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检索条件"丛书名=Advances in Intelligent Systems and Computing"

共 33564 条记录，以下是2011-2020 订阅

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Multi-Layer Perceptron Artificial Neural Network Based IoT Botnet Traffic Classification 4th

Multi-Layer Perceptron Artificial Neural Network Based IoT B...

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Future Technologies Conference (FTC)

作者： Javed, Yousra Rajabi, Navid Illinois State Univ Normal IL 61761 USA

ISBN: (纸本)9783030325206;9783030325190

Internet of Things (IoT) is becoming an integral part of our homes today. Internet-connected devices, such as smart speakers, smart bulbs, and security cameras are improving our convenience and security. With the growth in smart environments, there is an increasing concern over the security and privacy issues related to IoT devices. The issue of the IoT security has received considerable attention due to (1) the intrinsic technological constraints of IoT devices (computing and storage limitations) and (2) its prevalence in people's life's, in close proximity. IoT devices can be easily compromised (much easier than PCs and/or smart phones) and can be utilized for generating botnet attacks. In this paper, we propose an Artificial Intelligence (AI) based solution for malicious traffic detection. We explore the accuracy of Multi-Layer Perceptron (MLP) Artificial Neural Network (ANN) learning algorithm in detecting botnet traffic from IoT devices infected by two major IoT botnets, namely, Mirai and Bashlite (also known as Gafgyt). After tuning and optimization, the MLP-ANN algorithm achieved an accuracy rate of 100% in the testing phase of IoT botnet traffic classification.

关键词： Multi-Layer Perceptron Artificial Neural Networks IoT security Botnets Mirai Bashlite

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Color Signal Processing Methods for Webcam-Based Heart Rate Evaluation

Color Signal Processing Methods for Webcam-Based Heart Rate ...

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intelligent systems Conference (IntelliSys)

作者： Kopeliovich, Mikhail Petrushan, Mikhail Southern Fed Univ II Vorovich Inst Math Mech & Comp Sci Rostov Na Donu Russia Southern Fed Univ Ctr Neurotechnol Rostov Na Donu Russia

ISBN: (纸本)9783030295134;9783030295127

Computer vision methods are widely applied in health assistance and medical diagnostics. Photoplethysmography (PPG) is one such method that can be used for contactless estimation of heart rate through the analysis of slight variations of skin color which are caused by changes in the blood volume in vessels. These changes of skin color registered by a camera are called color signal. According to recent studies some PPG methods can be applied on video data recorded by common webcameras with sufficient accuracy, so they are recognized as potentially applicable for long-term health monitoring in house or office conditions. In this study, we evaluate the accuracy of commonly used signal processing methods for webcam-based PPG as well as novel modifications of these methods in various combinations with preprocessing and postprocessing filtering algorithms. In particular, the Extended Fourier analysis that is based on Gaussian smoothing and temporal averaging of Fourier spectra was applied to estimate heart rate.

关键词： Remote photoplethysmography Color signal Signal processing Heart rate evaluation

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Remote intelligent Support Architecture for Ground Equipment Control in Space Launch Sites 5th

Remote Intelligent Support Architecture for Ground Equipment...

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5th International Conference on Harmony Search, Soft computing and Applications (ICHSA)

作者： Xiao, Litian Li, Mengyuan Hou, Kewen Wang, Fei Li, Yuliang Beijing Special Engn Design & Res Inst Beijing 100028 Peoples R China Tsinghua Univ Software Sch Beijing 100084 Peoples R China

ISBN: (纸本)9783030319670;9783030319663

The control system of space launch site plays a key role in mission success. The application of intelligent control systems and unmanned systems can increase mission efficiency. However, these systems can also cause large uncontrollable security risks. Normally, in a launch site, experts must rush to the launch field for diagnosing and/or handling automatic control system faults. In the case of high-frequency multisite missions, this mode of operation is not sustainable. This paper proposes a remote and intelligent support architecture for the autonomous control of ground equipment. The architecture has three hierarchical levels: field, launch-site, and long-range. It integrates the control verification and fault diagnosis of field autonomous control at the launch site with remote fault diagnosis and prediction and remote maintenance. It enables the control system for the ground equipment in the launch site to operate without faults. This paper introduces the main schemes necessary to realize the key elements of the system and the architecture. In the preliminary practice, the launch mission is found to be supported effectively.

关键词： Space launch site Ground equipment control Remote support intelligent architecture

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FPGA Based Acceleration of Security Algorithm Using Co-design Approach for WSN Applications

FPGA Based Acceleration of Security Algorithm Using Co-desig...

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Conference on intelligent computing, Information and Control systems (ICICCS)

作者： Patil, Vilabha S. Deshpande, Shraddha S. Mane, Yashwant B. Rajarambapu Inst Technol Dept E&TC Rajaramnagar Islampur India Walchand Coll Engn Dept Elect Sangli India

ISBN: (纸本)9783030304652;9783030304645

The optimum security in wireless sensor network (WSN) is an emerged research area. A cryptographic algorithm is a technique for securing the data collected and transmitted in wireless sensor network. Number of crypto-graphic algorithms are available but they differ from each other in terms of key size, data size, security complexity and processing time. Tiny Encryption Algorithm (TEA) known as a lightweight and competent security algorithm, which will be appropriate for WSN applications. This paper presents TEA encryption or decryption algorithm implementation as a custom component based on ALTERA FPGA with cyclone IV E device. With this customization, the design of TEA is further accelerated with parallelism, while adding as custom instruction. The paper aims to compare the custom codesign approach i.e. custom instruction approach and full software approach with NIOS II processor. The obtained result shows that the performance of proposed custom codesign aspect outperforms the software only implementation in terms of execution clock cycles and power consumption.

关键词： TEA Security Custom instruction NIOSII processor

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Knowledge Acquisition Through Human Demonstration for Industrial Robotic Assembly 28th

Knowledge Acquisition Through Human Demonstration for Indust...

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28th International Conference on Robotics in Alpe-Adria-Danube Region (RAAD)

作者： Gaspar, Timotej Denisa, Miha Ude, Ales Jozef Stefan Inst Jamova Cesta 39 Ljubljana 10000 Slovenia

ISBN: (纸本)9783030196486;9783030196479

With the ambition to introduce robots into assembly lines, not suitable for classical automation, the ease of robot programming is becoming more significant then ever. This paper proposes using various approaches for gaining knowledge from human demonstrations. This knowledge is applied to perform assembly tasks in a industrial robotic cell. Real industrial use case is used for evaluation of proposed approaches. It shows their viability and presents different scenarios which call for different approaches of learning and execution of assembly tasks and its subsets.

关键词： Learning by demonstration Motion generation Reconfigurable robotics Industry 4.0

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Reversible Data Hiding Algorithm in Homomorphic Encrypted Domain Based on EC-EG 11th

Reversible Data Hiding Algorithm in Homomorphic Encrypted Do...

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11th International Conference on intelligent Networking and Collaborative systems (INCoS) / 22nd International Conference on Network-Based Information systems (NBiS)

作者： Zhou, Neng Wang, Han Liu, Mengmeng Ke, Yan Zhang, Minqing Engn Univ PAP Key Lab Network & Informat Secur Chinese People A Xian 710086 Peoples R China Engn Univ PAP Key Lab Network & Informat Secur PAP Xian 710086 Peoples R China

ISBN: (纸本)9783030290351;9783030290344

This paper proposes a reversible data hiding algorithm in homomorphic encrypted domain based on EC-EG. First, original image is segmented. The square grid pixel group randomly selected by image owner has one reference pixel and eight target pixels. The n least significant bits (LSBs) of reference pixel and all bits of target pixel are self-embedded into other parts of the image by predictive error expansion (PEE). The n LSBs of reference pixel are reset to zero before encryption for the purpose of avoiding overflow when embedding data. Then, the pixel values of image are encrypted after encoded onto the points of elliptic curve. The encrypted reference pixel replaces the encrypted target pixels surrounding it. Thence, mirror central ciphertext (MCC) is constructed. In a set of MCC, data hider embeds the encrypted extra data into the n LSBs of target pixels by homomorphic addition in ciphertexts, while the reference pixel remains unchanged. Receiver can directly extract extra data by homomorphic subtraction in ciphertexts between target pixels and corresponding reference pixel, and can extract the extra data by subtraction in plaintexts with the directly decrypted image, and can restore the original image without loss. The experimental results show that the proposed algorithm has higher security than the similar algorithms, and the average embedding rate of algorithm is 0.25 bpp.

关键词： Pixels

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Metadata Storage and Query of Hive Based on Hadoop Distributed Platform

Metadata Storage and Query of Hive Based on Hadoop Distribut...

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International Conference on Cyber Security Intelligence and Analytics (CSIA)

作者： Xu, Hongsheng Wang, Lan Fan, Ganglong Luoyang Normal Univ Luoyang 471934 Peoples R China Henan Key Lab Big Data Proc & Analyt Elect Commer Luoyang 471934 Peoples R China

ISBN: (纸本)9783030152352;9783030152345

Hive's data is stored in HDFS, and most of the queries are done by MapReduce, which is a large-scale data mechanism that can be stored, queried and analyzed in Hadoop. Hive can convert SQL statements into MapReduce tasks, which has the advantages of low learning cost and easy MapReduce statistics through SQL like statements. Most queries in Hive are executed through the MapReduce provided by Hadoop. This paper introduces the metadata storage and query of Hive based on Hadoop distributed platform.

关键词： Metadata storage Hive Hadoop distributed platform HiveQL Hive on Spark

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An Innovative Model Based on FCRBM for Load Forecasting in the Smart Grid 13th

An Innovative Model Based on FCRBM for Load Forecasting in t...

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13th International Conference on Innovative Mobile and Internet Services in Ubiquitous computing (IMIS)

作者： Hafeez, Ghulam Javaid, Nadeem Riaz, Muhammad Umar, Khalid Iqbal, Zafar Ali, Ammar COMSATS Univ Islamabad Islamabad 44000 Pakistan Univ Engn & Technol Mardan 23200 Pakistan Bahria Univ Islambad Islamabd 44000 Pakistan PMAS Agr Univ Rawalpindi 46000 Pakistan

ISBN: (纸本)9783030222635;9783030222628

In this paper, an efficient model based on factored conditional restricted boltzmann machine (FCRBM) is proposed for electric load forecasting of in smart grid (SG). This FCRBM has deep layers structure and uses rectified linear unit (RELU) function and multivariate autoregressive algorithm for training. The proposed model predicts day ahead and week ahead electric load for decision making of the SG. The proposed model is a hybrid model having four modules i.e., data processing and features selection module, FCRBM based forecaster module, GWDO (genetic wind driven optimization) algorithm-based optimizer module, and utilization module. The proposed model is examined using FE grid data of USA. The proposed model provides more accurate results with affordable execution time than other load forecasting models, i.e., mutual information, modified enhanced differential evolution algorithm, and artificial neural network (ANN) based model (MI-mEDE-ANN), accurate fast converging short term load forecasting model (AFC-STLF), Bi-level model, and features selection and ANN-based model (FS-ANN).

关键词： Neural networks

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Free-Space Optics: A Shifting Paradigm in Optical Communication systems in Difficult Terrains 1st

Free-Space Optics: A Shifting Paradigm in Optical Communicat...

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1st International Conference on Sustainable Technologies for Computational Intelligence (ICTSCI)

作者： Payal Kumar, Suresh Maharshi Dayanand Univ Univ Inst Engn & Technol Rohtak Haryana India

ISBN: (纸本)9789811500299;9789811500282

Free-space optical (FSO) communication is a high-speed technology that can be used to promote rapid deployment of ubiquitous wireless service at the geographical locations such as hilly areas, where radio frequency (RF) technology is inaccessible and laying of optical fibers is not physically and economically viable. FSO has gained significant importance due to several advantages such as extremely high bandwidth, unlicensed spectrum allocation, reduced power consumption about half of the RF, ease of deployment, improved channel security, and reduced size which is one-tenth of the diameter of RF antenna. However, along with many advantages of FSO, atmosphere poses a serious limitation on its performance causing absorption, scattering, scintillations, and atmospheric turbulences. This paper presents a comprehensive review of FSO technology. FSO basics along with its advantages over RF are described so that readers can easily get the concept of shifting from RF to optical communication. Further, the paper also highlights the challenges faced by FSO, various models to characterize atmospheric turbulence fluctuations, issues, and methods to overcome them.

关键词： On-off keying (OOK) Subcarrier intensity modulation (SIM) Pulse position modulation (PPM) FSO Optical fiber cable (OFC) Line of sight (LOS) RF

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Three Renaissance Vaults in Milan. Cultural Heritage and Digital Workflows for BIM Modelling

Three Renaissance Vaults in Milan. Cultural Heritage and Dig...

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AHFE International Conference on Additive Manufacturing, Modeling systems and 3D Prototyping

作者： Bolognesi, Cecilia Fiorillo, Fausta Aiello, Damiano Politecn Milan ABC Dept Ponzio 31 I-20131 Milan Italy

ISBN: (纸本)9783030202163;9783030202156

The HBIM approach (Historic Building Information Modeling) arouses an increasing interest in the survey of the existing, by virtue of the numerous opportunities that it offers with regard to the optimization of management, maintenance and protection of cultural heritage. However the artefacts with a high cultural-architectural appeal are characterized, in general, by a considerable of geometries' complexity, which cannot always be perfectly reconstructed through a common BIM workflow. The aim of this research, focused on the study of the vaults of the Renaissance cloister of Santa Maria delle Grazie in Milan (designed by Bramante at the end of the 500), is precisely to identify and test different workflows to create a mathematical model (starting from a point cloud obtained through laser scanner) that reproduces the real geometries of the case study and that, at the same time, can be parameterized in a BIM environment.

关键词： Cultural heritage Reverse modelling HBIM Digital survey Vaults

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