首页 > 最新文献

2019 IEEE 11th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management ( HNICEM )最新文献

英文 中文
A Fuzzy Logic-Based Stock Market Trading Algorithm Using Bollinger Bands 基于模糊逻辑的布林带股票交易算法
Sandy C. Lauguico, R. Ii, Jonnel D. Alejandrino, Dailyne D. Macasaet, Rogelio Ruzcko Tobias, A. Bandala, E. Dadios
Stock market price forecasting with the use of Technical Analysis is not precise Mathematics. Mostly, prediction is only based on probabilities supported by historical data and patterns. With these, several technical strategies were made by traders to produce signals on trading execution. This study proposes an algorithm that undergoes a certain trading strategy using three fuzzy logic controllers. Technical indicators such as candlestick parameters and Bollinger Bands (BB) were used for triggering the strength of buy, hold, and sell signals. Stock price data were gathered from a certain stock company. These data contain the opening and closing prices that are utilized for computing the BB. The raw and the computed values are the crisp input parameters for the Fuzzy Inference System (FIS). The membership functions were classified to very low, low, high, and very high levels depending on the input default parameters used by traders. Sets of rules were created fuzzy logically to produce signals indicating the strength of an execution recommendation. The system is implemented using NI LabVIEW and MATLAB, proving that the tests are yielding acceptable result of about 94.44%.
运用技术分析进行股票市场价格预测并不是精确的数学。大多数情况下,预测只是基于历史数据和模式支持的概率。有了这些,交易者制定了一些技术策略来产生交易执行的信号。本研究提出了一种使用三个模糊逻辑控制器来经历特定交易策略的算法。烛线参数和布林带(BB)等技术指标被用来触发买入、持有和卖出信号的强弱。股票价格数据是从某股票公司收集来的。这些数据包含用于计算BB的开盘价和收盘价。原始值和计算值是模糊推理系统(FIS)的清晰输入参数。根据交易者使用的输入默认参数,成员函数被分为非常低、低、高和非常高的级别。模糊逻辑地创建规则集,以产生指示执行建议强度的信号。系统在NI LabVIEW和MATLAB环境下实现,测试结果表明,系统的可接受率约为94.44%。
{"title":"A Fuzzy Logic-Based Stock Market Trading Algorithm Using Bollinger Bands","authors":"Sandy C. Lauguico, R. Ii, Jonnel D. Alejandrino, Dailyne D. Macasaet, Rogelio Ruzcko Tobias, A. Bandala, E. Dadios","doi":"10.1109/HNICEM48295.2019.9072734","DOIUrl":"https://doi.org/10.1109/HNICEM48295.2019.9072734","url":null,"abstract":"Stock market price forecasting with the use of Technical Analysis is not precise Mathematics. Mostly, prediction is only based on probabilities supported by historical data and patterns. With these, several technical strategies were made by traders to produce signals on trading execution. This study proposes an algorithm that undergoes a certain trading strategy using three fuzzy logic controllers. Technical indicators such as candlestick parameters and Bollinger Bands (BB) were used for triggering the strength of buy, hold, and sell signals. Stock price data were gathered from a certain stock company. These data contain the opening and closing prices that are utilized for computing the BB. The raw and the computed values are the crisp input parameters for the Fuzzy Inference System (FIS). The membership functions were classified to very low, low, high, and very high levels depending on the input default parameters used by traders. Sets of rules were created fuzzy logically to produce signals indicating the strength of an execution recommendation. The system is implemented using NI LabVIEW and MATLAB, proving that the tests are yielding acceptable result of about 94.44%.","PeriodicalId":6733,"journal":{"name":"2019 IEEE 11th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management ( HNICEM )","volume":"42 1","pages":"1-6"},"PeriodicalIF":0.0,"publicationDate":"2019-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87544097","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: 17
Instrumentation of Raman Spectrometry for Acquisition of Molecular Vibration Structure 用于分子振动结构采集的拉曼光谱仪器
J. Lazaro, J. D. dela Cruz, J. Villaverde
Determining the structure of an organic compound are mainly based on the physical and chemical properties, because molecules are so small it is so hard to determine the molecular structure of a compound. In this study, a simple spectrometer is developed through instrumentation and control to perform acquisition of the molecular vibrations and determine the Raman shift in wavenumber of a sample. Because the vibration phenomenon of a molecular bond can be investigated under the Raman spectrum, a charged coupled device (CCD) was used in the instrumentation together with a diffraction grating of 1000lines/mm. The spectrometer built using a charged coupled device (CCD) array is capable of detecting ultra-violet, visible, and near-infrared spectrum. In the near-infrared region the identifying marks of the samples is recorded with energy spectral density that describes the optical wavelength and peaks in the IR spectrum. Using the reaction in the saccharomyces cerevisiae in water, the energy spectral density is monitored and shows that 81.52% of light is absorbed by the given sample during the reaction with wavenumber of 605.75cm-1 which suggest that the molecular vibration is occurring at the fingerprint region under the vibrational spectrum, and light absorption becomes weaker as saccharomyces cerevisiae stop producing carbon dioxide in water with 8.39% but with traces of chemical compounds at 623.14cm-1 Raman shift in wavenumber.
确定有机化合物的结构主要是根据其物理和化学性质,因为分子很小,所以很难确定化合物的分子结构。在本研究中,通过仪器和控制开发了一种简单的光谱仪,用于采集分子振动并确定样品的拉曼波数移位。由于在拉曼光谱下可以研究分子键的振动现象,因此在仪器中使用了电荷耦合器件(CCD)和1000线/mm的衍射光栅。利用电荷耦合器件(CCD)阵列构建的光谱仪能够探测紫外线、可见光和近红外光谱。在近红外区域,样品的识别标记用描述红外光谱中的光波长和峰的能谱密度记录。利用在水中进行的酿酒酵母反应,对能量谱密度进行了监测,结果表明,在反应过程中,给定样品吸收了81.52%的光,波数为605.75cm-1,表明在振动谱下的指纹区发生了分子振动。在拉曼波数为623.14cm-1时,当酿酒酵母停止在水中产生8.39%的二氧化碳,但仍有微量化合物时,其对光的吸收变弱。
{"title":"Instrumentation of Raman Spectrometry for Acquisition of Molecular Vibration Structure","authors":"J. Lazaro, J. D. dela Cruz, J. Villaverde","doi":"10.1109/HNICEM48295.2019.9073543","DOIUrl":"https://doi.org/10.1109/HNICEM48295.2019.9073543","url":null,"abstract":"Determining the structure of an organic compound are mainly based on the physical and chemical properties, because molecules are so small it is so hard to determine the molecular structure of a compound. In this study, a simple spectrometer is developed through instrumentation and control to perform acquisition of the molecular vibrations and determine the Raman shift in wavenumber of a sample. Because the vibration phenomenon of a molecular bond can be investigated under the Raman spectrum, a charged coupled device (CCD) was used in the instrumentation together with a diffraction grating of 1000lines/mm. The spectrometer built using a charged coupled device (CCD) array is capable of detecting ultra-violet, visible, and near-infrared spectrum. In the near-infrared region the identifying marks of the samples is recorded with energy spectral density that describes the optical wavelength and peaks in the IR spectrum. Using the reaction in the saccharomyces cerevisiae in water, the energy spectral density is monitored and shows that 81.52% of light is absorbed by the given sample during the reaction with wavenumber of 605.75cm-1 which suggest that the molecular vibration is occurring at the fingerprint region under the vibrational spectrum, and light absorption becomes weaker as saccharomyces cerevisiae stop producing carbon dioxide in water with 8.39% but with traces of chemical compounds at 623.14cm-1 Raman shift in wavenumber.","PeriodicalId":6733,"journal":{"name":"2019 IEEE 11th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management ( HNICEM )","volume":"26 1","pages":"1-4"},"PeriodicalIF":0.0,"publicationDate":"2019-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83966014","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
Technology-Needs Assessment Data Analysis using PCA for the Design of a WLAN-based Hybrid Classroom Response and Learning Management System Android Application 基于PCA的技术需求评估数据分析——基于wlan的混合型课堂响应与学习管理系统的设计
Joseph Bryan G. Ibarra, Meo Vincent Caya, A. Paglinawan, Jerry Turingan, Sarah Alma P. Bentir, Jim Joseph Monta, Jumarie Mocon, A. Yumang, L. Sabino, M. Teogangco
The influence of technology in the evolution of modern-day education grows significantly as more educational institutions attempt to improve the quality of education. This study aims to develop a hybrid of a classroom response system and learning management system web and android applications without the use of the internet. A technology-needs assessment (TNA) was administered on 213 high school students. The TNA questionnaire was comprised by 16 closed-ended questions, 15 of which required Likert scale-based responses and one required a yes/no response. The TNA data was analyzed with the help of principal component analysis (PCA). The results of the PCA became the basis for the configuration of a wireless local area network of devices connected to a central server through a wireless router dedicated for the implementation of the web and android applications designed for the needs identified by the study. The web and android applications were developed using a test-driven development (TDD) approach. The system configuration was based on the system capacity requirements to enable simultaneous wireless connection of up to 100 mobile devices. Two groups of high school students were identified by the school to be part of the field testing of the web/android app since these students were of significantly similar academic standing in their respective classes. The study group (n=7) used the web/android app in their statistics class and a control group (n=10) were subjected to the traditional classroom set-up. The field testing lasted for two weeks covering various teaching and learning activities including exams. The exam results were subjected to Analysis of Variance using two-sample F-test and t-test. The results show that at 5% significance level, a p-value of 0.0026 was obtained, which indicates that the means between the summative test results data sets are significantly different. The performance of the students in the study group is significantly different from the performance of the students in the control group in the summative test. As observed in the summative test mean scores of the groups, the study group showed significant improvement in their performance when compared to the control group.
随着越来越多的教育机构试图提高教育质量,技术在现代教育演变中的影响日益显著。本研究旨在开发一个混合的课堂响应系统和学习管理系统的网络和android应用程序,而不使用互联网。对213名高中生进行技术需求评估。TNA问卷由16个封闭式问题组成,其中15个需要基于李克特量表的回答,1个需要回答是/否。采用主成分分析(PCA)对TNA数据进行分析。PCA的结果成为配置无线局域网的基础,该网络的设备通过无线路由器连接到中央服务器,该无线路由器专门用于实现为研究确定的需求而设计的web和android应用程序。web和android应用程序是使用测试驱动开发(TDD)方法开发的。该系统配置基于系统容量要求,可同时实现多达100个移动设备的无线连接。学校确定了两组高中学生作为web/android应用程序现场测试的一部分,因为这些学生在各自班级的学术地位非常相似。研究组(n=7)在统计学课堂上使用web/android应用程序,对照组(n=10)使用传统的课堂设置。现场测试为期两周,涵盖了包括考试在内的各种教学活动。检验结果采用双样本f检验和t检验进行方差分析。结果表明,在5%显著性水平下,p值为0.0026,表明总结性检验结果数据集之间的均值存在显著性差异。研究组学生在总结性测试中的表现与对照组学生有显著差异。从各组的总结性测试平均分中可以看出,与对照组相比,研究组的成绩有了显著的提高。
{"title":"Technology-Needs Assessment Data Analysis using PCA for the Design of a WLAN-based Hybrid Classroom Response and Learning Management System Android Application","authors":"Joseph Bryan G. Ibarra, Meo Vincent Caya, A. Paglinawan, Jerry Turingan, Sarah Alma P. Bentir, Jim Joseph Monta, Jumarie Mocon, A. Yumang, L. Sabino, M. Teogangco","doi":"10.1109/HNICEM48295.2019.9072763","DOIUrl":"https://doi.org/10.1109/HNICEM48295.2019.9072763","url":null,"abstract":"The influence of technology in the evolution of modern-day education grows significantly as more educational institutions attempt to improve the quality of education. This study aims to develop a hybrid of a classroom response system and learning management system web and android applications without the use of the internet. A technology-needs assessment (TNA) was administered on 213 high school students. The TNA questionnaire was comprised by 16 closed-ended questions, 15 of which required Likert scale-based responses and one required a yes/no response. The TNA data was analyzed with the help of principal component analysis (PCA). The results of the PCA became the basis for the configuration of a wireless local area network of devices connected to a central server through a wireless router dedicated for the implementation of the web and android applications designed for the needs identified by the study. The web and android applications were developed using a test-driven development (TDD) approach. The system configuration was based on the system capacity requirements to enable simultaneous wireless connection of up to 100 mobile devices. Two groups of high school students were identified by the school to be part of the field testing of the web/android app since these students were of significantly similar academic standing in their respective classes. The study group (n=7) used the web/android app in their statistics class and a control group (n=10) were subjected to the traditional classroom set-up. The field testing lasted for two weeks covering various teaching and learning activities including exams. The exam results were subjected to Analysis of Variance using two-sample F-test and t-test. The results show that at 5% significance level, a p-value of 0.0026 was obtained, which indicates that the means between the summative test results data sets are significantly different. The performance of the students in the study group is significantly different from the performance of the students in the control group in the summative test. As observed in the summative test mean scores of the groups, the study group showed significant improvement in their performance when compared to the control group.","PeriodicalId":6733,"journal":{"name":"2019 IEEE 11th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management ( HNICEM )","volume":"9 1","pages":"1-5"},"PeriodicalIF":0.0,"publicationDate":"2019-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"84304747","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
Soil Nutrient Detection using Genetic Algorithm 基于遗传算法的土壤养分检测
J. C. Puno, R. Bedruz, Allysa Kate M. Brillantes, R. R. Vicerra, A. Bandala, E. Dadios
Genetic Algorithm is the method used in this study in classifying the qualitative level of the soil nutrients. The data set includes images coming from the result of the soil testing. The extracted features were the HSV values and the LAB values color space. Out of the six extracted features from the data set, the B from LAB color space is the most linear so with that, it is the input of genetic algorithm in identifying the qualitative level of the soil nutrients. For the run of the program using python programming language and pyCharm CE as IDE, the values of each parameters follow: the population size is 10, mutation rate is 0.01, the number of cross over points is 2 and the maximum number of generations is 1000. The population’s final best fitness has 98.2609% that proves that Genetic Algorithm is an effective method in classifying the qualitative level of the soil nutrients.
遗传算法是本研究中对土壤养分质量水平进行分类的方法。数据集包括来自土壤测试结果的图像。提取的特征为HSV值和LAB值颜色空间。在从数据集中提取的六个特征中,LAB颜色空间中的B是最线性的,因此,它是遗传算法在识别土壤养分定性水平方面的输入。对于使用python编程语言和pyCharm CE作为IDE的程序运行,每个参数的值如下:种群大小为10,突变率为0.01,交叉点数为2,最大代数为1000。种群的最终最佳适应度为98.2609%,证明遗传算法是一种有效的土壤养分质量水平分类方法。
{"title":"Soil Nutrient Detection using Genetic Algorithm","authors":"J. C. Puno, R. Bedruz, Allysa Kate M. Brillantes, R. R. Vicerra, A. Bandala, E. Dadios","doi":"10.1109/HNICEM48295.2019.9072689","DOIUrl":"https://doi.org/10.1109/HNICEM48295.2019.9072689","url":null,"abstract":"Genetic Algorithm is the method used in this study in classifying the qualitative level of the soil nutrients. The data set includes images coming from the result of the soil testing. The extracted features were the HSV values and the LAB values color space. Out of the six extracted features from the data set, the B from LAB color space is the most linear so with that, it is the input of genetic algorithm in identifying the qualitative level of the soil nutrients. For the run of the program using python programming language and pyCharm CE as IDE, the values of each parameters follow: the population size is 10, mutation rate is 0.01, the number of cross over points is 2 and the maximum number of generations is 1000. The population’s final best fitness has 98.2609% that proves that Genetic Algorithm is an effective method in classifying the qualitative level of the soil nutrients.","PeriodicalId":6733,"journal":{"name":"2019 IEEE 11th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management ( HNICEM )","volume":"15 1","pages":"1-6"},"PeriodicalIF":0.0,"publicationDate":"2019-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86660877","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: 2
Design and Development of a Semi-Permanent Coupler of a Five-Coach Train 五节车厢半永久联轴器的设计与研制
Glen D. Espeña, Geoffrey L. Abulencia, Rodnel O. Tamayo, Jonathan Q. Puerto, Pablo Q. Acuin, Jayson P. Rogelio
This study presents a locally designed and developed semi-permanent coupler for the DOST-MIRDC’s train consisting of five 12-meter-length coaches. Using the Computer-Aided Design (CAD) software, the capability of the coupler for tension and compressive loads were considered. The calculation for the compression load of 1000 kN was required to pull the train in case of emergency towing. The CAD-modelled coupler was then simulated and analyzed using Solidworks software. The simulation was focused only on the collapsible elements for the compression load and the flange, rods, and nuts for the tension load. Using a 2000-kN Test of Metallic Products at MIRDC, the proof load test and breaking load test of 500 kN and 925.61 kN were respectively attained. The result of the tension load testing shows that the designed and fabricated semipermanent coupler is capable of withstanding load of 100 kN with a significant tolerance.
本研究提出了一种本地设计和开发的由5节12米长车厢组成的dot - mirdc列车的半永久耦合器。利用计算机辅助设计(CAD)软件,考虑了联轴器在拉伸和压缩载荷下的性能。在紧急牵引情况下,牵引列车需要计算1000 kN的压缩载荷。然后使用Solidworks软件对cad建模的耦合器进行了仿真和分析。模拟只集中在压缩载荷下的可折叠元件和拉伸载荷下的法兰、杆和螺母。通过在MIRDC进行2000 kN的金属制品试验,获得了500 kN的证明载荷试验和925.61 kN的断裂载荷试验。拉伸载荷试验结果表明,所设计制造的半永久耦合器能够承受100 kN的载荷,且公差较大。
{"title":"Design and Development of a Semi-Permanent Coupler of a Five-Coach Train","authors":"Glen D. Espeña, Geoffrey L. Abulencia, Rodnel O. Tamayo, Jonathan Q. Puerto, Pablo Q. Acuin, Jayson P. Rogelio","doi":"10.1109/HNICEM48295.2019.9073523","DOIUrl":"https://doi.org/10.1109/HNICEM48295.2019.9073523","url":null,"abstract":"This study presents a locally designed and developed semi-permanent coupler for the DOST-MIRDC’s train consisting of five 12-meter-length coaches. Using the Computer-Aided Design (CAD) software, the capability of the coupler for tension and compressive loads were considered. The calculation for the compression load of 1000 kN was required to pull the train in case of emergency towing. The CAD-modelled coupler was then simulated and analyzed using Solidworks software. The simulation was focused only on the collapsible elements for the compression load and the flange, rods, and nuts for the tension load. Using a 2000-kN Test of Metallic Products at MIRDC, the proof load test and breaking load test of 500 kN and 925.61 kN were respectively attained. The result of the tension load testing shows that the designed and fabricated semipermanent coupler is capable of withstanding load of 100 kN with a significant tolerance.","PeriodicalId":6733,"journal":{"name":"2019 IEEE 11th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management ( HNICEM )","volume":"257 1","pages":"1-5"},"PeriodicalIF":0.0,"publicationDate":"2019-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86926319","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
Developing a Computer-Aided Pangasinense Language Learning System 计算机辅助Pangasinense语言学习系统的开发
Juan Miguel H. Villarroel, Jomar B. Calauod, M. Grande, King Harold A. Recto, Ronald M. Pascual
Ideally, instruction is best done one on one. However, due to the scarcity of public school teachers, this ideal remains just that, only an ideal. This ideal, however, can be realized by using a computer-assisted language learning system. One such language that this system can be applied to is the Pangasinense - one of the top ten languages of the Philippines. Using this system, any Filipino can now learn Pangasinense. Creating this involves developing the speech corpus for the Pangasinense language and designing a reading miscue detector (RMD) that employs hidden markov models (HMM) and artificial neural network (ANN). The RMD uses the reference verification (RV) method that compares the input speech to the reference speech found in the Pangasinense speech corpus. The collection of the speech corpus involved 10 native Pangasinense speakers who each recorded a total of 21 phrases and 309 words that were considered as common conversational phrases or words for Pangasinense. The system was initially tested by 10 native Pangasinense speakers, who also speak Filipino, and their scores were set as the reference scores. The system was then put to test by conducting a six-week pilot study participated by 10 Filipino speakers. The system’s effectiveness was then evaluated through the progress trends of all learners’ scores for each module. All learners’ progress curves showed to have a positive slope. In addition, the system’s efficiency was determined by its false alarm rate (FAR), misdetection rate (MdR), and accuracy. The system was able to get a FAR of 26.67% and 30%, MdR of 30.0% and 6.67%, and accuracy of 71.66% and 81.67%, for males and females group, respectively.
理想情况下,教学最好是一对一的。然而,由于公立学校教师的稀缺,这种理想仍然只是一种理想。然而,这一理想可以通过使用计算机辅助语言学习系统来实现。该系统可以应用的一种语言是Pangasinense -菲律宾十大语言之一。使用这个系统,任何菲律宾人现在都可以学习Pangasinense。创建这种语言包括为Pangasinense语言开发语音语料库,并设计一个使用隐马尔可夫模型(HMM)和人工神经网络(ANN)的阅读错误检测器(RMD)。RMD使用参考验证(RV)方法,将输入语音与Pangasinense语音语料库中的参考语音进行比较。语言语料库的收集涉及10位母语为pangasinese语的人,他们每人记录了21个短语和309个被认为是pangasinese语的常用会话短语或单词。该系统最初由10名母语为Pangasinense的人进行测试,他们也会说菲律宾语,他们的分数被设置为参考分数。然后,该系统进行了为期六周的试点研究,由10名说菲律宾语的人参加。然后通过所有学习者在每个模块的分数的进步趋势来评估系统的有效性。所有学习者的学习进度曲线均呈现正斜率。此外,系统的效率还取决于其虚警率(FAR)、误检率(MdR)和准确率。该系统在男性组和女性组的FAR分别为26.67%和30%,MdR分别为30.0%和6.67%,准确率分别为71.66%和81.67%。
{"title":"Developing a Computer-Aided Pangasinense Language Learning System","authors":"Juan Miguel H. Villarroel, Jomar B. Calauod, M. Grande, King Harold A. Recto, Ronald M. Pascual","doi":"10.1109/HNICEM48295.2019.9073611","DOIUrl":"https://doi.org/10.1109/HNICEM48295.2019.9073611","url":null,"abstract":"Ideally, instruction is best done one on one. However, due to the scarcity of public school teachers, this ideal remains just that, only an ideal. This ideal, however, can be realized by using a computer-assisted language learning system. One such language that this system can be applied to is the Pangasinense - one of the top ten languages of the Philippines. Using this system, any Filipino can now learn Pangasinense. Creating this involves developing the speech corpus for the Pangasinense language and designing a reading miscue detector (RMD) that employs hidden markov models (HMM) and artificial neural network (ANN). The RMD uses the reference verification (RV) method that compares the input speech to the reference speech found in the Pangasinense speech corpus. The collection of the speech corpus involved 10 native Pangasinense speakers who each recorded a total of 21 phrases and 309 words that were considered as common conversational phrases or words for Pangasinense. The system was initially tested by 10 native Pangasinense speakers, who also speak Filipino, and their scores were set as the reference scores. The system was then put to test by conducting a six-week pilot study participated by 10 Filipino speakers. The system’s effectiveness was then evaluated through the progress trends of all learners’ scores for each module. All learners’ progress curves showed to have a positive slope. In addition, the system’s efficiency was determined by its false alarm rate (FAR), misdetection rate (MdR), and accuracy. The system was able to get a FAR of 26.67% and 30%, MdR of 30.0% and 6.67%, and accuracy of 71.66% and 81.67%, for males and females group, respectively.","PeriodicalId":6733,"journal":{"name":"2019 IEEE 11th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management ( HNICEM )","volume":"13 1","pages":"1-6"},"PeriodicalIF":0.0,"publicationDate":"2019-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82969903","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
Jackfruit Fruit Damage Classification using Convolutional Neural Network 基于卷积神经网络的菠萝蜜果实损伤分类
J. F. V. Oraño, Elmer A. Maravillas, Chris Jordan G. Aliac
Insufficient understanding on the incidence of plant pests and diseases as well as on the appropriate cultural practices against them may worsen the damage and caused a tremendous loss on fruit production. The use of mobile-based solution will significantly contribute on the availability and accessibility of human expert’s knowledge on this domain. In this study, a convolutional neural network was used and deployed on an android-based mobile application to perform detection and diagnosis of jackfruit fruit damages caused by pests (fruit borer and fruit fly) and diseases (rhizopus fruit rot and sclerotium fruit rot). The sequential type model was implemented which is mainly composed of 3 convolutional layers, each activated by a Rectified Linear Unit function and followed by a max pooling layer, and finally 2 dense layers. The model was trained using a total of 2409 images, and when evaluated on a validation dataset with 516 images, a loss rate of 4.58% and an accuracy rate of 97.93% were attained. On the other hand, when it was tested to predict on another set of 516 images, a remarkable success rate of 97.87% was obtained. The result indicates that the application can carry out a reliable and real time assessment on pest infestation and disease infection. Likewise, it provides recommendations on fruit protection measures.
对植物病虫害的发生以及防治病虫害的适当栽培方法了解不足,可能会使损害加重,并对果实生产造成巨大损失。基于移动的解决方案的使用将大大有助于人类专家在这一领域的知识的可用性和可访问性。本研究利用卷积神经网络在基于android的移动应用程序上进行了菠萝蜜果实病虫害(果螟和果蝇)和病害(根霉腐病和菌核腐病)的检测和诊断。实现了顺序型模型,该模型主要由3个卷积层组成,每个卷积层由一个Rectified Linear Unit函数激活,然后是一个max pooling层,最后是2个密集层。该模型共使用2409张图像进行训练,在516张图像的验证数据集上进行评估,失误率为4.58%,准确率为97.93%。另一方面,当对另一组516张图像进行预测测试时,成功率达到了97.87%。结果表明,该应用程序可对病虫害进行实时、可靠的评估。同样,它还就水果保护措施提出了建议。
{"title":"Jackfruit Fruit Damage Classification using Convolutional Neural Network","authors":"J. F. V. Oraño, Elmer A. Maravillas, Chris Jordan G. Aliac","doi":"10.1109/HNICEM48295.2019.9073341","DOIUrl":"https://doi.org/10.1109/HNICEM48295.2019.9073341","url":null,"abstract":"Insufficient understanding on the incidence of plant pests and diseases as well as on the appropriate cultural practices against them may worsen the damage and caused a tremendous loss on fruit production. The use of mobile-based solution will significantly contribute on the availability and accessibility of human expert’s knowledge on this domain. In this study, a convolutional neural network was used and deployed on an android-based mobile application to perform detection and diagnosis of jackfruit fruit damages caused by pests (fruit borer and fruit fly) and diseases (rhizopus fruit rot and sclerotium fruit rot). The sequential type model was implemented which is mainly composed of 3 convolutional layers, each activated by a Rectified Linear Unit function and followed by a max pooling layer, and finally 2 dense layers. The model was trained using a total of 2409 images, and when evaluated on a validation dataset with 516 images, a loss rate of 4.58% and an accuracy rate of 97.93% were attained. On the other hand, when it was tested to predict on another set of 516 images, a remarkable success rate of 97.87% was obtained. The result indicates that the application can carry out a reliable and real time assessment on pest infestation and disease infection. Likewise, it provides recommendations on fruit protection measures.","PeriodicalId":6733,"journal":{"name":"2019 IEEE 11th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management ( HNICEM )","volume":"60 1","pages":"1-6"},"PeriodicalIF":0.0,"publicationDate":"2019-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90829955","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: 8
Implementation of Random Intra Refresh on ISDB-T transmission with IEEE 802.22 Interference IEEE 802.22干扰下ISDB-T传输的随机Intra Refresh实现
Ralph Michael Gabriel D. Alfonso, Gianka M. Bautista, Paula Gonzales, Tim Patrick B. Nieves, Nicole Bianca B. Pol, Kanny Krizzy D. Serrano, Angelo R. dela Cruz
Video compression is essential when conforming to a finite bandwidth and storage space. It performs inter prediction wherein it removes the temporal redundancy between neighboring frames enabling higher compression rates. However, once an error occurred on a reference frame, all the subsequent dependent frames will be in error as well, making compressed videos sensitive to transmission error. In this paper, we propose a method of random intra-refresh rate (RIR) by randomly inserting intra-coded coding tree unit (CTU) to reduce error propagation and improve the robustness to transmission errors without significantly increasing the rate distortion optimization (RDO) cost. Furthermore, this study also made use of channel modeling and simulation using MATLAB and Simulink with the reference software and done by transmitting motion levels and encoding complexity 1080p resolution video over a modelled victim ISDB-T Transmission System with interferer IEEE 802.22 PHY Transmitter sweeping interferer’s power and center frequency. The proposed scheme, implemented using standard H.265 or HEVC encoder, is compared to a pure inter coding simulation with various bitrates, error rates, and refresh rates. Average PSNR improvements of 1.59 dB for 10% RIR, 2.99 dB for 25% RIR, and 4.65 dB for 50% RIR at 33% PER are measured and subjective quality improvements are observed which proves the effectiveness of the proposed scheme.
视频压缩是必要的,当符合有限的带宽和存储空间。它执行内部预测,其中它消除了相邻帧之间的时间冗余,从而实现更高的压缩率。然而,一旦参考帧出现错误,随后的所有依赖帧也会出现错误,使得压缩视频对传输错误很敏感。本文提出了一种随机插入内编码树单元(CTU)的随机内刷新率(RIR)方法,在不显著增加速率失真优化(RDO)成本的前提下,减少错误传播,提高对传输错误的鲁棒性。此外,本研究还利用MATLAB和Simulink结合参考软件对信道进行建模和仿真,并在模拟的受害者ISDB-T传输系统上传输运动电平和编码1080p分辨率的复杂视频,该传输系统具有干扰IEEE 802.22 PHY发射机扫描干扰功率和中心频率。采用标准H.265或HEVC编码器实现的方案与具有不同比特率、错误率和刷新率的纯编码间仿真进行了比较。测试结果表明,在10% RIR条件下,平均PSNR提高1.59 dB, 25% RIR条件下提高2.99 dB, 33% PER条件下,50% RIR条件下平均PSNR提高4.65 dB,主观质量得到改善,证明了该方案的有效性。
{"title":"Implementation of Random Intra Refresh on ISDB-T transmission with IEEE 802.22 Interference","authors":"Ralph Michael Gabriel D. Alfonso, Gianka M. Bautista, Paula Gonzales, Tim Patrick B. Nieves, Nicole Bianca B. Pol, Kanny Krizzy D. Serrano, Angelo R. dela Cruz","doi":"10.1109/HNICEM48295.2019.9072720","DOIUrl":"https://doi.org/10.1109/HNICEM48295.2019.9072720","url":null,"abstract":"Video compression is essential when conforming to a finite bandwidth and storage space. It performs inter prediction wherein it removes the temporal redundancy between neighboring frames enabling higher compression rates. However, once an error occurred on a reference frame, all the subsequent dependent frames will be in error as well, making compressed videos sensitive to transmission error. In this paper, we propose a method of random intra-refresh rate (RIR) by randomly inserting intra-coded coding tree unit (CTU) to reduce error propagation and improve the robustness to transmission errors without significantly increasing the rate distortion optimization (RDO) cost. Furthermore, this study also made use of channel modeling and simulation using MATLAB and Simulink with the reference software and done by transmitting motion levels and encoding complexity 1080p resolution video over a modelled victim ISDB-T Transmission System with interferer IEEE 802.22 PHY Transmitter sweeping interferer’s power and center frequency. The proposed scheme, implemented using standard H.265 or HEVC encoder, is compared to a pure inter coding simulation with various bitrates, error rates, and refresh rates. Average PSNR improvements of 1.59 dB for 10% RIR, 2.99 dB for 25% RIR, and 4.65 dB for 50% RIR at 33% PER are measured and subjective quality improvements are observed which proves the effectiveness of the proposed scheme.","PeriodicalId":6733,"journal":{"name":"2019 IEEE 11th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management ( HNICEM )","volume":"16 1","pages":"1-6"},"PeriodicalIF":0.0,"publicationDate":"2019-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90970735","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
Utilization of Fuzzy Logic Controller for Pitch Control of a Small Scale Wind Energy Conversion System (WECS) 模糊控制器在小型风能转换系统桨距控制中的应用
J. V. Demata, J. N. M. Dimazana, R. S. Fausto, G. Magwili, E. Chua, M. Pacis
A wind turbine is a device that converts kinetic energy from the wind into electrical energy. The main purpose of this study is to design, construct and test a wind turbine with fuzzy logic controller to manipulate the pitch angle of the blades of the wind turbine. The fuzzy logic controller serves as the main control for the pitch angle control of the wind turbine. It is programmed in such a way that the pitch angle of the blade is dependent to the wind speed and error voltage produced by the wind turbine with respect to the ideal target voltage. The parameters set in the program are based on a desired range of the output voltage of the wind turbine for a battery load and typical wind speed of the chosen location where the prototype will be tested. For the testing of the wind turbine, uncontrolled and controlled environments are considered. The parameters gathered for data are wind speed, voltage, current, computed power and value of the angle of the blades. The best trial with fuzzy logic controller and the best trial without fuzzy logic controller are compared to see the relevance of designing a wind turbine with pitch angle control. Through the outdoor testing with fuzzy logic controller OFF, it was found out that the best case happened when the blades are inclined in 45 degrees because it has the highest average power generated having a value of 86.98 mW compared to the 60, 75 and 90 degrees blade inclination having an average power generated of 78.98 mW, 62.42 mW and 17.88 mW.
风力涡轮机是一种将风能转化为电能的装置。本研究的主要目的是利用模糊控制器来控制风力机叶片的俯仰角,并设计、制造和测试风力机。模糊控制器作为风力机俯仰角控制的主控制器。它以这样一种方式编程,即叶片的俯仰角取决于风力涡轮机相对于理想目标电压产生的风速和误差电压。程序中设置的参数是基于电池负载的风力涡轮机输出电压的期望范围和原型将被测试的选定位置的典型风速。风力发电机组的试验考虑了受控环境和非受控环境。数据采集的参数有风速、电压、电流、计算功率和叶片角度值。比较了带模糊控制器的最佳试验和不带模糊控制器的最佳试验,探讨了带俯仰角控制的风力机设计的相关性。通过模糊控制器OFF的室外测试,发现叶片倾斜45度时的最佳情况,平均发电功率最高,为86.98 mW,而叶片倾斜60度、75度和90度时的平均发电功率分别为78.98 mW、62.42 mW和17.88 mW。
{"title":"Utilization of Fuzzy Logic Controller for Pitch Control of a Small Scale Wind Energy Conversion System (WECS)","authors":"J. V. Demata, J. N. M. Dimazana, R. S. Fausto, G. Magwili, E. Chua, M. Pacis","doi":"10.1109/HNICEM48295.2019.9073448","DOIUrl":"https://doi.org/10.1109/HNICEM48295.2019.9073448","url":null,"abstract":"A wind turbine is a device that converts kinetic energy from the wind into electrical energy. The main purpose of this study is to design, construct and test a wind turbine with fuzzy logic controller to manipulate the pitch angle of the blades of the wind turbine. The fuzzy logic controller serves as the main control for the pitch angle control of the wind turbine. It is programmed in such a way that the pitch angle of the blade is dependent to the wind speed and error voltage produced by the wind turbine with respect to the ideal target voltage. The parameters set in the program are based on a desired range of the output voltage of the wind turbine for a battery load and typical wind speed of the chosen location where the prototype will be tested. For the testing of the wind turbine, uncontrolled and controlled environments are considered. The parameters gathered for data are wind speed, voltage, current, computed power and value of the angle of the blades. The best trial with fuzzy logic controller and the best trial without fuzzy logic controller are compared to see the relevance of designing a wind turbine with pitch angle control. Through the outdoor testing with fuzzy logic controller OFF, it was found out that the best case happened when the blades are inclined in 45 degrees because it has the highest average power generated having a value of 86.98 mW compared to the 60, 75 and 90 degrees blade inclination having an average power generated of 78.98 mW, 62.42 mW and 17.88 mW.","PeriodicalId":6733,"journal":{"name":"2019 IEEE 11th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management ( HNICEM )","volume":"59 1","pages":"1-6"},"PeriodicalIF":0.0,"publicationDate":"2019-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77856131","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
EVSU Student Organizations and Community Platform EVSU学生组织和社区平台
Diane B. Remot, Wenafrida A. Ordejan, Nazi Borjie J. Cortez, Benedict Julius Steven C. Arpon
In the world amidst emerging advanced technologies, social networking sites have revolutionized. The existence of information communication technologies redefines how an individual establishes a connection with another as well as with the organizations that serve them. The researchers were encouraged to create this study to strengthen the interactions of the Students Affairs Office and Student Organization Community in Eastern Visayas State University-Tacloban City by providing an online community platform.This project aimed to allow each member of the campus community preferably the Student Affairs Office and student organizations to engage and to transform the information dissemination from posting information on bulletin boards to posting it online which will reach a larger audience and help manage their daily transactions efficiently. In addition, it guides prospect students who would like to be admitted to EVSU in choosing the probable course of study that fits for them which is termed in the system as course matcher. The proponents used an agile software development scrum model to address the software system to be implemented. Data collection was conducted through observations and interviews with its appropriate clientele that will serve as an input to the solution of the problem addressed.The researchers concluded that the existence of the system will help to efficiently and effectively accomplish the responsibilities of the Student Affairs Office and Student Organizations to the members of the university. Furthermore, the researchers recommend that the system will upgrade its functions on the nearest demands of its client.
在新兴先进技术的世界里,社交网站已经发生了革命性的变化。信息通信技术的存在重新定义了个人如何与他人以及与为他们服务的组织建立联系。研究人员被鼓励开展这项研究,通过提供在线社区平台,加强东米沙鄢州立大学-塔克洛班市学生事务办公室和学生组织社区的互动。这个项目旨在让校园社区的每一个成员,尤其是学生事务处和学生组织参与进来,并将信息的发布从在公告栏上发布转变为在网上发布,这将使更多的受众接触到信息,并帮助他们有效地管理日常事务。此外,它还指导希望被EVSU录取的潜在学生选择适合他们的可能的学习课程,这在系统中被称为课程匹配者。支持者使用敏捷软件开发scrum模型来解决要实现的软件系统。数据收集是通过对其适当客户的观察和访谈进行的,这些客户将作为解决所处理问题的输入。研究人员得出结论,该系统的存在将有助于有效地履行学生事务处和学生组织对大学成员的责任。此外,研究人员建议,该系统将根据客户最近的需求升级其功能。
{"title":"EVSU Student Organizations and Community Platform","authors":"Diane B. Remot, Wenafrida A. Ordejan, Nazi Borjie J. Cortez, Benedict Julius Steven C. Arpon","doi":"10.1109/HNICEM48295.2019.9072799","DOIUrl":"https://doi.org/10.1109/HNICEM48295.2019.9072799","url":null,"abstract":"In the world amidst emerging advanced technologies, social networking sites have revolutionized. The existence of information communication technologies redefines how an individual establishes a connection with another as well as with the organizations that serve them. The researchers were encouraged to create this study to strengthen the interactions of the Students Affairs Office and Student Organization Community in Eastern Visayas State University-Tacloban City by providing an online community platform.This project aimed to allow each member of the campus community preferably the Student Affairs Office and student organizations to engage and to transform the information dissemination from posting information on bulletin boards to posting it online which will reach a larger audience and help manage their daily transactions efficiently. In addition, it guides prospect students who would like to be admitted to EVSU in choosing the probable course of study that fits for them which is termed in the system as course matcher. The proponents used an agile software development scrum model to address the software system to be implemented. Data collection was conducted through observations and interviews with its appropriate clientele that will serve as an input to the solution of the problem addressed.The researchers concluded that the existence of the system will help to efficiently and effectively accomplish the responsibilities of the Student Affairs Office and Student Organizations to the members of the university. Furthermore, the researchers recommend that the system will upgrade its functions on the nearest demands of its client.","PeriodicalId":6733,"journal":{"name":"2019 IEEE 11th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management ( HNICEM )","volume":"49 1","pages":"1-6"},"PeriodicalIF":0.0,"publicationDate":"2019-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81116498","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
期刊
2019 IEEE 11th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management ( HNICEM )
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