost factors when choosing an airline, and were less sensitive to flight planning. MNL-FA hybrid model results showed that monthly family expenses above 250$, morning flight time, self-employment, travel with friends, number of vehicles in family ownership, housekeeper and three or more vehicles in family ownership were among the effective factors affecting the choice of the ticket price of an airline. Furthermore, the personality characteristics of compatibility and conscientiousness had positive effects on the choice of airline and ticket price, respectively.
{"title":"Modeling Airline Choice Behavior Based on Observed and Latent Variables Using Structural Equation Modeling and Multinomial Logit-Factor Analysis Hybrid Approach","authors":"Narges Hashemi, Babak Mirbaha, Ali Abdi Kordani, Seyed Mohsen Hosseinian","doi":"10.1007/s40996-024-01568-6","DOIUrl":"https://doi.org/10.1007/s40996-024-01568-6","url":null,"abstract":"<p>In an era of intense competition and declining profits, airlines are increasingly focused on understanding and meeting customer needs to enhance service quality and attract more passengers. Previous studies have often treated airline choice as a function of observed variables alone. This research fills the gap by incorporating latent psychological factors using a hybrid modeling approach, providing a more holistic view of the decision-making process. In this study, an attempt was made to examine the personal and travel characteristics of passengers and their impact on airline choice at Mehrabad International Airport, Iran. To identify the structures of latent variables, exploratory factor analysis (EFA) and confirmatory factor analysis (CFA) were used, and they were then presented to a multinomial logit-factor analysis (MNL-FA) hybrid approach as observed variables for the choice model of airline and ticket price. The results of EFA indicated that the number of samples was sufficient for this analysis and FA was appropriate to identify the structure of the factor model. CFA results showed that compatible people paid more attention to airline tangibles and image in airline choice. Also, more extroverted people paid more attention to airline costs and image. Moreover, people with higher conscientiousness paid less attention to airline tangibles in airline choice and the costs associated with an airline were less influential in the choice by these people. Results also indicated that neurotic people were sensitive to airline tangibles, costs and flight planning when choosing an airline, and people who were more eager for new experiences paid more attention to tangibles, image and cost factors when choosing an airline, and were less sensitive to flight planning. MNL-FA hybrid model results showed that monthly family expenses above 250$, morning flight time, self-employment, travel with friends, number of vehicles in family ownership, housekeeper and three or more vehicles in family ownership were among the effective factors affecting the choice of the ticket price of an airline. Furthermore, the personality characteristics of compatibility and conscientiousness had positive effects on the choice of airline and ticket price, respectively.</p>","PeriodicalId":14550,"journal":{"name":"Iranian Journal of Science and Technology, Transactions of Civil Engineering","volume":"40 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2024-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142195190","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-08-13DOI: 10.1007/s40996-024-01592-6
Musa Yıldırım, Rabia Tutkun
The reuse of waste materials that are released in large quantities is crucial for environmental health. A reasonable solution is to embed waste materials in concrete, since concrete is the most consumed material after water. In this study, CNC (Computer Numerical Control) milling waste, which is generated in large quantities worldwide, was utilized as steel fiber. The waste was added to cementitious mortar mixtures in three different volume ratios. The mortars were exposed to temperatures of 400 °C, 600 °C, and 800 °C, and their post-temperature properties were investigated. Physical analysis, compressive strength, flexural strength, ultrasonic pulse velocity (UPV), and mass loss experiments were conducted. The CNC milling waste (CNCW) showed excellent compatibility with the mortar structure due to its physical and chemical properties. They maintained this accordance against elevated temperatures and provided superior residual properties. Due to their rough and irregular shape, the waste exhibited crack-resistant behavior and prevented the occurrence of temperature-induced cracks. As the amount of waste used and the level of temperature exposure increased, the contribution of the waste to strength also improved. Compared to the control specimens, the CNCW protected the compressive strength, flexural strength, UPV, and mass loss of the mortars by up to 70.74%, 85.10%, 22.63%, and 14.24%, respectively. Finally, this study has demonstrated that CNCW can be effectively used as steel fiber in mortars and that the incorporation of CNCW enhances the high-temperature resistance of these mortars.
{"title":"Developing of High Temperature Resistance Cementitious Composites by Using CNC Milling Waste","authors":"Musa Yıldırım, Rabia Tutkun","doi":"10.1007/s40996-024-01592-6","DOIUrl":"https://doi.org/10.1007/s40996-024-01592-6","url":null,"abstract":"<p>The reuse of waste materials that are released in large quantities is crucial for environmental health. A reasonable solution is to embed waste materials in concrete, since concrete is the most consumed material after water. In this study, CNC (Computer Numerical Control) milling waste, which is generated in large quantities worldwide, was utilized as steel fiber. The waste was added to cementitious mortar mixtures in three different volume ratios. The mortars were exposed to temperatures of 400 °C, 600 °C, and 800 °C, and their post-temperature properties were investigated. Physical analysis, compressive strength, flexural strength, ultrasonic pulse velocity (UPV), and mass loss experiments were conducted. The CNC milling waste (CNCW) showed excellent compatibility with the mortar structure due to its physical and chemical properties. They maintained this accordance against elevated temperatures and provided superior residual properties. Due to their rough and irregular shape, the waste exhibited crack-resistant behavior and prevented the occurrence of temperature-induced cracks. As the amount of waste used and the level of temperature exposure increased, the contribution of the waste to strength also improved. Compared to the control specimens, the CNCW protected the compressive strength, flexural strength, UPV, and mass loss of the mortars by up to 70.74%, 85.10%, 22.63%, and 14.24%, respectively. Finally, this study has demonstrated that CNCW can be effectively used as steel fiber in mortars and that the incorporation of CNCW enhances the high-temperature resistance of these mortars.</p>","PeriodicalId":14550,"journal":{"name":"Iranian Journal of Science and Technology, Transactions of Civil Engineering","volume":"107 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2024-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142195005","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-08-07DOI: 10.1007/s40996-024-01574-8
Ali Kheyroddin, Mehran Akhavan Salmassi, Mahdi Kioumarsi
Nowadays, the helipad is considered on the roofs of tall buildings to accommodate air taxi services or evacuation in case of a major fire outbreak. On the other hand, lateral load systems play an essential role in tall buildings. In tall buildings, the reinforced concrete end shear walls connect the ends of two reinforced concrete shear walls in all stories to reduce tensions in the end wings. Accordingly, this research compared two 30-story models of reinforced concrete buildings with helipads on top with and without end shear walls. Helipads in two tall buildings should consider both the essential area for touchdown and liftoff and the area where a helicopter begins to move into forward flight during takeoff final approach and takeoff or hovers or lands (approach maneuver). The mentioned tall buildings were subjected to helipad load. Based on the results, the first period and maximum drift story declined by 52% and 47% in 30-story by end shear walls, respectively. In addition, statistical analysis was used for further investigation. The related results showed that skewness and kurtosis coefficients were reduced by 18% and 70% in the 30-story building with an end shear wall and a helipad. The consequences presented suitable performance end shear walls in the tall reinforced concrete building with end shear walls and helipads for personal transportation.
{"title":"The Impact of End Shear Walls on the Behavior of Reinforced Concrete Tall Buildings with Helipad for Personal Transportation","authors":"Ali Kheyroddin, Mehran Akhavan Salmassi, Mahdi Kioumarsi","doi":"10.1007/s40996-024-01574-8","DOIUrl":"https://doi.org/10.1007/s40996-024-01574-8","url":null,"abstract":"<p>Nowadays, the helipad is considered on the roofs of tall buildings to accommodate air taxi services or evacuation in case of a major fire outbreak. On the other hand, lateral load systems play an essential role in tall buildings. In tall buildings, the reinforced concrete end shear walls connect the ends of two reinforced concrete shear walls in all stories to reduce tensions in the end wings. Accordingly, this research compared two 30-story models of reinforced concrete buildings with helipads on top with and without end shear walls. Helipads in two tall buildings should consider both the essential area for touchdown and liftoff and the area where a helicopter begins to move into forward flight during takeoff final approach and takeoff or hovers or lands (approach maneuver). The mentioned tall buildings were subjected to helipad load. Based on the results, the first period and maximum drift story declined by 52% and 47% in 30-story by end shear walls, respectively. In addition, statistical analysis was used for further investigation. The related results showed that skewness and kurtosis coefficients were reduced by 18% and 70% in the 30-story building with an end shear wall and a helipad. The consequences presented suitable performance end shear walls in the tall reinforced concrete building with end shear walls and helipads for personal transportation.</p>","PeriodicalId":14550,"journal":{"name":"Iranian Journal of Science and Technology, Transactions of Civil Engineering","volume":"7 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2024-08-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141949516","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-08-06DOI: 10.1007/s40996-024-01571-x
Nadir Murtaza, Ghufran Ahmed Pasha, Norio Tanaka, Usman Ghani, Naveed Anjum, Kashif Iqbal
Emergent vegetation in an open channel is a significant factor in flow resistance and has greater influence on flow characteristics. This paper aims to compare the significance of emergent vegetation under various flow conditions including sub and supercritical flow conditions. The methodology utilizes two types of flow condition (sub and supercritical flow), and each type was further considered on the basis of varying discharge and constant channel bed slope and vice versa. For example, under subcritical flow Froude number was defined as a (Fr(CD-VS) represent Froude number under constant discharge and varying channel bed slope) and (Fr(CS-VD) represent Froude number under constant channel bed slope and varying discharge). A similar flow condition was defined under supercritical flow conditions. Various parameters such as backwater rise, hydraulic jump, energy reduction, fluid force (RFI%) and moment index reduction (RMI%) as well as reduction of overflow volume (∆Q%) were investigated. The result has been explained in two phases such as sub and supercritical flow. Under sub-critical flow, an undulated hydraulic jump was observed on the downstream side of the vegetation and a maximum energy reduction was 28% in the case of (Fr(CS-VD)) and 33.4% in the case (Fr(CD-VS)). Moreover, in the case of (Fr(CS-VD)) the maximum value of the RFI% and RMI% increased by increasing the values of (Fr(CS-VD)). The maximum reduction of overflow volume observed was 72% in the case of (Fr(CS-VD)). Under supercritical flow, an undulated hydraulic jump was observed on the upstream side of vegetation and energy reduction increases by increasing the values of (Fr(CS-VD)). The maximum value of the RFI% and RMI% observed was 16.67% in the case of (Fr(CS-VD)). These results contribute to understanding the complex interactions between vegetation and flow dynamics, with implications for managing and mitigating flood risks in vegetated environments.
{"title":"Analysis of Hydraulic Jump and Energy Dissipation in Flow Through Emergent Vegetation Under Varying Froude Numbers","authors":"Nadir Murtaza, Ghufran Ahmed Pasha, Norio Tanaka, Usman Ghani, Naveed Anjum, Kashif Iqbal","doi":"10.1007/s40996-024-01571-x","DOIUrl":"https://doi.org/10.1007/s40996-024-01571-x","url":null,"abstract":"<p>Emergent vegetation in an open channel is a significant factor in flow resistance and has greater influence on flow characteristics. This paper aims to compare the significance of emergent vegetation under various flow conditions including sub and supercritical flow conditions. The methodology utilizes two types of flow condition (sub and supercritical flow), and each type was further considered on the basis of varying discharge and constant channel bed slope and vice versa. For example, under subcritical flow Froude number was defined as a (Fr<sub>(CD-VS)</sub> represent Froude number under constant discharge and varying channel bed slope) and (Fr<sub>(CS-VD)</sub> represent Froude number under constant channel bed slope and varying discharge). A similar flow condition was defined under supercritical flow conditions. Various parameters such as backwater rise, hydraulic jump, energy reduction, fluid force (RFI%) and moment index reduction (RMI%) as well as reduction of overflow volume (∆Q%) were investigated. The result has been explained in two phases such as sub and supercritical flow. Under sub-critical flow, an undulated hydraulic jump was observed on the downstream side of the vegetation and a maximum energy reduction was 28% in the case of (Fr<sub>(CS-VD)</sub>) and 33.4% in the case (Fr<sub>(CD-VS)</sub>). Moreover, in the case of (Fr<sub>(CS-VD)</sub>) the maximum value of the RFI% and RMI% increased by increasing the values of (Fr<sub>(CS-VD)</sub>). The maximum reduction of overflow volume observed was 72% in the case of (Fr<sub>(CS-VD)</sub>). Under supercritical flow, an undulated hydraulic jump was observed on the upstream side of vegetation and energy reduction increases by increasing the values of (Fr<sub>(CS-VD)</sub>). The maximum value of the RFI% and RMI% observed was 16.67% in the case of (Fr<sub>(CS-VD)</sub>). These results contribute to understanding the complex interactions between vegetation and flow dynamics, with implications for managing and mitigating flood risks in vegetated environments.</p>","PeriodicalId":14550,"journal":{"name":"Iranian Journal of Science and Technology, Transactions of Civil Engineering","volume":"5 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2024-08-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141949324","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-08-03DOI: 10.1007/s40996-024-01549-9
R. Rostamy, A. R. Vosoughi, A. R. Zare, Mo. R. Banan
In this research, an efficient mix of differential quadrature (DQ), particle swarm optimization (PSO) and teaching learning-based optimization (TLBO) methods has been introduced. First-order shear deformation based governing equations of laminated composite plates have been discretized by implementation of the DQ method. The fiber orientation and CNTs volume fraction coefficient of plate’s layers are considered as design variables of the problem. To maximize buckling load of the plate, particle swarm optimization has been used. To generate a new and efficient velocity vector of PSO, as an optimization solver of this problem, the TLBO technique concepts has been used. Efficiency and accuracy of the proposed solution procedure for the plate have been shown and effects of different parameters such as number of layers, CNTs volume fraction, height to length and length to width ratios, boundary conditions and etc. of the plate on the optimal results are investigated.
{"title":"A Hybrid DQ-PSO-TLBO Algorithm for Maximizing Buckling Load of Reinforced Laminated Composite Plates","authors":"R. Rostamy, A. R. Vosoughi, A. R. Zare, Mo. R. Banan","doi":"10.1007/s40996-024-01549-9","DOIUrl":"https://doi.org/10.1007/s40996-024-01549-9","url":null,"abstract":"<p>In this research, an efficient mix of differential quadrature (DQ), particle swarm optimization (PSO) and teaching learning-based optimization (TLBO) methods has been introduced. First-order shear deformation based governing equations of laminated composite plates have been discretized by implementation of the DQ method. The fiber orientation and CNTs volume fraction coefficient of plate’s layers are considered as design variables of the problem. To maximize buckling load of the plate, particle swarm optimization has been used. To generate a new and efficient velocity vector of PSO, as an optimization solver of this problem, the TLBO technique concepts has been used. Efficiency and accuracy of the proposed solution procedure for the plate have been shown and effects of different parameters such as number of layers, CNTs volume fraction, height to length and length to width ratios, boundary conditions and etc. of the plate on the optimal results are investigated.</p>","PeriodicalId":14550,"journal":{"name":"Iranian Journal of Science and Technology, Transactions of Civil Engineering","volume":"374 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2024-08-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141949515","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-08-01DOI: 10.1007/s40996-024-01560-0
Pramod Kumar, Abhilash Gogineni, Amit Kumar, Prakhar Modi
Determining the fundamental period is a critical aspect of the analysis and design of structures. Existing literature formulas for evaluating this parameter exhibit a wide range of variations. To tackle this problem, various algorithms and techniques are used to learn patterns and relationships from data, enabling to make more precise predictions. In the present study, a dataset consisting of 162 RC frame-building models was analyzed using ETABS 2016. The fundamental period, a critical output parameter, is predicted using four machine-learning models: Support Vector Machine (SVM), Random Forest (RF), Artificial Neural Network (ANN), and Gradient Boosting Regression (GBR). The performance and accuracy of these models were compared to identify the best-performing model for predicting the fundamental period in structural analysis. The efficiency and precision of the machine learning algorithms were assessed based on the R2 and root mean square error (RMSE) values. Among all the models, the GBR exhibited the best performance with an R2 (Coefficient of determination) score of 0.9995 and an RMSE of 0.017. These results indicate that the GBR model achieved a high level of accuracy and a low level of prediction error in estimating the fundamental period of the RC frame-building models.
{"title":"A Comparative Analysis of Machine Learning Algorithms for Predicting Fundamental Periods in Reinforced Concrete Frame Buildings","authors":"Pramod Kumar, Abhilash Gogineni, Amit Kumar, Prakhar Modi","doi":"10.1007/s40996-024-01560-0","DOIUrl":"https://doi.org/10.1007/s40996-024-01560-0","url":null,"abstract":"<p>Determining the fundamental period is a critical aspect of the analysis and design of structures. Existing literature formulas for evaluating this parameter exhibit a wide range of variations. To tackle this problem, various algorithms and techniques are used to learn patterns and relationships from data, enabling to make more precise predictions. In the present study, a dataset consisting of 162 RC frame-building models was analyzed using ETABS 2016. The fundamental period, a critical output parameter, is predicted using four machine-learning models: Support Vector Machine (SVM), Random Forest (RF), Artificial Neural Network (ANN), and Gradient Boosting Regression (GBR). The performance and accuracy of these models were compared to identify the best-performing model for predicting the fundamental period in structural analysis. The efficiency and precision of the machine learning algorithms were assessed based on the R<sup>2</sup> and root mean square error (RMSE) values. Among all the models, the GBR exhibited the best performance with an R<sup>2</sup> (Coefficient of determination) score of 0.9995 and an RMSE of 0.017. These results indicate that the GBR model achieved a high level of accuracy and a low level of prediction error in estimating the fundamental period of the RC frame-building models.</p>","PeriodicalId":14550,"journal":{"name":"Iranian Journal of Science and Technology, Transactions of Civil Engineering","volume":"21 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141881417","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-31DOI: 10.1007/s40996-024-01567-7
Qian Hu, Yonghui Huang, Xinling Li, Bijing Chen
The dynamic mechanical response of functional gradient graphene nanoplatelets reinforced composite arches (GPLs) under the influence of rectangular pulse loading has been studied by employing finite element analysis (FEA). By comparing the static buckling behavior of arches with the peak of the dynamic displacement response, a new method to determine the critical dynamic buckling load and load holding time was established. The specific effects of the distribution pattern, shape and size, mass fraction, and load holding time of GPLs on the dynamic response performance of arches were deeply investigated through a parametric study. It is found that even a small amount of GPLs addition can significantly elevate the dynamic buckling load carrying capacity of arches, and the X-shaped GPLs distribution pattern is the most effective way to enhance the dynamic stability performance of arches. With other parameters being constant, a larger surface area and thinner GPL can improve the performance of the material more significantly.
{"title":"Research of Dynamic Buckling of FG-GPLRC Arch Under Rectangular Pulse Loading","authors":"Qian Hu, Yonghui Huang, Xinling Li, Bijing Chen","doi":"10.1007/s40996-024-01567-7","DOIUrl":"https://doi.org/10.1007/s40996-024-01567-7","url":null,"abstract":"<p>The dynamic mechanical response of functional gradient graphene nanoplatelets reinforced composite arches (GPLs) under the influence of rectangular pulse loading has been studied by employing finite element analysis (FEA). By comparing the static buckling behavior of arches with the peak of the dynamic displacement response, a new method to determine the critical dynamic buckling load and load holding time was established. The specific effects of the distribution pattern, shape and size, mass fraction, and load holding time of GPLs on the dynamic response performance of arches were deeply investigated through a parametric study. It is found that even a small amount of GPLs addition can significantly elevate the dynamic buckling load carrying capacity of arches, and the X-shaped GPLs distribution pattern is the most effective way to enhance the dynamic stability performance of arches. With other parameters being constant, a larger surface area and thinner GPL can improve the performance of the material more significantly.</p>","PeriodicalId":14550,"journal":{"name":"Iranian Journal of Science and Technology, Transactions of Civil Engineering","volume":"96 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2024-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141869782","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-30DOI: 10.1007/s40996-024-01543-1
Anil Kumar, Pradeep Kumar Ghosh, Vivek Pahuja
The evolution of high performance geopolymer concrete (GPC) has become additionally significant for researchers and industry professionals due to the environmental issues related with the use of bulk cement in construction projects. By using fly ash (FA), bottom ash (BA), slag (GGBS), rice husk ash (RHA), and other industrial wastes as the principal binder instead of Portland cement, these mixes promote a greener approach to bulk concrete production. These high-performance blends are often associated with the incorporation of nanomaterials (NM) in the mix. Moreover, it has been demonstrated that NM incorporation offers GPC blends superior mechanical properties, and frequently does away with the requirement for thermal curing which further reduces the energy demand for production. This incorporation of NM also results in a denser inter-particle packing at a micro level, which increases the blend’s durability. The performances of GPC blends dosed with various NM, such as carbon nanotubes (CNT), nano-silica (NS), nano-alumina (NA), nano-titanium di oxide (NT), nano-clay (NC), and nano-graphene oxide (NG), are thoroughly summarized in this article in terms of mechanical, durability, and microstructural qualities. The final inferences and conclusions were drawn keeping in mind the viability of bulk consumption. Ultimately, TOPSIS analysis was carried out to determine the optimum type and dosage of NM in GPC and it was found that NS dosed at 2% yielded the most favorable outcomes. Present limitations and challenges related to the bulk utilization of GPC doped with NM are also discussed towards the end of this review, along with potential directions for further research.
{"title":"Advancements in Geopolymer Concrete: A Detailed Review of Engineering Properties with Nanomaterial Integration","authors":"Anil Kumar, Pradeep Kumar Ghosh, Vivek Pahuja","doi":"10.1007/s40996-024-01543-1","DOIUrl":"https://doi.org/10.1007/s40996-024-01543-1","url":null,"abstract":"<p>The evolution of high performance geopolymer concrete (GPC) has become additionally significant for researchers and industry professionals due to the environmental issues related with the use of bulk cement in construction projects. By using fly ash (FA), bottom ash (BA), slag (GGBS), rice husk ash (RHA), and other industrial wastes as the principal binder instead of Portland cement, these mixes promote a greener approach to bulk concrete production. These high-performance blends are often associated with the incorporation of nanomaterials (NM) in the mix. Moreover, it has been demonstrated that NM incorporation offers GPC blends superior mechanical properties, and frequently does away with the requirement for thermal curing which further reduces the energy demand for production. This incorporation of NM also results in a denser inter-particle packing at a micro level, which increases the blend’s durability. The performances of GPC blends dosed with various NM, such as carbon nanotubes (CNT), nano-silica (NS), nano-alumina (NA), nano-titanium di oxide (NT), nano-clay (NC), and nano-graphene oxide (NG), are thoroughly summarized in this article in terms of mechanical, durability, and microstructural qualities. The final inferences and conclusions were drawn keeping in mind the viability of bulk consumption. Ultimately, TOPSIS analysis was carried out to determine the optimum type and dosage of NM in GPC and it was found that NS dosed at 2% yielded the most favorable outcomes. Present limitations and challenges related to the bulk utilization of GPC doped with NM are also discussed towards the end of this review, along with potential directions for further research.</p>","PeriodicalId":14550,"journal":{"name":"Iranian Journal of Science and Technology, Transactions of Civil Engineering","volume":"48 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141869745","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-29DOI: 10.1007/s40996-024-01525-3
Changyu Wu, Yihong Zheng, Chengyu Liu
In this paper, uniaxial compression tests were carried out on nine concrete specimens with different coarse aggregate particle size ranges in single and continuous gradation at curing ages of 3, 7 and 28 d, respectively. The acoustic emission (AE) and microseismic (MS) signals of the whole loading process were monitored by combining AE and MS to investigate. The AE and MS signals characteristics of concrete with different coarse aggregate gradations during load damage at different curing ages were analyzedand the effect of the maximum coarse aggregate size on the damage evolution of concrete were investigated. Based on findings from experiments, as the maximum particle size of the coarse aggregate increases, the initial defects within the concrete specimens initially decrease and then increase. A larger size and the more heterogeneous of the coarse aggregate has an accelerating effect on the emergence and expansion of cracks throughout the load-induced damage process in concrete structures. In addition, when the curing age is brief, the expansion of internal cracks in concrete predominantly depends on the curing age, with the relationship to the maximum particle size of coarse aggregate being less evident.
本文分别在 3、7 和 28 d 的养护龄期对 9 个粗骨料粒径范围不同的单级配和连续级配混凝土试件进行了单轴压缩试验。通过声发射(AE)和微震(MS)相结合的方法,对整个加载过程的声发射(AE)和微震(MS)信号进行了监测和研究。分析了不同粗骨料级配的混凝土在不同养护龄期荷载破坏过程中的 AE 和 MS 信号特征,并研究了最大粗骨料粒径对混凝土破坏演变的影响。实验结果表明,随着粗骨料最大粒径的增大,混凝土试件内部的初始缺陷先减小后增大。粗骨料的粒径越大、异质性越强,在混凝土结构的整个荷载诱发破坏过程中,对裂缝的出现和扩展有加速作用。此外,当养护龄期较短时,混凝土内部裂缝的扩展主要取决于养护龄期,与粗骨料最大粒径的关系并不明显。
{"title":"Effect of Coarse Aggregate Gradation on the Acoustic Emission and Microseismic Behavior of Concrete Under Load","authors":"Changyu Wu, Yihong Zheng, Chengyu Liu","doi":"10.1007/s40996-024-01525-3","DOIUrl":"https://doi.org/10.1007/s40996-024-01525-3","url":null,"abstract":"<p>In this paper, uniaxial compression tests were carried out on nine concrete specimens with different coarse aggregate particle size ranges in single and continuous gradation at curing ages of 3, 7 and 28 d, respectively. The acoustic emission (AE) and microseismic (MS) signals of the whole loading process were monitored by combining AE and MS to investigate. The AE and MS signals characteristics of concrete with different coarse aggregate gradations during load damage at different curing ages were analyzedand the effect of the maximum coarse aggregate size on the damage evolution of concrete were investigated. Based on findings from experiments, as the maximum particle size of the coarse aggregate increases, the initial defects within the concrete specimens initially decrease and then increase. A larger size and the more heterogeneous of the coarse aggregate has an accelerating effect on the emergence and expansion of cracks throughout the load-induced damage process in concrete structures. In addition, when the curing age is brief, the expansion of internal cracks in concrete predominantly depends on the curing age, with the relationship to the maximum particle size of coarse aggregate being less evident.</p>","PeriodicalId":14550,"journal":{"name":"Iranian Journal of Science and Technology, Transactions of Civil Engineering","volume":"77 1","pages":""},"PeriodicalIF":1.7,"publicationDate":"2024-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141869784","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}