首页 > 最新文献

Engineering and Applied Science Research最新文献

英文 中文
Sustainable management of plastic waste: Assessment of recycled biodegradable plastic market and projection for the future 塑料垃圾的可持续管理:可生物降解再生塑料市场评估和未来预测
Q3 Engineering Pub Date : 2020-06-01 DOI: 10.14456/EASR.2020.24
O. Adekomaya, T. Majozi
Global production of plastics has increased astronomically in the last five decades. This may not be unconnected with the rate of consumption of plastics owing to their increasing applications and good characteristics such as light weight, strength, durability, affordability, corrosion resistance and low production costs. Production of plastic materials accounts for 3 to 5% greenhouse gas (GHG) emissions globally. Reports from published works show that, as of 2015 alone, close to 6300 metric tonnes of synthetic plastic waste were generated, of which only 9% were recycled with 12% being incinerated, and a large proportion, 79%, discarded in the natural environment. Further studies show that a sizeable proportion, 12,000 metric tonnes, of plastic waste may annually find their way into the environment by 2050. The adoption of biodegradable materials to replace the conventional plastics has been proposed and implemented with varying environmental implications. In this paper, a sustainable approach to plastic wastes was examined, taking into consideration the emerging and developing world’s attitudes about plastic waste management. Also discussed in this paper is the projection of the plastic waste market with particular reference to United States and China as global players in the industry. The concluding part of this paper focuses on future trends in plastic innovation with the evolution of nanoscale materials, bio-refining and most importantly cradle-to-cradle packaging materials. It is expected that this paper will assist various bodies involved in plastic waste management for developing better and sustainable methods.
在过去的五十年里,全球塑料产量以天文数字的速度增长。这可能与塑料的消费率有关,因为塑料的应用越来越多,而且具有重量轻、强度高、耐用、负担得起、耐腐蚀和生产成本低等良好特性。塑料材料的生产占全球温室气体排放量的3%至5%。已发表的研究报告显示,仅在2015年,就产生了近6300公吨合成塑料废物,其中只有9%被回收,12%被焚烧,79%的大部分被丢弃在自然环境中。进一步的研究表明,到2050年,每年将有相当大一部分(1.2万吨)塑料垃圾进入环境。采用可生物降解材料取代传统塑料已被提出和实施,对环境产生了不同的影响。在本文中,考虑到新兴和发展中国家对塑料废物管理的态度,研究了一种可持续的塑料废物处理方法。本文还讨论了塑料废物市场的预测,特别是美国和中国作为该行业的全球参与者。本文的结语部分重点介绍了塑料创新的未来趋势,包括纳米材料、生物精炼和最重要的从摇篮到摇篮的包装材料的发展。预计本文将有助于参与塑料废物管理的各个机构制定更好和可持续的方法。
{"title":"Sustainable management of plastic waste: Assessment of recycled biodegradable plastic market and projection for the future","authors":"O. Adekomaya, T. Majozi","doi":"10.14456/EASR.2020.24","DOIUrl":"https://doi.org/10.14456/EASR.2020.24","url":null,"abstract":"Global production of plastics has increased astronomically in the last five decades. This may not be unconnected with the rate of consumption of plastics owing to their increasing applications and good characteristics such as light weight, strength, durability, affordability, corrosion resistance and low production costs. Production of plastic materials accounts for 3 to 5% greenhouse gas (GHG) emissions globally. Reports from published works show that, as of 2015 alone, close to 6300 metric tonnes of synthetic plastic waste were generated, of which only 9% were recycled with 12% being incinerated, and a large proportion, 79%, discarded in the natural environment. Further studies show that a sizeable proportion, 12,000 metric tonnes, of plastic waste may annually find their way into the environment by 2050. The adoption of biodegradable materials to replace the conventional plastics has been proposed and implemented with varying environmental implications. In this paper, a sustainable approach to plastic wastes was examined, taking into consideration the emerging and developing world’s attitudes about plastic waste management. Also discussed in this paper is the projection of the plastic waste market with particular reference to United States and China as global players in the industry. The concluding part of this paper focuses on future trends in plastic innovation with the evolution of nanoscale materials, bio-refining and most importantly cradle-to-cradle packaging materials. It is expected that this paper will assist various bodies involved in plastic waste management for developing better and sustainable methods.","PeriodicalId":37310,"journal":{"name":"Engineering and Applied Science Research","volume":"47 1","pages":"216-221"},"PeriodicalIF":0.0,"publicationDate":"2020-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42531920","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Measuring the city bus service quality based on users’ perceptions: City bus service in Phnom Penh, Cambodia 基于用户感知衡量城市公交服务质量:柬埔寨金边的城市公交服务
Q3 Engineering Pub Date : 2020-03-01 DOI: 10.14456/EASR.2020.4
Sonita Sum, Sajjakaj Jomnonkwao, Thanapong Champahom, R. Beeharry, V. Ratanavaraha
The public transportation service quality continues to be one of the challenges for authorities and transportation stakeholders around the world. In this study, the researchers confront this challenge by identifying key attributes that affect the users’ perceptions on bus service quality in Phnom Penh City. Questionnaire surveys were collected from bus users to measure their perceptions of the bus service quality. After that, data were analyzed using Factor analysis. Twenty-four quality attributes were analyzed utilizing exploratory factor analysis (EFA). This has led to the conclusion that five main factors affecting the perceptions of users regarding the quality of bus services. They are Bus Stop Facilities, Bus Services, Driver Attitude, Bus Capacity, as well as Vehicle Condition. To check whether factor structure is acceptable, confirmatory factor analysis (CFA) was applied. In this context, the high factor loading of CFA means those attributes had forceful beneficial effectiveness on city bus service quality. The results of this study will help the authorities and involved stakeholders gain a depth of understanding of the underlying problems of city bus service and consequently will enhance the city bus service quality.
公共交通服务质量仍然是世界各地当局和交通利益相关者面临的挑战之一。在这项研究中,研究人员通过识别影响金边市用户对公交服务质量感知的关键属性来应对这一挑战。从公交车用户那里收集问卷调查,以衡量他们对公交车服务质量的看法。之后,使用因子分析对数据进行分析。利用探索性因素分析(EFA)对24个质量属性进行了分析。由此得出的结论是,影响用户对公交服务质量看法的五个主要因素。它们是公共汽车站设施、公共汽车服务、驾驶员态度、公共汽车容量以及车辆状况。为了检验因素结构是否可接受,采用了验证性因素分析(CFA)。在这种背景下,CFA的高因子负荷意味着这些属性对城市公交服务质量具有强大的有益效果。这项研究的结果将有助于当局和相关利益相关者深入了解城市公交服务的根本问题,从而提高城市公交服务质量。
{"title":"Measuring the city bus service quality based on users’ perceptions: City bus service in Phnom Penh, Cambodia","authors":"Sonita Sum, Sajjakaj Jomnonkwao, Thanapong Champahom, R. Beeharry, V. Ratanavaraha","doi":"10.14456/EASR.2020.4","DOIUrl":"https://doi.org/10.14456/EASR.2020.4","url":null,"abstract":"The public transportation service quality continues to be one of the challenges for authorities and transportation stakeholders around the world. In this study, the researchers confront this challenge by identifying key attributes that affect the users’ perceptions on bus service quality in Phnom Penh City. Questionnaire surveys were collected from bus users to measure their perceptions of the bus service quality. After that, data were analyzed using Factor analysis. Twenty-four quality attributes were analyzed utilizing exploratory factor analysis (EFA). This has led to the conclusion that five main factors affecting the perceptions of users regarding the quality of bus services. They are Bus Stop Facilities, Bus Services, Driver Attitude, Bus Capacity, as well as Vehicle Condition. To check whether factor structure is acceptable, confirmatory factor analysis (CFA) was applied. In this context, the high factor loading of CFA means those attributes had forceful beneficial effectiveness on city bus service quality. The results of this study will help the authorities and involved stakeholders gain a depth of understanding of the underlying problems of city bus service and consequently will enhance the city bus service quality.","PeriodicalId":37310,"journal":{"name":"Engineering and Applied Science Research","volume":"47 1","pages":"47-55"},"PeriodicalIF":0.0,"publicationDate":"2020-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46749049","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 9
Determinants of individual vehicle type choice and energy consumption in a heavy traffic metropolis of Southeast Asia featuring the case of Metro Manila 东南亚交通繁忙大都市中个人车辆类型选择和能源消耗的决定因素——以马尼拉大都会为例
Q3 Engineering Pub Date : 2020-03-01 DOI: 10.14456/EASR.2020.5
M. Rith, N. S. Lopez, Alexis M. Fillone, J. B. M. Biona
Sustained economic growth with insufficient public transport in metropolitan areas encourages private vehicle dependency, thereby increasing petroleum oil consumption and greenhouse gas (GHG) production. One way to mitigate these issues is to encourage private vehicle users to own smaller fuel-efficient vehicles. This paper intends to explore determinants (i.e., socio-economic characteristics, travel behavior, vehicle attributes and purchasing conditions, vehicle and gas prices, and built environment characteristics) of individual vehicle type owners and energy consumption in Metro Manila. The data sample of 846 observations and a copula-based joint discrete-continuous framework were employed. The findings highlighted that individuals using bank auto loans are more likely to choose SUVs than cars, thereby consuming more energy. Furthermore, people located in high population density areas and those with road-based public transport line dense areas prefer cars to SUVs. An increase in gas and vehicle cost contributes to energy saving and discourages SUV dependency. The developed models were also applied for a “what-if” scenario analysis to quantify the competing options as an innovative perspective for crafting proactive transportation policies. Understanding the determinants of vehicle type ownership and energy consumption is the precursor of designing consistent transportation policies to mitigate petroleum oil consumption and mobile emissions.
持续的经济增长和都市地区公共交通的不足鼓励了对私家车的依赖,从而增加了石油的消耗和温室气体的产生。缓解这些问题的一种方法是鼓励私家车用户拥有小型节能汽车。本文旨在探讨马尼拉大都会个别车主的社会经济特征、出行行为、车辆属性和购买条件、车辆和汽油价格以及建成环境特征等影响因素与能源消耗的关系。数据样本为846个观测值,采用了基于copula的联合离散-连续框架。调查结果强调,使用银行汽车贷款的个人更有可能选择suv而不是汽车,从而消耗更多的能源。此外,位于人口密度高的地区和道路公共交通线路密集地区的人们更喜欢汽车而不是suv。汽油和车辆成本的增加有助于节约能源,减少对SUV的依赖。开发的模型还应用于“假设”情景分析,以量化竞争选项,作为制定主动交通政策的创新视角。了解车辆类型所有权和能源消耗的决定因素是设计一致的交通政策以减少石油消耗和移动排放的先驱。
{"title":"Determinants of individual vehicle type choice and energy consumption in a heavy traffic metropolis of Southeast Asia featuring the case of Metro Manila","authors":"M. Rith, N. S. Lopez, Alexis M. Fillone, J. B. M. Biona","doi":"10.14456/EASR.2020.5","DOIUrl":"https://doi.org/10.14456/EASR.2020.5","url":null,"abstract":"Sustained economic growth with insufficient public transport in metropolitan areas encourages private vehicle dependency, thereby increasing petroleum oil consumption and greenhouse gas (GHG) production. One way to mitigate these issues is to encourage private vehicle users to own smaller fuel-efficient vehicles. This paper intends to explore determinants (i.e., socio-economic characteristics, travel behavior, vehicle attributes and purchasing conditions, vehicle and gas prices, and built environment characteristics) of individual vehicle type owners and energy consumption in Metro Manila. The data sample of 846 observations and a copula-based joint discrete-continuous framework were employed. The findings highlighted that individuals using bank auto loans are more likely to choose SUVs than cars, thereby consuming more energy. Furthermore, people located in high population density areas and those with road-based public transport line dense areas prefer cars to SUVs. An increase in gas and vehicle cost contributes to energy saving and discourages SUV dependency. The developed models were also applied for a “what-if” scenario analysis to quantify the competing options as an innovative perspective for crafting proactive transportation policies. Understanding the determinants of vehicle type ownership and energy consumption is the precursor of designing consistent transportation policies to mitigate petroleum oil consumption and mobile emissions.","PeriodicalId":37310,"journal":{"name":"Engineering and Applied Science Research","volume":"47 1","pages":"56-65"},"PeriodicalIF":0.0,"publicationDate":"2020-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48074230","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 6
Understanding the impact of urban form attributes on household vehicle ownership and choice in metro Manila: Modeling, simulation, and application 马尼拉都会区城市形态属性对家庭车辆拥有量和选择的影响:建模、模拟和应用
Q3 Engineering Pub Date : 2019-09-01 DOI: 10.14456/EASR.2019.27
M. Rith, Raymund Paolo B. Abad, Alexis M. Fillone, K. Doi, J. B. Biona
Projected economic growth is expected to further increase vehicle ownership among households in Metropolitan Manila. This increase is likely to translate to higher energy requirements, elevated greenhouse gas emissions and air pollution, as well as a worsening of traffic congestion. A multinomial logit-based household vehicle ownership model was developed taking into account household characteristics and urban form peculiarities that are hypothesized to affect the level of vehicle ownership among households. The model utilized data gathered from a survey of 2,300 households from various areas of Metropolitan Manila. Results indicated that flooding susceptibility of communities does not affect vehicle ownership and type among its residents. Higher public transport density and closer proximity to essential facilities and services were found to be strong determinants that discourage vehicle ownership. Higher population density, contrary to findings in most studies, tends to reinforce vehicle ownership due to the inadequacy of public transport service, especially in crowded areas. The model was used to simulate “what if” shares of levels of vehicle ownership and apply the model under scenarios of 1) access to essential facilities, 2) improved road public transport line density, and 3) their combination. The results indicated that these interventions, relative to the baseline scenario, could respectively reduce vehicles owned by 26.63%, 35.02%, and 59.61% among the households surveyed and CO 2 emission by 1.33 million tonnes, 1.63 million tonnes, and 2.69 million tonnes.
预计经济增长将进一步增加马尼拉大都会家庭的汽车拥有量。这种增长可能会转化为更高的能源需求、温室气体排放和空气污染的增加,以及交通拥堵的恶化。考虑影响家庭车辆拥有量水平的家庭特征和城市形态特征,建立了基于多项式逻辑的家庭车辆拥有量模型。该模型利用了对马尼拉大都会不同地区2300户家庭的调查数据。结果表明,社区的洪水易感性不影响居民的车辆拥有量和类型。研究发现,较高的公共交通密度和更接近基本设施和服务是阻碍私家车拥有量的重要决定因素。与大多数研究结果相反,较高的人口密度往往会增加车辆拥有量,因为公共交通服务不足,特别是在拥挤地区。该模型用于模拟车辆拥有量水平的“假设”份额,并将该模型应用于1)获得基本设施,2)改善道路公共交通线路密度以及3)两者组合的场景。结果表明,相对于基线情景,这些干预措施分别使被调查家庭的机动车保有量减少26.63%、35.02%和59.61%,二氧化碳排放量减少133万吨、163万吨和269万吨。
{"title":"Understanding the impact of urban form attributes on household vehicle ownership and choice in metro Manila: Modeling, simulation, and application","authors":"M. Rith, Raymund Paolo B. Abad, Alexis M. Fillone, K. Doi, J. B. Biona","doi":"10.14456/EASR.2019.27","DOIUrl":"https://doi.org/10.14456/EASR.2019.27","url":null,"abstract":"Projected economic growth is expected to further increase vehicle ownership among households in Metropolitan Manila. This increase is likely to translate to higher energy requirements, elevated greenhouse gas emissions and air pollution, as well as a worsening of traffic congestion. A multinomial logit-based household vehicle ownership model was developed taking into account household characteristics and urban form peculiarities that are hypothesized to affect the level of vehicle ownership among households. The model utilized data gathered from a survey of 2,300 households from various areas of Metropolitan Manila. Results indicated that flooding susceptibility of communities does not affect vehicle ownership and type among its residents. Higher public transport density and closer proximity to essential facilities and services were found to be strong determinants that discourage vehicle ownership. Higher population density, contrary to findings in most studies, tends to reinforce vehicle ownership due to the inadequacy of public transport service, especially in crowded areas. The model was used to simulate “what if” shares of levels of vehicle ownership and apply the model under scenarios of 1) access to essential facilities, 2) improved road public transport line density, and 3) their combination. The results indicated that these interventions, relative to the baseline scenario, could respectively reduce vehicles owned by 26.63%, 35.02%, and 59.61% among the households surveyed and CO 2 emission by 1.33 million tonnes, 1.63 million tonnes, and 2.69 million tonnes.","PeriodicalId":37310,"journal":{"name":"Engineering and Applied Science Research","volume":"46 1","pages":"238-247"},"PeriodicalIF":0.0,"publicationDate":"2019-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48037603","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 7
STEM education in mathematics education: focusing on students’ argumentation in primary school 数学教育中的STEM教育:关注小学学生的申论
Q3 Engineering Pub Date : 2018-12-01 DOI: 10.14456/EASR.2018.43
Narumon Changsri, Maitree Inprasitha
This study aimed to explore student argumentation in a mathematics classroom using lesson study and an open approach. The research methodology employed a qualitative approach that focused on the protocols of student problem solving and the results of the study are presented as an analytical description. The target group was 14 third grade students, divided into four groups in the 2016 academic year. This research collected data while teaching with a lesson study and open approach, analyzing student argumentation. The results revealed that the students who attended mathematics classes with a lesson study and open approach went through the four steps of the argumentation process, which occurred in the second step of the open approach, promoting student self-learning.
本研究旨在探讨学生在数学课堂上运用课堂研究和开放的方法进行辩论。研究方法采用定性方法,重点关注学生解决问题的协议,研究结果以分析描述的形式呈现。目标群体为14名三年级学生,在2016学年分为四组。本研究采用课堂研究和开放式教学的方法,在教学中收集数据,分析学生的论证。结果表明,采用课堂学习和开放式教学的数学学生经历了开放式教学第二阶段的论证过程的四个步骤,促进了学生的自主学习。
{"title":"STEM education in mathematics education: focusing on students’ argumentation in primary school","authors":"Narumon Changsri, Maitree Inprasitha","doi":"10.14456/EASR.2018.43","DOIUrl":"https://doi.org/10.14456/EASR.2018.43","url":null,"abstract":"This study aimed to explore student argumentation in a mathematics classroom using lesson study and an open approach. The research methodology employed a qualitative approach that focused on the protocols of student problem solving and the results of the study are presented as an analytical description. The target group was 14 third grade students, divided into four groups in the 2016 academic year. This research collected data while teaching with a lesson study and open approach, analyzing student argumentation. The results revealed that the students who attended mathematics classes with a lesson study and open approach went through the four steps of the argumentation process, which occurred in the second step of the open approach, promoting student self-learning.","PeriodicalId":37310,"journal":{"name":"Engineering and Applied Science Research","volume":"45 1","pages":"316-319"},"PeriodicalIF":0.0,"publicationDate":"2018-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44795879","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
The effect of lead oxide on structural and elastic properties of strontium lead silicate glass from deteriorated silica gel 氧化铅对变质硅胶锶铅硅酸盐玻璃结构和弹性性能的影响
Q3 Engineering Pub Date : 2018-09-14 DOI: 10.14456/EASR.2018.33
P. Gunhakoon, J. Laopaiboon, O. Jaiboon, S. Pencharee, R. Laopaiboon
Preparation of glass samples in the system, 10SrO – xPbO – (90-x)SGD, where SGD stands for deteriorated silica gel and x = 20, 25, 30, 35, 40 and 45 mol%, were prepared by a melted quenching technique at a temperature of 1250 °C. The Archimedes principle was used to measure density of the glass samples, and then these data were used to calculate their molar volumes. Ultrasonic velocities of this glass system were investigated using the pulse echo technique at room temperature. Both velocities and density of the system were further used to estimate the elastic moduli. The results showed that the concentration of PbO has an effect on the glass structure. The elastic moduli of the glass samples were varied by changing the concentration of PbO and its maximum appeared at 35 mol% of PbO. The structural properties of the glass samples were studied using FTIR spectroscopy, measuring in the range of 400-2000 cm-1. It was found that higher contents result in the breakdown of Si-O bonds and the formation of NBOs. The average strength of the bonds was related to the elastic moduli of the glass samples. Therefore, the information about the bonds obtained from FTIR spectroscopy supported the measurements of the elastic moduli from the pulse echo technique. Moreover, these data showed that deteriorated silica gel can be recycled into a potential glass product.
10SrO - xPbO - (90-x)SGD,其中SGD代表变质硅胶,x = 20、25、30、35、40和45 mol%,在1250℃的温度下采用熔融淬火技术制备玻璃样品。用阿基米德原理测量玻璃样品的密度,然后用这些数据计算它们的摩尔体积。利用脉冲回波技术对该玻璃体系在室温下的超声速度进行了研究。进一步利用系统的速度和密度来估计弹性模量。结果表明,PbO的浓度对玻璃结构有影响。玻璃样品的弹性模量随PbO浓度的变化而变化,其最大值出现在PbO浓度为35 mol%时。在400-2000 cm-1范围内对玻璃样品的结构特性进行了FTIR光谱研究。结果表明,较高的含量会导致Si-O键的破坏和nbo的形成。键的平均强度与玻璃样品的弹性模量有关。因此,FTIR光谱获得的键信息支持脉冲回波技术测量的弹性模量。此外,这些数据表明,变质的硅胶可以回收利用,成为潜在的玻璃产品。
{"title":"The effect of lead oxide on structural and elastic properties of strontium lead silicate glass from deteriorated silica gel","authors":"P. Gunhakoon, J. Laopaiboon, O. Jaiboon, S. Pencharee, R. Laopaiboon","doi":"10.14456/EASR.2018.33","DOIUrl":"https://doi.org/10.14456/EASR.2018.33","url":null,"abstract":"Preparation of glass samples in the system, 10SrO – xPbO – (90-x)SGD, where SGD stands for deteriorated silica gel and x = 20, 25, 30, 35, 40 and 45 mol%, were prepared by a melted quenching technique at a temperature of 1250 °C. The Archimedes principle was used to measure density of the glass samples, and then these data were used to calculate their molar volumes. Ultrasonic velocities of this glass system were investigated using the pulse echo technique at room temperature. Both velocities and density of the system were further used to estimate the elastic moduli. The results showed that the concentration of PbO has an effect on the glass structure. The elastic moduli of the glass samples were varied by changing the concentration of PbO and its maximum appeared at 35 mol% of PbO. The structural properties of the glass samples were studied using FTIR spectroscopy, measuring in the range of 400-2000 cm-1. It was found that higher contents result in the breakdown of Si-O bonds and the formation of NBOs. The average strength of the bonds was related to the elastic moduli of the glass samples. Therefore, the information about the bonds obtained from FTIR spectroscopy supported the measurements of the elastic moduli from the pulse echo technique. Moreover, these data showed that deteriorated silica gel can be recycled into a potential glass product.","PeriodicalId":37310,"journal":{"name":"Engineering and Applied Science Research","volume":"45 1","pages":"230-234"},"PeriodicalIF":0.0,"publicationDate":"2018-09-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48684861","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Performance evaluation of supervised learning algorithms with various training data sizes and missing attributes 具有不同训练数据大小和缺失属性的监督学习算法的性能评估
Q3 Engineering Pub Date : 2018-09-14 DOI: 10.14456/EASR.2018.28
Chaluemwut Noyunsan, Tatpong Katanyukul, K. Saikaew
Supervised learning is a machine learning technique used for creating a data prediction model. This article focuses on finding high performance supervised learning algorithms with varied training data sizes, varied number of attributes, and time spent on prediction. This studied evaluated seven algorithms, Boosting, Random Forest, Bagging, Naive Bayes, K-Nearest Neighbours (K-NN), Decision Tree, and Support Vector Machine (SVM), on seven data sets that are the standard benchmark from University of California, Irvine (UCI) with two evaluation metrics and experimental settings of various training data sizes and missing key attributes. Our findings reveal that Bagging, Random Forest, and SVM are overall the three most accurate algorithms. However, when presence of key attribute values is of concern, K-NN is recommended as its performance is affected the least. Alternatively, when training data sizes may be not large enough, Naive Bayes is preferable since it is the most insensitive algorithm to training data sizes. The algorithms are characterized on a two-dimension chart based on prediction performance and computation time. This chart is expected to guide a novice user to choose an appropriate method for his/her demand. Based on this chart, in general, Bagging and Random Forest are the two most recommended algorithms because of their high performance and speed.
监督学习是一种用于创建数据预测模型的机器学习技术。本文的重点是寻找具有不同训练数据大小、不同属性数量和用于预测的时间的高性能监督学习算法。本研究评估了七种算法,Boosting, Random Forest, Bagging,朴素贝叶斯,k -近邻(K-NN),决策树和支持向量机(SVM),这些算法是来自加州大学欧文分校(UCI)的七个数据集的标准基准,具有两个评估指标和各种训练数据大小和缺失关键属性的实验设置。我们的研究结果表明,Bagging、Random Forest和SVM是总体上最准确的三种算法。然而,当关注关键属性值的存在时,推荐使用K-NN,因为它对性能的影响最小。或者,当训练数据的大小可能不够大时,朴素贝叶斯是更可取的,因为它是对训练数据大小最不敏感的算法。基于预测性能和计算时间,用二维图对算法进行表征。这张图表旨在指导新手用户根据自己的需求选择合适的方法。根据这张图表,总的来说,Bagging和Random Forest是两种最推荐的算法,因为它们的性能和速度都很高。
{"title":"Performance evaluation of supervised learning algorithms with various training data sizes and missing attributes","authors":"Chaluemwut Noyunsan, Tatpong Katanyukul, K. Saikaew","doi":"10.14456/EASR.2018.28","DOIUrl":"https://doi.org/10.14456/EASR.2018.28","url":null,"abstract":"Supervised learning is a machine learning technique used for creating a data prediction model. This article focuses on finding high performance supervised learning algorithms with varied training data sizes, varied number of attributes, and time spent on prediction. This studied evaluated seven algorithms, Boosting, Random Forest, Bagging, Naive Bayes, K-Nearest Neighbours (K-NN), Decision Tree, and Support Vector Machine (SVM), on seven data sets that are the standard benchmark from University of California, Irvine (UCI) with two evaluation metrics and experimental settings of various training data sizes and missing key attributes. Our findings reveal that Bagging, Random Forest, and SVM are overall the three most accurate algorithms. However, when presence of key attribute values is of concern, K-NN is recommended as its performance is affected the least. Alternatively, when training data sizes may be not large enough, Naive Bayes is preferable since it is the most insensitive algorithm to training data sizes. The algorithms are characterized on a two-dimension chart based on prediction performance and computation time. This chart is expected to guide a novice user to choose an appropriate method for his/her demand. Based on this chart, in general, Bagging and Random Forest are the two most recommended algorithms because of their high performance and speed.","PeriodicalId":37310,"journal":{"name":"Engineering and Applied Science Research","volume":"45 1","pages":"221-229"},"PeriodicalIF":0.0,"publicationDate":"2018-09-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44594463","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
Implementing a dual-touch 4-wire analog resistive touchscreen via regression analysis 通过回归分析实现双触摸4线模拟电阻触摸屏
Q3 Engineering Pub Date : 2018-02-28 DOI: 10.14456/EASR.2018.10
Apiwat Boonkong, D. Hormdee
As touch mania sweeps across many applications, a large number of venders seek to upgrade to dual-touch if not to multi-touch features, but cannot justify the price of capacitive touchscreens. To get around this, other methods - both legacy and cutting edge – are available. The idea is to create inexpensive alternatives to capacitive touchscreens or retrofit dual-touch/multi-touch gestures to existing resistive-touchscreen designs, for example. This paper introduces a new scheme to detect any dual-touch on an analog resistive touchscreen. A 4-wire version was chosen due to the simplicity of its structure. Both linear and polynomial regression, was used to support the ability of detecting any position. Four screen sizes, 4.3-inch, 5.7-inch, 7-inch, and 10.2-inch, were explored. The findings revealed that resistance changes during touch can be utilized for detecting the coordinates of finger(s), for a single-touch and any dual-touch. The maximum error across all screen sizes, evaluated by RMSE, is under 3mm from the exact position on both the X and Y-axes.
随着触摸狂热席卷许多应用程序,大量供应商寻求升级到双触摸功能,如果不是多触摸功能的话,但无法证明电容触摸屏的价格合理。为了解决这一问题,可以使用其他方法,包括传统方法和尖端方法。例如,这个想法是创造电容式触摸屏的廉价替代品,或者将双触摸/多触摸手势改造为现有的电阻式触摸屏设计。本文介绍了一种检测模拟电阻式触摸屏上任何双触摸的新方案。由于其结构简单,因此选择了4线版本。线性和多项式回归都用于支持检测任何位置的能力。研究了四种屏幕尺寸,4.3英寸、5.7英寸、7英寸和10.2英寸。研究结果表明,触摸过程中的电阻变化可以用于检测手指的坐标,无论是单次触摸还是任何双次触摸。RMSE评估的所有屏幕尺寸的最大误差与X轴和Y轴上的精确位置相差不到3mm。
{"title":"Implementing a dual-touch 4-wire analog resistive touchscreen via regression analysis","authors":"Apiwat Boonkong, D. Hormdee","doi":"10.14456/EASR.2018.10","DOIUrl":"https://doi.org/10.14456/EASR.2018.10","url":null,"abstract":"As touch mania sweeps across many applications, a large number of venders seek to upgrade to dual-touch if not to multi-touch features, but cannot justify the price of capacitive touchscreens. To get around this, other methods - both legacy and cutting edge – are available. The idea is to create inexpensive alternatives to capacitive touchscreens or retrofit dual-touch/multi-touch gestures to existing resistive-touchscreen designs, for example. \u0000This paper introduces a new scheme to detect any dual-touch on an analog resistive touchscreen. A 4-wire version was chosen due to the simplicity of its structure. Both linear and polynomial regression, was used to support the ability of detecting any position. Four screen sizes, 4.3-inch, 5.7-inch, 7-inch, and 10.2-inch, were explored. The findings revealed that resistance changes during touch can be utilized for detecting the coordinates of finger(s), for a single-touch and any dual-touch. The maximum error across all screen sizes, evaluated by RMSE, is under 3mm from the exact position on both the X and Y-axes.","PeriodicalId":37310,"journal":{"name":"Engineering and Applied Science Research","volume":"45 1","pages":"39-46"},"PeriodicalIF":0.0,"publicationDate":"2018-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42240314","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Modification of a design storm pattern for urban drainage systems considering the impact of climate change 考虑气候变化影响的城市排水系统设计暴雨模式的修改
Q3 Engineering Pub Date : 2017-08-29 DOI: 10.14456/EASR.2017.24
U. Weesakul, Winai Chaowiwat, Muhammad Rehan, S. Weesakul
Inundation of urban areas due to heavy rainfall more frequently occurs in many large cities all over the world. This is more evident now due to the impacts of climate change. The design rainfall storm pattern, an input used to design urban drainage systems, plays an important role for developing sufficient drainage capacity for big cities. There are few studies in Thailand focusing on the accuracy of the Chicago Design Storm, which has been widely used for decades, in estimation of the peak intensity of rainfall for drainage systems. This study aims to first examine the accuracy of the Chicago Design Storm using observed data. Second, the impacts of climate change on rainfall intensity and on the Chicago Design Storm were investigated. Bangkok and its vicinity were selected as study area. Rainfall storm data with 1-5 minutes records and 15 minute records were collected from the meteorological station at AIT over the past 21 years and from the rainfall station in Sukhumvit area of Bangkok for 15 years. The Gumbel distribution was used in a Frequency Analysis to establish IDF Curves. The CDS, Yen & Chow and Sifalda methods were used to synthesize a Design Storm Pattern. Comparison of results of these methods with the observed data revealed that the CDS has good agreement in shape, i.e. peak intensity and time to peak. The CDS is still recommended for use in practice. However, MAPE was also used to evaluate accuracy of the synthesized CDS in comparison with the observed data. It was found that the CDS should be modified to reduce its peak intensity. Moreover, the impact of climate was also investigated. The Equidistance Quantile-Matching Method was adopted to compute IDF curves to include the climate change impact. The Global Climate Model (GCM), and HasGEM2-ES with RCP4.5 were used to generate rainfall data for the next 25 years. The changes in IDF curves due to climate change were compared. With the changed IDF curves, the peak intensity of design storms increased by up to 25%. It is therefore recommended to account for the impacts of climate change on design storms.
在世界上许多大城市,由于强降雨导致的城市地区淹没越来越频繁地发生。由于气候变化的影响,这一点现在更加明显。暴雨模式设计作为城市排水系统设计的一项输入,对于发展大城市足够的排水能力起着重要作用。在泰国,很少有研究关注芝加哥设计风暴(Chicago Design Storm)在估计排水系统降雨峰值强度方面的准确性,该方法已经被广泛使用了几十年。本研究旨在首先利用观测数据检验芝加哥设计风暴的准确性。其次,研究了气候变化对降雨强度和芝加哥设计风暴的影响。选取曼谷及其周边地区作为研究区域。在过去的21年里,AIT气象站和曼谷素坤逸地区的雨量站分别收集了1-5分钟和15分钟的暴雨数据。频率分析采用甘贝尔分布建立IDF曲线。采用CDS、Yen & Chow和Sifalda方法合成设计风暴模式。这些方法的结果与观测数据的比较表明,CDS在形状上,即峰强度和峰时间上有很好的一致性。在实践中仍然推荐使用CDS。然而,MAPE也被用来评价合成CDS与观测数据的准确性。研究发现,应对CDS进行改进,以降低其峰值强度。此外,还研究了气候的影响。采用等距分位数匹配法计算包含气候变化影响的IDF曲线。利用全球气候模式(GCM)和HasGEM2-ES (RCP4.5)生成了未来25年的降水数据。比较了气候变化对IDF曲线的影响。随着IDF曲线的变化,设计风暴的峰值强度增加了25%。因此,建议考虑气候变化对设计风暴的影响。
{"title":"Modification of a design storm pattern for urban drainage systems considering the impact of climate change","authors":"U. Weesakul, Winai Chaowiwat, Muhammad Rehan, S. Weesakul","doi":"10.14456/EASR.2017.24","DOIUrl":"https://doi.org/10.14456/EASR.2017.24","url":null,"abstract":"Inundation of urban areas due to heavy rainfall more frequently occurs in many large cities all over the world. This is more evident now due to the impacts of climate change. The design rainfall storm pattern, an input used to design urban drainage systems, plays an important role for developing sufficient drainage capacity for big cities. There are few studies in Thailand focusing on the accuracy of the Chicago Design Storm, which has been widely used for decades, in estimation of the peak intensity of rainfall for drainage systems. This study aims to first examine the accuracy of the Chicago Design Storm using observed data. Second, the impacts of climate change on rainfall intensity and on the Chicago Design Storm were investigated. Bangkok and its vicinity were selected as study area. Rainfall storm data with 1-5 minutes records and 15 minute records were collected from the meteorological station at AIT over the past 21 years and from the rainfall station in Sukhumvit area of Bangkok for 15 years. The Gumbel distribution was used in a Frequency Analysis to establish IDF Curves. The CDS, Yen & Chow and Sifalda methods were used to synthesize a Design Storm Pattern. Comparison of results of these methods with the observed data revealed that the CDS has good agreement in shape, i.e. peak intensity and time to peak. The CDS is still recommended for use in practice. However, MAPE was also used to evaluate accuracy of the synthesized CDS in comparison with the observed data. It was found that the CDS should be modified to reduce its peak intensity. Moreover, the impact of climate was also investigated. The Equidistance Quantile-Matching Method was adopted to compute IDF curves to include the climate change impact. The Global Climate Model (GCM), and HasGEM2-ES with RCP4.5 were used to generate rainfall data for the next 25 years. The changes in IDF curves due to climate change were compared. With the changed IDF curves, the peak intensity of design storms increased by up to 25%. It is therefore recommended to account for the impacts of climate change on design storms.","PeriodicalId":37310,"journal":{"name":"Engineering and Applied Science Research","volume":"44 1","pages":"161-169"},"PeriodicalIF":0.0,"publicationDate":"2017-08-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48276466","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 6
Subsurface drip irrigation: A technology for safer irrigation of vegetable crops 地下滴灌:一种更安全的蔬菜作物灌溉技术
Q3 Engineering Pub Date : 2017-04-01 DOI: 10.14456/EASR.2017.16
D. Slack, Rocio G. Reyes Esteves, Aketzalli Espejel, Bernardo Oyorsaval, Yingjie Ma
A number of recent outbreaks of foodborne illnesses in the US have been traced to contaminated water either used in washing vegetables or in irrigating them.  It is readily apparent that such foods as leafy green vegetables or crops such as melons that touch the soil surface or come in contact with irrigation water can become contaminated by pathogens in irrigation water. There is strong evidence in the literature that such crops do not become contaminated so long as the edible portions of the plant do not come in contact with irrigation water or a wetted soil surface. Thus, we undertook a modeling study utilizing the well-known software, HYDRUS-2D, to determine minimum depths of placement of irrigation tubing for subsurface irrigation that ensure that the soil surface does not become contaminated.  We chose to model a cropping system commonly used for lettuce production in Arizona where the crop is nearly always irrigated using furrow irrigation.  Lettuce is usually grown in Arizona in the fall and winter months when maximum crop evapotranspiration (ET) is about 4.9 mm per day.  We used an application efficiency of 95% for subsurface drip irrigation on two different soil types, sandy clay loam and loam.   Assuming that we would irrigate daily for two hours to apply the required 5.2 mm of water, we found water would wet the soil to a distance of 16 cm above the drip emitter in the both the clay loam and clay soils.  Thus it would appear that in these soils, a drip tube placed 20 cm below the surface should avoid soil surface wetting.   However, given the great spatial variability in such soil parameters as bulk density and hydraulic conductivity, we would recommend a minimum design depth of 30cm to avoid soil surface wetting.
美国最近爆发的许多食源性疾病都可以追溯到用于清洗蔬菜或灌溉蔬菜的受污染的水。很明显,像绿叶蔬菜这样的食物或像瓜这样的作物接触到土壤表面或接触到灌溉水就会被灌溉水中的病原体污染。文献中有强有力的证据表明,只要植物的可食用部分不接触灌溉用水或湿润的土壤表面,这些作物就不会受到污染。因此,我们利用著名的HYDRUS-2D软件进行了建模研究,以确定用于地下灌溉的灌溉管的最小放置深度,以确保土壤表面不被污染。我们选择了一个种植系统的模型,该系统通常用于亚利桑那州的生菜生产,那里的作物几乎总是使用沟灌溉。亚利桑那州通常在秋冬季节种植莴苣,此时作物的最大蒸散量(ET)约为每天4.9毫米。在砂质粘土壤土和壤土两种不同土壤类型上进行地下滴灌,施用效率为95%。假设我们每天灌溉两小时,以施用所需的5.2毫米的水,我们发现水会将粘土壤土和粘土土中的土壤湿润到滴水发射器上方16厘米的距离。因此,在这些土壤中,放置在地表以下20厘米处的滴管应该可以避免土壤表面湿润。然而,考虑到土壤的容重和导电性等参数具有很大的空间变异性,我们建议最小设计深度为30cm,以避免土壤表面湿润。
{"title":"Subsurface drip irrigation: A technology for safer irrigation of vegetable crops","authors":"D. Slack, Rocio G. Reyes Esteves, Aketzalli Espejel, Bernardo Oyorsaval, Yingjie Ma","doi":"10.14456/EASR.2017.16","DOIUrl":"https://doi.org/10.14456/EASR.2017.16","url":null,"abstract":"A number of recent outbreaks of foodborne illnesses in the US have been traced to contaminated water either used in washing vegetables or in irrigating them.  It is readily apparent that such foods as leafy green vegetables or crops such as melons that touch the soil surface or come in contact with irrigation water can become contaminated by pathogens in irrigation water. There is strong evidence in the literature that such crops do not become contaminated so long as the edible portions of the plant do not come in contact with irrigation water or a wetted soil surface. Thus, we undertook a modeling study utilizing the well-known software, HYDRUS-2D, to determine minimum depths of placement of irrigation tubing for subsurface irrigation that ensure that the soil surface does not become contaminated.  We chose to model a cropping system commonly used for lettuce production in Arizona where the crop is nearly always irrigated using furrow irrigation.  Lettuce is usually grown in Arizona in the fall and winter months when maximum crop evapotranspiration (ET) is about 4.9 mm per day.  We used an application efficiency of 95% for subsurface drip irrigation on two different soil types, sandy clay loam and loam.   Assuming that we would irrigate daily for two hours to apply the required 5.2 mm of water, we found water would wet the soil to a distance of 16 cm above the drip emitter in the both the clay loam and clay soils.  Thus it would appear that in these soils, a drip tube placed 20 cm below the surface should avoid soil surface wetting.   However, given the great spatial variability in such soil parameters as bulk density and hydraulic conductivity, we would recommend a minimum design depth of 30cm to avoid soil surface wetting.","PeriodicalId":37310,"journal":{"name":"Engineering and Applied Science Research","volume":"44 1","pages":"111-114"},"PeriodicalIF":0.0,"publicationDate":"2017-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42324119","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
期刊
Engineering and Applied Science Research
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1