2019 IEEE 14th International Symposium on Autonomous Decentralized System (ISADS)最新文献

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ISADS 2019 Back Cover ISADS 2019封底
2019 IEEE 14th International Symposium on Autonomous Decentralized System (ISADS) Pub Date : 2019-04-01 DOI: 10.1109/isads45777.2019.9155918
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引用次数: 0
Towards Artificial Hydrocarbon Networks: The Chemical Nature of Data-Driven Approaches 迈向人工碳氢化合物网络:数据驱动方法的化学性质
2019 IEEE 14th International Symposium on Autonomous Decentralized System (ISADS) Pub Date : 2019-04-01 DOI: 10.1109/isads45777.2019.9155892
Hiram Ponce
{"title":"Towards Artificial Hydrocarbon Networks: The Chemical Nature of Data-Driven Approaches","authors":"Hiram Ponce","doi":"10.1109/isads45777.2019.9155892","DOIUrl":"https://doi.org/10.1109/isads45777.2019.9155892","url":null,"abstract":"Inspiration in nature has been widely explored, from macro to micro-scale. Natural phenomena mainly considers adaptability, optimization, robustness, organization, among other properties, to deal with complexity. When looking into chemical phenomena, stability and organization are two properties that emerge. Recently, artificial hydrocarbon networks (AHN), a supervised learning method inspired in the inner structures and mechanisms of chemical compounds, have been proposed as a data-driven approach in artificial intelligence. AHN have been successfully applied in data-driven approaches, such as: regression and classification models, control systems, signal processing, and robotics. To do so, molecules –the basic units of information in AHN–play an important role in the stability, organization and interpretability of this method. Until now, building the architecture of AHN has been treated as a whole entity; but distributed computing mechanisms, as well as the exploitation of hierarchical organization of molecules, can enhance the performance of AHN. Thus, this paper aims to discuss challenges and trends of artificial hydrocarbon networks as a data-driven method, with emphasis on packaging, distributed computing and hierarchical properties. Throughout this work, it presents a description of the main insights of AHN and the proposed distributed and hierarchical mechanisms in molecules. Potential applications and future trends on AHN are also discussed.","PeriodicalId":331050,"journal":{"name":"2019 IEEE 14th International Symposium on Autonomous Decentralized System (ISADS)","volume":"162 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122298478","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
QoS validation tests for Aircraft Access to SWIM by Ground Taxiing Experiments 基于地面滑行实验的飞机进入SWIM的QoS验证试验
2019 IEEE 14th International Symposium on Autonomous Decentralized System (ISADS) Pub Date : 2019-04-01 DOI: 10.1109/isads45777.2019.9155746
K. Morioka, J. Naganawa, Xiaodong Lu, Norihiko Miyazaki, A. Kohmura, N. Yonemoto, Y. Sumiya
{"title":"QoS validation tests for Aircraft Access to SWIM by Ground Taxiing Experiments","authors":"K. Morioka, J. Naganawa, Xiaodong Lu, Norihiko Miyazaki, A. Kohmura, N. Yonemoto, Y. Sumiya","doi":"10.1109/isads45777.2019.9155746","DOIUrl":"https://doi.org/10.1109/isads45777.2019.9155746","url":null,"abstract":"The System Wide Information Management (SWIM) concept has been discussed for the standardization of the data format and exchange protocol internationally in order to share the necessary information efficiently and safely in the area of civil aviation. Therefore, aircraft access to SWIM (AAtS) is a key function to achieve rich information exchange between the aircraft and ground systems. However, it is difficult for current air-to-ground communication systems to satisfy the requirement of SWIM. In this paper, we present validation test for availability of Aeronautical Mobile Airport Communications System (AeroMACS) as a wireless media to achieve the AAtS in the airport. We carried out field taxiing experiments based on the AeroMACS and SWIM prototype systems at the Sendai airport. Furthermore, we conducted validation tests of Quality of Service (QoS) function of AeroMACS for accessing to ground SWIM systems. The results show the effectiveness of AeroMACS for AAtS.","PeriodicalId":331050,"journal":{"name":"2019 IEEE 14th International Symposium on Autonomous Decentralized System (ISADS)","volume":"67 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128630875","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
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