International journal of hybrid intelligent systems最新文献_第6页

The Jet-I-U: A biomimetic assistive robot for the visually impaired and elderly Jet-I-U:一种为视障人士和老年人设计的仿生辅助机器人

International journal of hybrid intelligent systems Pub Date : 2020-01-01 DOI: 10.3233/his-200290

Saurav Gandhi, Ayush Goyal

{"title":"The Jet-I-U: A biomimetic assistive robot for the visually impaired and elderly","authors":"Saurav Gandhi, Ayush Goyal","doi":"10.3233/his-200290","DOIUrl":"https://doi.org/10.3233/his-200290","url":null,"abstract":"As the world’s population continues to grow in size and in age, it remains vital to develop streamlined and affordable technologies to address the needs of those who require companionship and care. The elderly and visually impaired remain a significant and ever-increasing segment of society, yet due to the cost of at-home health care, many of these individuals are unable to afford full-time caretakers to assist with everyday tasks. Although the luxury of at-home care remains elusive to many due to the associated cost, social robots are an important and meaningful way to overcome this issue. This research explores how combining the principles of biomimicry and social robotics with the Internet of Things (IoT) and artificial intelligence (AI) can enhance assistive technology. This paper proposes a novel assistive device called the Jet-I-U, which aims to support visually impaired and elderly individuals with day-to-day tasks. The Jet-I-U mimics the behavioral and physical characteristics of a pet scarlet macaw and provides both information and companionship to this demographic. The device emulates a scarlet macaw’s morphology and movement through laser-cut features and various biomimetic components. The intelligence and behavioral characteristics of the macaw are modeled by the application of IoT Edge platforms, AI, and Machine Learning (ML). By utilizing powerful off-the-shelf microcontrollers like the NVIDIA Jetson Nano and Raspberry Pi, this device is both affordable and practical. Experimental analysis was performed to evaluate Jet-I-U’s performance based on several criteria. The results demonstrated the versatility and applicability of the proposed solution as a companion to the visually impaired and elderly.","PeriodicalId":88526,"journal":{"name":"International journal of hybrid intelligent systems","volume":"26 1","pages":"237-251"},"PeriodicalIF":0.0,"publicationDate":"2020-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81986821","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

Semantic process mining: A conceptual application of main tools, framework and model analysis 语义过程挖掘:主要工具、框架和模型分析的概念应用

International journal of hybrid intelligent systems Pub Date : 2020-01-01 DOI: 10.3233/his-200286

Kingsley Okoye

{"title":"Semantic process mining: A conceptual application of main tools, framework and model analysis","authors":"Kingsley Okoye","doi":"10.3233/his-200286","DOIUrl":"https://doi.org/10.3233/his-200286","url":null,"abstract":"Semantics has been a major challenge when applying the process mining (PM) technique to real-time business processes. The several theoretical and practical efforts to bridge the semantic gap has spanned the advanced notion of the semantic-based process mining (SPM). Fundamentally, the SPM devotes its methods to the idea of making use of existing (semantic) technologies to support the analysis of PM techniques. In principle, the semantic-based process mining method is applied through the acquisition and representation of abstract knowledge about the domain processes in question. To this effect, this paper demonstrates how the semantic concepts and process modelling (reasoning) methods are used to improve the outcomes of PM techniques from the syntactic to a more conceptual level. To do this, the study proposes an SPM-based framework that shows to be intelligent with a high level of semantic reasoning aptitudes. Technically, this paper introduces a process mining approach that uses information (semantics) about different activities that can be found in any given process to make inferences and generate rules or patterns through the method for annotation, semantic reasoning, and conceptual assertions. In turn, the method is theoretically applied to enrich the informative values of the resultant models. Also, the study conducts and systematically reviews the current tools and methods that are used to support the outcomes of the process mining as well as evaluates the results of the different methods to determine the levels of impact and its implications for process mining.","PeriodicalId":88526,"journal":{"name":"International journal of hybrid intelligent systems","volume":"52 1","pages":"127-147"},"PeriodicalIF":0.0,"publicationDate":"2020-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90575471","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

A hybrid method for Arabic aspect-based sentiment analysis 一种基于阿拉伯语方面的混合情感分析方法

International journal of hybrid intelligent systems Pub Date : 2020-01-01 DOI: 10.3233/his-200285

Trigui Sana, I. Boujelben, Salma Jamoussi, Y. B. Ayed

引用次数: 4

Empirical evaluation of five algorithms for the initialization phase of the k-Means algorithm k-Means算法初始化阶段的五种算法的经验评价

International journal of hybrid intelligent systems Pub Date : 2020-01-01 DOI: 10.3233/HIS-190277

M. C. Nicoletti, A. D. Oliveira

引用次数: 2

Evolution of application-specific cache mappings 特定于应用程序的缓存映射的演变

International journal of hybrid intelligent systems Pub Date : 2020-01-01 DOI: 10.3233/his-200281

Nam Ho, Paul Kaufmann, M. Platzner

引用次数: 0

Semantic-driven bibliometric techniques for co-citation analysis 用于共引分析的语义驱动文献计量技术

International journal of hybrid intelligent systems Pub Date : 2020-01-01 DOI: 10.3233/his-200288

Mohamed Ali Hadj Taieb, M. Benaouicha, Houcemeddine Turki

引用次数: 1

Deep learning based Blockchain solution for preserving privacy in future vehicles 基于深度学习的区块链解决方案，用于保护未来车辆的隐私

International journal of hybrid intelligent systems Pub Date : 2020-01-01 DOI: 10.3233/his-200289

R. Varsha, M. Nair, Siddharth M. Nair, A. Tyagi

{"title":"Deep learning based Blockchain solution for preserving privacy in future vehicles","authors":"R. Varsha, M. Nair, Siddharth M. Nair, A. Tyagi","doi":"10.3233/his-200289","DOIUrl":"https://doi.org/10.3233/his-200289","url":null,"abstract":"The Internet of Things (smart things) is used in many sectors and applications due to recent technological advances. One of such application is in the transportation system, which is of primary use for the users to move from one place to another place. The smart devices which were embedded in vehicles are useful for the passengers to solve his/her query, wherein future vehicles will be fully automated to the advanced stage, i.e. future cars with driverless feature. These autonomous cars will help people a lot to reduce their time and increases their productivity in their respective (associated) business. In today’s generation and in the near future, privacy preserving and trust will be a major concern among users and autonomous vehicles and hence, this paper will be able to provide clarity for the same. Many attempts in previous decade have provided many efficient mechanisms, but they all work only with vehicles along with a driver. However, these mechanisms are not valid and useful for future vehicles. In this paper, we will use deep learning techniques for building trust using recommender systems and Blockchain technology for privacy preserving. We also maintain a certain level of trust via maintaining the highest level of privacy among users living in a particular environment. In this research, we developed a framework that could offer maximum trust or reliable communication to users over the road network. With this, we also preserve privacy of users during traveling, i.e., without revealing identity of respective users from Trusted Third Parties or even Location Based Service in reaching a destination. Thus, Deep Learning based Blockchain Solution (DLBS) is illustrated for providing an efficient recommendation system.","PeriodicalId":88526,"journal":{"name":"International journal of hybrid intelligent systems","volume":"22 1","pages":"223-236"},"PeriodicalIF":0.0,"publicationDate":"2020-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89594742","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

Using the concept of instance typicality in instance-based learning environments involving nominal attributes 在涉及名义属性的基于实例的学习环境中使用实例典型性的概念

International journal of hybrid intelligent systems Pub Date : 2020-01-01 DOI: 10.3233/HIS-200280

S. V. Gonçalves, M. C. Nicoletti

引用次数: 1

Visualization and prediction of energy consumption in smart homes 智能家居能耗可视化与预测

International journal of hybrid intelligent systems Pub Date : 2020-01-01 DOI: 10.3233/his-200283

Subrato Bharati, Prajoy Podder, M. Mondal

引用次数: 4

Automatic lung segmentation in CT images using mask R-CNN for mapping the feature extraction in supervised methods of machine learning using transfer learning 基于迁移学习的机器学习监督方法中，利用掩模R-CNN对CT图像进行肺自动分割

International journal of hybrid intelligent systems Pub Date : 2020-01-01 DOI: 10.3233/his-200287

L. F. D. F. Souza, G. Holanda, Francisco H. S. Silva, S. S. Alves, P. P. R. Filho

{"title":"Automatic lung segmentation in CT images using mask R-CNN for mapping the feature extraction in supervised methods of machine learning using transfer learning","authors":"L. F. D. F. Souza, G. Holanda, Francisco H. S. Silva, S. S. Alves, P. P. R. Filho","doi":"10.3233/his-200287","DOIUrl":"https://doi.org/10.3233/his-200287","url":null,"abstract":"According to the World Health Organization, severe lung pathologies bring about 250,000 deaths each year, and by 2030 it will be the third leading cause of death in the world. The usage of (CT) Computed Tomography is a crucial tool to aid medical diagnosis. Several studies, based on the computer vision area, in association with the medical field, provide computational models through machine learning and deep learning. In this study, we created a new feature extractor that works as the Mask R-CNN kernel for lung image segmentation through transfer learning. Our approaches minimize the number of images used by CNN’s training step, thereby also decreasing the number of interactions performed by the network. The model obtained results surpassing the standard results generated by Mask R-CNN, obtaining more than 99% about the metrics of real lung position on CT with our best model Mask + SVM, surpassing methods in the literature reaching 11 seconds for pulmonary segmentation. To present the effectiveness of our approach also in the generalization of models (methods capable of generalizing machine knowledge to other different databases), we carried out experiments also with various databases. The method was able, with only one training based on a single database, to segment CT lung images belonging to another lung database, generating excellent results getting 99% accuracy.","PeriodicalId":88526,"journal":{"name":"International journal of hybrid intelligent systems","volume":"PP 1","pages":"189-205"},"PeriodicalIF":0.0,"publicationDate":"2020-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"84352224","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