2021 International Conference on ICT for Smart Society (ICISS)最新文献_第7页

Spatial Data Infrastructure Integrated with Geospatial Artificial Intelligence: A Systematic Literature Review 与地理空间人工智能集成的空间数据基础设施:系统文献综述

2021 International Conference on ICT for Smart Society (ICISS) Pub Date : 2021-08-02 DOI: 10.1109/ICISS53185.2021.9533208

Yudha Setya Nugroho, S. Supangkat

{"title":"Spatial Data Infrastructure Integrated with Geospatial Artificial Intelligence: A Systematic Literature Review","authors":"Yudha Setya Nugroho, S. Supangkat","doi":"10.1109/ICISS53185.2021.9533208","DOIUrl":"https://doi.org/10.1109/ICISS53185.2021.9533208","url":null,"abstract":"In the era of industrial revolution 4.0, artificial intelligence has became a driver in the high technology sustainability. It is important to acceleration of development planning and decision making for stakeholder based on region zone, point of society and distribution an object with system coordinates. The linkage of information and communications technology (ICT) with spatial data, located in the use of data sharing technology, architecture and data dissemination. The availability of spatial data is increasingly numerous and varied requires a high computing technology that users can access and use spatial data from various sources of spatial data providers. Therefore, the Spatial Data Infrastructure (SDI) was built to facilitate access and exchange of spatial data from various sources of spatial data providers, both government and private, which doing an important role in conducted system and platform interoperability as spatial services. The government of Indonesia has made regulation for national spatial data infrastructure (NSDI) in Law Of Presidential Number is 27 of 2014 and and strengthened by onemap policy. The advantages using geospatial artificial intelligence (GeoAI) can reduce duplication and analysis spatial processing of big data spatial. The systematic literature review process contain of regulation, method for harvesting spatial data in SDI and several GeoAI model research from 2016 to this year. The conclusion in this paper is find possibility ellaborate the artificial intelligence technology with spatial data infrastructure development from past studies in other country.","PeriodicalId":220371,"journal":{"name":"2021 International Conference on ICT for Smart Society (ICISS)","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-08-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132975616","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

Hidden Neuron Analysis for Detection Cataract Disease Based on Gray Level Co-occurrence Matrix and Back Propagation Neural Network 基于灰度共生矩阵和反向传播神经网络的隐藏神经元检测白内障

2021 International Conference on ICT for Smart Society (ICISS) Pub Date : 2021-08-02 DOI: 10.1109/ICISS53185.2021.9533263

Tiara Sri Mulati, Fitri Utaminingrum

{"title":"Hidden Neuron Analysis for Detection Cataract Disease Based on Gray Level Co-occurrence Matrix and Back Propagation Neural Network","authors":"Tiara Sri Mulati, Fitri Utaminingrum","doi":"10.1109/ICISS53185.2021.9533263","DOIUrl":"https://doi.org/10.1109/ICISS53185.2021.9533263","url":null,"abstract":"A cataract is a disease when the lens of the eye becomes cloudy. The most common cause of cataracts is the aging process. Several other conditions can cause cataracts in the lens of the eye, such as diabetes and smoking. It will be caused the decreased vision until blindness. Cataracts are the number one cause of blindness in Indonesia and the world. Blindness due to cataracts is relatively high because many sufferers do not know it. Because of that, a system for detecting cataracts is needed for taking further action quickly. The availability of medical officers and equipment is deficient in rural areas. The proposed method is expected to function as a doctor in detecting eye diseases, especially cataracts, to treat patients quickly. The combination of Gray Level Co-occurrence Matrix (GLCM) as feature extraction and Back-propagation Neural Network (BPNN) classification has been proposed. The proposed method uses four features GLCM, which are contrast, homogeneity, correlation, and energy. The angular orientation of GLCM is formed based on four angular directions, namely, 0°, 45°, 90°, and 135°, and distance between pixel uses 1, 2, 3, and 4. The highest accuracy is on 9 hidden neurons, 4 input layers, and 2 output layers with an accuracy of 0.824.","PeriodicalId":220371,"journal":{"name":"2021 International Conference on ICT for Smart Society (ICISS)","volume":"14 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-08-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122223607","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

Optimized Gaussian Process Regression by Bayesian Optimization to Forecast COVID-19 Spread in India and Brazil: A Comparative Study 基于贝叶斯优化的优化高斯过程回归预测印度和巴西COVID-19传播的比较研究

2021 International Conference on ICT for Smart Society (ICISS) Pub Date : 2021-08-02 DOI: 10.1109/ICISS53185.2021.9532501

Y. Alali, F. Harrou, Ying Sun

{"title":"Optimized Gaussian Process Regression by Bayesian Optimization to Forecast COVID-19 Spread in India and Brazil: A Comparative Study","authors":"Y. Alali, F. Harrou, Ying Sun","doi":"10.1109/ICISS53185.2021.9532501","DOIUrl":"https://doi.org/10.1109/ICISS53185.2021.9532501","url":null,"abstract":"On June 29 2021, the World Health Organization (WHO) reported around 45,951 confirmed cases and 817 deaths of COVID-19 in India, and 64,903 confirmed cases and 1,839 deaths in Brazil. This virus has been determined as a global pandemic by WHO. Accurate forecast of COVID-19 cases has become a crucial task in the decision-making of hospital managers to optimally manage the available resources and staff. In this study, the Gaussian process regression (GPR) model tuned by Bayesian optimization (BO) was used to forecast the recovered and confirmed COVID-19 cases in two highly impacted countries, India and Brazil. Specifically, the BO algorithm is employed to find the optimal hyperparameters of the GPR model to improve the forecasting quality. We compared the performance of the Optimized GPR with 14 models, including Support vector regression with different kernels, GPR with different kernels, Boosted trees, and Bagged trees. We also applied the BO to the other investigated predictors to maximize their forecasting accuracy. Three statistical criteria are used for the comparison. The daily records of confirmed and recovered cases from Brazil and India are adopted in this study. Results reveal the high performance of the GPR models compared to the other models.","PeriodicalId":220371,"journal":{"name":"2021 International Conference on ICT for Smart Society (ICISS)","volume":"68 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-08-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114034464","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

Monthly Rainfall Prediction Using the Facebook Prophet Model for Flood Mitigation in Central Jakarta 利用Facebook Prophet模型对雅加达中部洪水缓解进行月降雨量预测

2021 International Conference on ICT for Smart Society (ICISS) Pub Date : 2021-08-02 DOI: 10.1109/ICISS53185.2021.9532507

Andi Sulasikin, Y. Nugraha, J. Kanggrawan, A. Suherman

{"title":"Monthly Rainfall Prediction Using the Facebook Prophet Model for Flood Mitigation in Central Jakarta","authors":"Andi Sulasikin, Y. Nugraha, J. Kanggrawan, A. Suherman","doi":"10.1109/ICISS53185.2021.9532507","DOIUrl":"https://doi.org/10.1109/ICISS53185.2021.9532507","url":null,"abstract":"Jakarta has been known as the city where floods are prevalent. As the vital region in Jakarta where the center of government and business are located, Central Jakarta is inseparable from the flood when the rainfall is remarkably high. Therefore, the Jakarta Provincial Government need a data-driven policy to facing potential flood that may occur each year to protect the citizen from the threat of flood disaster. Monthly rainfall prediction can be a reference to determine the possibility of considerable loss and damage due to disaster threats. However, at this moment, it is still challenging to find a fitting forecasting model for this context. This paper reports a comparison of three different time series models: Seasonal Autoregressive Integrated Moving Average (SARIMA), Facebook Prophet, and Long Short-Term Memory (LSTM) to forecast monthly rainfall in Central Jakarta for up to two consecutive years. The result indicates that Facebook Prophet, with the lowest Mean Squared Error (MSE) and Root Mean Squared Error (RMSE), is the fittest model to predict the monthly rainfall in Central Jakarta. It shows that a high amount of rainfall will be seen in January and February 2021, which suggests we need to be prepared to anticipate the potential flood. Facebook Prophet shows promising results in supporting data-driven policy for flood mitigation in Jakarta. The development of this model in the future can be used as a baseline study to formulate a data-driven policy for flood mitigation in Jakarta.","PeriodicalId":220371,"journal":{"name":"2021 International Conference on ICT for Smart Society (ICISS)","volume":"68 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-08-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122045168","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

Implementation of Secure Parking Based on Cyber-Physical System using One-time Password Gong et al. Scheme to Overcome Replay Attack 基于一次性密码的信息物理系统安全泊车的实现克服重放攻击的方案

2021 International Conference on ICT for Smart Society (ICISS) Pub Date : 2021-08-02 DOI: 10.1109/ICISS53185.2021.9533246

Hannyfah Dzaikra Syahla, Dion Ogi

引用次数: 2

Insulator Detection via CNN for UAS Onboard Computers 通过CNN对无人机机载计算机的绝缘体检测

2021 International Conference on ICT for Smart Society (ICISS) Pub Date : 2021-08-02 DOI: 10.1109/ICISS53185.2021.9533196

Alif Ijlal Wafi, R. Munir

引用次数: 1

Mapping-Based Using Geographic Information Systems for Smart Transportation 基于地图的智能交通使用地理信息系统

2021 International Conference on ICT for Smart Society (ICISS) Pub Date : 2021-08-02 DOI: 10.1109/ICISS53185.2021.9533202

L. Fitriani, Sinta Dianti, D. Kurniadi, A. Mulyani, Ridwan Setiawan

引用次数: 3

Knowledge Management System Analysis of Smart Regency Mobile-Apps Service with Software Usability Measurement Inventory (SUMI) Approach 基于软件可用性测量清单(SUMI)方法的智能摄用移动应用服务知识管理系统分析

2021 International Conference on ICT for Smart Society (ICISS) Pub Date : 2021-08-02 DOI: 10.1109/ICISS53185.2021.9533212

A. Darmawan, Moh. Bhanu Setyawan, Adi Fajaryanto Cobantoro, Fauzan Masykur, Anwari Anwari, Tony Yulianto

{"title":"Knowledge Management System Analysis of Smart Regency Mobile-Apps Service with Software Usability Measurement Inventory (SUMI) Approach","authors":"A. Darmawan, Moh. Bhanu Setyawan, Adi Fajaryanto Cobantoro, Fauzan Masykur, Anwari Anwari, Tony Yulianto","doi":"10.1109/ICISS53185.2021.9533212","DOIUrl":"https://doi.org/10.1109/ICISS53185.2021.9533212","url":null,"abstract":"In the Indonesian context, the number of districts is four times the number of cities, so regency development needs serious attention. However, there are still very few studies that explore districts' existence from the perspective of ICT utility governance. This study aims to measure the mobile-based smart regency information system through usability evaluation. The method applies the adoption of the life cycle of the Knowledge Management System (KMSLC). Evaluation of Existing Infrastructure Analysis, Capture Knowledge, Implementing the Knowledge Management (KM) Model, and Evaluation are the stages used. The measures taken include system analysis, application mapping knowledge, implementation results, and usability assessment. The questionnaire was conducted on ten respondents using the mobile-based smart regency application. The questionnaire was conducted in 5 categories: Effectiveness, Efficiency, Control, Support, and Simplicity. Each of 10 questions, so there are 60 questions and three linkers, namely 4 if all agree, 2 if they don't know, and 0 don't agree. The Median SUMI Scale results for the mobile-based Smart Regency application are 60, 62.5, 60, 60, and 57.5. The usability evaluation results above the average mean that the mobile-based smart regency information system's usability is in a good category. This research helps in determining knowledge management in mobile smart regency services. The study also provides insight into the factors affecting the success of knowledge management of smart regency services for application developers and policymakers.","PeriodicalId":220371,"journal":{"name":"2021 International Conference on ICT for Smart Society (ICISS)","volume":"21 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-08-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116951213","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

The Ethics of Smart City Planning: Examining Post-Utilitarianism in Malaysian Blueprints 智慧城市规划的伦理:审视马来西亚蓝图中的后功利主义

2021 International Conference on ICT for Smart Society (ICISS) Pub Date : 2021-08-02 DOI: 10.1109/ICISS53185.2021.9533225

J. Malek, Seng Boon Lim, Sukri Palutturi

{"title":"The Ethics of Smart City Planning: Examining Post-Utilitarianism in Malaysian Blueprints","authors":"J. Malek, Seng Boon Lim, Sukri Palutturi","doi":"10.1109/ICISS53185.2021.9533225","DOIUrl":"https://doi.org/10.1109/ICISS53185.2021.9533225","url":null,"abstract":"The ethics of technology-or data-driven smart city development is facing criticism for being oriented toward the data deterministic and containing instrumental rationality and realist epistemology assumptions. Allegedly, therefore, it is willfully ignoring data privacy and rights, citizen autonomy, and deontology. Such ethics of utilitarianism are hegemonic; the majority of leaders agree with these ethics but have displayed less concern for post-utilitarianism-humanistic issues. Thus, taking the cases of the Malaysian Shared Prosperity Vision (SPV) 2030 and three other administrative levels of smart city blueprints, this article aims to examine the degree of utilitarianism involved, compared to post-utilitarianism ethics. Keyword occurrence and co-occurrence analyses were applied in this study. The findings reveal that the ethics of utilitarianism is pervasively demonstrated in top-down policies that follow the principle of maximum good for the majority of citizens, and that prioritize technology and instant utility while subjugating potentially harmful future humanistic issues. Post-utilitarianism values only appeared minimally and discursively in all the local level blueprints except the SPV. The authors argue that the ‘lost in translation’ post-utilitarianism aspects should be examined within a practical ethical framework in the local smart city planning context. The ethics of the ‘common good for all’ should not necessitate sacrificing the inclusivity of minority groups, citizen autonomy and obligation, and potential future data privacy and/or security infringements.","PeriodicalId":220371,"journal":{"name":"2021 International Conference on ICT for Smart Society (ICISS)","volume":"20 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-08-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125720600","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

Effectiveness of Microducts as Alternative to Deploying Optical Cables to Support Smart Infrastructure 微型管道作为部署光缆以支持智能基础设施的替代方案的有效性

2021 International Conference on ICT for Smart Society (ICISS) Pub Date : 2021-08-02 DOI: 10.1109/ICISS53185.2021.9533207

Edi Yusuf Wirawan, R. Jayadi, Gapurendro Ardhyogi

{"title":"Effectiveness of Microducts as Alternative to Deploying Optical Cables to Support Smart Infrastructure","authors":"Edi Yusuf Wirawan, R. Jayadi, Gapurendro Ardhyogi","doi":"10.1109/ICISS53185.2021.9533207","DOIUrl":"https://doi.org/10.1109/ICISS53185.2021.9533207","url":null,"abstract":"As one of the components smart city, ICT Infrastructure must be effective and efficient and currently fiber-optic network is the best for that. Problems arise when fiber optic installations in urban areas become chaotic and disorganized, resulting in a negative effect on the aesthetics of the city, on the use of utility lines and especially on future maintenance. Currently, subducts are the famous method to lay fiber optics and become a standard in Indonesia. Many providers or ISPs deploy their fiber optics, and it makes the utility lines complete. Therefore, many cities in the developed world have switched to microducts technology. This technology provides efficiency, especially in terms of implementation, both cost and physical dimensions. In this study, we prove that microducts are more effective than solutions subduct. Comparing the physical, capacity, cost and installation between microduct and subduct, we also gather information from some network providers and ISP about the effectiveness of microduct. And it has been proven that microducts are very effective and efficient and can be classified as a solution for smart infrastructure","PeriodicalId":220371,"journal":{"name":"2021 International Conference on ICT for Smart Society (ICISS)","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-08-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123318236","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