Proceedings of the 5th International Conference on Sustainable Information Engineering and Technology最新文献

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Indonesian food identification and detection in the smart nutrition box using faster-RCNN 印尼食品识别检测在智能营养盒中使用更快的rcnn
Sigit Adinugroho, P. P. Adikara, Edy Santoso, Restu Amara, Kresentia Septiana, Kenza Dwi Anggita
{"title":"Indonesian food identification and detection in the smart nutrition box using faster-RCNN","authors":"Sigit Adinugroho, P. P. Adikara, Edy Santoso, Restu Amara, Kresentia Septiana, Kenza Dwi Anggita","doi":"10.1145/3427423.3427429","DOIUrl":"https://doi.org/10.1145/3427423.3427429","url":null,"abstract":"Food detection and localization are useful to recognize consumer preference and the amount of consumption. In the end, they can be integrated to food production to reduce oversupply and food waste. In this paper, the Faster R-CNN model is exploited to locate and classify food objects in a tray box as a first stage for food loss quantization. To perform the objective, the model was trained on images scraped from the Internet. Then, performance evaluation was conducted on both complex image and tray box image. On tray box images data, the model was able to achieve Average Precision of 0.455 and Average Recall of 0.628 for IoU 0.50:0.95.","PeriodicalId":120194,"journal":{"name":"Proceedings of the 5th International Conference on Sustainable Information Engineering and Technology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2020-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124434622","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
Perspective-based inspection to improve user experience aspects in SCRUM website's development 基于视角的检查,以改善SCRUM网站开发中的用户体验方面
R. I. Rokhmawati, Adam Hendra Brata, Kristina Lely Liana
{"title":"Perspective-based inspection to improve user experience aspects in SCRUM website's development","authors":"R. I. Rokhmawati, Adam Hendra Brata, Kristina Lely Liana","doi":"10.1145/3427423.3427459","DOIUrl":"https://doi.org/10.1145/3427423.3427459","url":null,"abstract":"A company needs a website representing the products or services offered to consumers with an attractive appearance. Along with the development of product or service variations, companies need to make updates to attract target consumers. The company aims to simplify the customer acquisition process through an attractive user interface and user experience. This aim is the goal of this study by applying aspects of the user experience and user interface. At the time of this research, the company was in the website redesign phase using the SCRUM method. This research tries to stay synergistic with the processes running in the company by applying the UX (user experience) method, which is in line with the SCRUM flow. The UX method in question is Perspective-based Inspection. The design strategy taken is to implement color changes to increase brand awareness from the customer's point of view. Furthermore, this study categorizes the insights from customers into the aspects of UX Honeycomb. The next step is applying Small Up Front Analysis (SUFA) to explore system requirements, then create a conceptual design by dividing three perspectives, namely ecology perspective, interaction perspective, and emotional perspective. Next, this study establishes a user story and applying the Department of Health and Human Services (HHS) guidelines into the high fidelity prototype. After all the processes are complete, the company publishes the redesign results online. This study increased the value of the user experience on usable, useful, and findable values.","PeriodicalId":120194,"journal":{"name":"Proceedings of the 5th International Conference on Sustainable Information Engineering and Technology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2020-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123274893","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
Distributed rule execution for smart home system 智能家居系统的分布式规则执行
Agung Setia Budi, Hurriyatul Fitriyah, Eko Setiawan, Rakhmadhany Primananda, Rizal Maulana
{"title":"Distributed rule execution for smart home system","authors":"Agung Setia Budi, Hurriyatul Fitriyah, Eko Setiawan, Rakhmadhany Primananda, Rizal Maulana","doi":"10.1145/3427423.3427458","DOIUrl":"https://doi.org/10.1145/3427423.3427458","url":null,"abstract":"Smart home system is one of the most popular applications and research interests in the past decade. This system can give many features such as home monitoring, appliance control, and automation system, energy-saving, and home security. A smart home system normally has a centralized architecture. This architecture gives the advantage of being easy to manage. However, the centralized architecture has a fault-tolerance problem. If the center of the system (master station) is down, then the entire system will be failed. A smart home system needs a mechanism to avoid system failure when the master station is down. Furthermore, for the big scale smart home/building system with many devices, the delay time of information transmission and processing can affect the service provision time. To solve the problem, a distributed rule execution mechanism for the smart home system is proposed in this paper. Practical experiments show that the proposed mechanism can avoid the fault-tolerance problem in the centralized smart home system. The system still provides the right services even though the master station is off. The mathematical analysis of the delay time also shows that the proposed mechanism can reduce the delay time of service provision.","PeriodicalId":120194,"journal":{"name":"Proceedings of the 5th International Conference on Sustainable Information Engineering and Technology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2020-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123553188","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
Micro-sleep detection using combination of haar cascade and convolutional neural network 基于haar级联和卷积神经网络的微睡眠检测
Rahma Tiara Puteri, Fitri Utaminingrum
{"title":"Micro-sleep detection using combination of haar cascade and convolutional neural network","authors":"Rahma Tiara Puteri, Fitri Utaminingrum","doi":"10.1145/3427423.3427433","DOIUrl":"https://doi.org/10.1145/3427423.3427433","url":null,"abstract":"The level of traffic accidents is increasing every day. One of the factors causing traffic accidents is the condition of drivers who are tired and feeling drowsy. Referring to that problem, we propose an early warning system for detecting micro-sleep based on the image processing analysis using NUC processing. Micro-sleep is a condition when someone falls asleep but only a few seconds, usually between three seconds. A camera is used as a sensor that receiving an input image for obtaining information on the state of the eyes in the drowsy condition or not. An indication of a driver being sleepy or in the micro-sleep condition can be analyzed from the amount of blinking in his eyes. The combination of Haar Cascade and Convolution Neural Network is proposed. Haar Cascade will detect the face area and mark the eye region for the beginning of the program. Moreover, Convolutional Neural Network (CNN) is used to detect open and closed eyes. Detection of micro-sleep using a combination between Haar Cascade and Convolution Neural Network has an average accuracy of 97.23% when the condition of the user is 30--50 cm in front of the camera. In this system, the average computation time is obtained 0.2075 s.","PeriodicalId":120194,"journal":{"name":"Proceedings of the 5th International Conference on Sustainable Information Engineering and Technology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2020-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122523379","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: 4
Towards text-based domain-specific modeling language for representational state transfer compliant services 面向基于文本的领域特定建模语言,用于符合代表性状态传输的服务
Agi Putra Kharisma, M. S. Mardiyanto
{"title":"Towards text-based domain-specific modeling language for representational state transfer compliant services","authors":"Agi Putra Kharisma, M. S. Mardiyanto","doi":"10.1145/3427423.3427454","DOIUrl":"https://doi.org/10.1145/3427423.3427454","url":null,"abstract":"This paper discusses the development of text-based domain-specific modeling language. The covered domain is representational state transfer (REST) architectural style. With domain-specific modeling language, we can develop software in a higher level of abstraction than general-purpose programming language. Domain analysis is performed to classify different kinds of resources into several resource types, namely resource, individual resource, projection resource, container resource, list resource, collection resource, transitional resource, and subresource. The design of modeling language is represented in metamodel and the implementation of modeling language is represented in EBNF-like grammar using Xtext domain-specific language (DSL) framework. In conclusion, we have successfully developed a domain-specific modeling language and its validators. The problem faced lies in the code generator in the behavioral modeling aspect, especially the business logic. It is very difficult to generalize the various business logic at a high level of abstraction. So that in the future, the modeling language needs to be limited to a narrower domain so that it can be fully executable.","PeriodicalId":120194,"journal":{"name":"Proceedings of the 5th International Conference on Sustainable Information Engineering and Technology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2020-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129020349","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
Improve performance of extreme learning machine in classification of patchouli varieties with imbalanced class 提高极限学习机在分类不平衡广藿香品种分类中的性能
C. Dewi, W. Mahmudy, Rio Arifando, Yoke Kusuma Arbawa, Beryl Labique Ahmadie
{"title":"Improve performance of extreme learning machine in classification of patchouli varieties with imbalanced class","authors":"C. Dewi, W. Mahmudy, Rio Arifando, Yoke Kusuma Arbawa, Beryl Labique Ahmadie","doi":"10.1145/3427423.3427424","DOIUrl":"https://doi.org/10.1145/3427423.3427424","url":null,"abstract":"Patchouli has various varieties with almost the same physical characteristics. This often makes it difficult to recognize varieties with a high PA (Patchouli Alcohol) content. In this study an improvisation was introduced in the identification of patchouli varieties using leaf images using Extreme Learning Machine (ELM). However, problems occur in ELM if the data used is not balanced where the training process can not able to recognize data in the minority class well. Therefore, this study conducted a process to balance the composition of the data using the Synthetic Minority Over-sampling Technique (SMOTE) method. The test results of 93 data on the imbalanced composition with a comparison of 70% of training data and 30% of test data obtained an average accuracy of 93.57%. After implementing SMOTE in the Tetraploid, Patchoulina and Sidikalang classes where the amount of data in each class becomes 58 data, an average accuracy of 96.00% is achieved. This shows the existence of an increase in the process of identification with ELM when new data generation with SMOTE is carried out to balance the composition of the data.","PeriodicalId":120194,"journal":{"name":"Proceedings of the 5th International Conference on Sustainable Information Engineering and Technology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2020-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129067994","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: 4
Fuzzy tsukamoto membership function optimization using PSO to predict diabetes mellitus risk level 模糊冢本隶属函数优化的粒子群算法预测糖尿病风险水平
R. S. Pradini, Cantika N. Previana, F. A. Bachtiar
{"title":"Fuzzy tsukamoto membership function optimization using PSO to predict diabetes mellitus risk level","authors":"R. S. Pradini, Cantika N. Previana, F. A. Bachtiar","doi":"10.1145/3427423.3427451","DOIUrl":"https://doi.org/10.1145/3427423.3427451","url":null,"abstract":"Diabetes Mellitus (DM) is known as the silent killer because the sufferer often goes unnoticed and when it is known, complications usually already occur. The number of people with DM in Indonesia is a lot, which may increase the health costs and may cause trouble for health workers. Therefore, researchers conducted research to make predictions of the risk level of DM. By creating a prediction model the risk of DM can be identified in the early stage. The prediction of DM risk is based on the input variable consisting of age, body mass index and blood pressure (systolic) which are proven to be the basis for determining the risk ratio of DM and the output variable is the level of diabetes risk (low, high). This study uses a combination of Fuzzy Tsukamoto and PSO to predict the risk level of DM. The membership function for Fuzzy Tsukamoto will be optimized with PSO. Membership optimization is expected to increase the prediction results to be more accurate. Based on user data that has been processed using the proposed method, the prediction results are more accurate than the data processed using only Fuzzy Tsukamoto. The MSE value generated between the actual data and the proposed method is 0.012. The resulting MSE value is very small, so this proves the high level of accuracy.","PeriodicalId":120194,"journal":{"name":"Proceedings of the 5th International Conference on Sustainable Information Engineering and Technology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2020-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129246038","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
Detection of online review spam: a literature review 在线评论垃圾邮件的检测:一篇文献综述
Raga S. H. Istanto, W. Mahmudy, F. A. Bachtiar
{"title":"Detection of online review spam: a literature review","authors":"Raga S. H. Istanto, W. Mahmudy, F. A. Bachtiar","doi":"10.1145/3427423.3427434","DOIUrl":"https://doi.org/10.1145/3427423.3427434","url":null,"abstract":"Online reviews have become an important resource for customers. It has become a habit for customers to first read a review before deciding to make a purchase. But it can be used by fraudsters to make review spam. This activity can result in the wrong customer purchase decision. Automatic opinion mining methods can also provide inaccurate conclusions due to this activity. This paper aims to provide a literature review on the online review spam detection topic. We identify papers relevant to related topics since 2015, understanding each paper to extract findings, similarities, and research gaps. We find that studies on this topic can be categorized into three focus groups. Focus on review spam detection methods, studies on individuals who write review spam, and studies that examine the spammer groups. Each focus of research has its strengths and weaknesses method which provide benefits in the field of review spam detection.","PeriodicalId":120194,"journal":{"name":"Proceedings of the 5th International Conference on Sustainable Information Engineering and Technology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2020-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115862026","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
User experience design of malang city public service information mobile application using human-centered design method 以人为本的玛琅城市公共服务信息移动应用用户体验设计
H. Tolle, R. I. Rokhmawati, Marjorie Tirza Eunike
{"title":"User experience design of malang city public service information mobile application using human-centered design method","authors":"H. Tolle, R. I. Rokhmawati, Marjorie Tirza Eunike","doi":"10.1145/3427423.3427467","DOIUrl":"https://doi.org/10.1145/3427423.3427467","url":null,"abstract":"The Human-Centered Design method is used to assist the research process in understanding users' and stakeholders' needs to meet the requirements. Apart from the parties involved in the research, this method is also used because this study aims to provide innovation for new media that are easier to use and have a good user experience for a wide range of users, in this context, the people of Malang City. One dimension, namely smart governance, is one of the cores of smart city initiatives in Malang City. The government will digitize existing services to provide information transparency to the public. The process of designing user experience begins with using context analysis, which results in identifying users and their characteristics, namely the people of Malang City. Based on the results of design solution testing, the effectiveness test gets a value of 91%, an efficiency value of 79%, and a user satisfaction value of 80% obtained using the USE questionnaire.","PeriodicalId":120194,"journal":{"name":"Proceedings of the 5th International Conference on Sustainable Information Engineering and Technology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2020-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130477620","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 land surface temperature calculation plugin of QGIS QGIS中地表温度计算插件的设计与开发
Muhammad Rahmahalim, F. Ramdani, A. Rusydi
{"title":"Design and development of land surface temperature calculation plugin of QGIS","authors":"Muhammad Rahmahalim, F. Ramdani, A. Rusydi","doi":"10.1145/3427423.3427432","DOIUrl":"https://doi.org/10.1145/3427423.3427432","url":null,"abstract":"Land Surface Temperature (LST) is the temperature found in the outermost layer of the soil surface. Information about LST is very important because LST is a factor that can influence global climate change. There are several ways that can be used to obtain LST data, one of which is to use data obtained from satellites using the help of a satellite image data processing application such as raster calculator within QGIS. There are various plugins provided by QGIS to help its users. Plugins are additional tools designed to deal with various problems encountered. However, there is currently no plugin that automatically calculates the LST algorithm. LST algorithm calculations performed on the QGIS application still use manual methods so to get LST data requires a complex step to produce LST data. To facilitate the process of getting LST data, a plugin is needed that helps users to automatically calculate LST. In this case, the plugin QGIS to calculate the surface temperature is built using the Python (PyQT for designing the UI and PyQGIS the API for QGIS) with the hope that it can simplify and speed up the process of calculating LST data","PeriodicalId":120194,"journal":{"name":"Proceedings of the 5th International Conference on Sustainable Information Engineering and Technology","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2020-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124296695","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
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