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检索条件"机构=Div. of Computer Engineering and Information Science"

共 342 条记录，以下是1-10 订阅

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FocusRec RNN: Enhancing 3D Human Pose Reconstruction and Prediction with Wearable Motion Capture Technology

FocusRec RNN: Enhancing 3D Human Pose Reconstruction and Pre...

引用

2024 Asian Conference on Intelligent Technologies, ACOIT 2024

作者： Evangelin Sonia, S.V. Beulah Christalin Latha, C. Venkatesan, R. Naveen Sundar, G. Shirley, C.P. Harris Stuart, E. Div. of Computer Science and Engineering Karunya Institute of Technology and Sciences Coimbatore India Div. of Digital Sciences Karunya Institute of Technology and Sciences Coimbatore India

ISBN: (纸本)9798350374933

Wearable motion capture technology has advanced significantly, enabling detailed and accurate tracking of human movements in three-dimensional space. This paper introduces FocusRec RNN, an innovative Recurrent Neural Network (RNN) architecture designed to enhance the reconstruction and prediction of 3D human poses using wearable IMU sensors. By incorporating a focus mechanism that dynamically prioritizes critical time-steps and body segments, FocusRec RNN improves upon traditional methods in terms of accuracy and robustness. Evaluation on datasets such as Human3.6M and the CMU Motion Capture Database demonstrates that FocusRec RNN achieves lower Mean Absolute Error (MAE) and Root Mean Square Error (RMSE), alongside higher Percentage of Correct Keypoints (PCK) compared to traditional RNNs, LSTM networks, and CNN-based approaches. These improvements highlight FocusRec RNN's potential for applications in sports performance analysis, medical diagnostics, rehabilitation, and interactive entertainment. © 2024 IEEE.

关键词： Motion capture

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Machine-Learning-Assisted Optimization of Type-II Superlattices for Enhanced Vertical Hole Mobility 23

Machine-Learning-Assisted Optimization of Type-II Superlatti...

引用

23rd International Conference on Numerical Simulation of Optoelectronic Devices, NUSOD 2023

作者： Glennon, John Bellotti, Enrico Boston University Div. of Material Science and Engineering BostonMA02215 United States Boston University Div. of Material Science and Engineering Dep. of Electrical and Computer Engineering BostonMA02215 United States

ISBN: (纸本)9798350314298

Gaussian process regression is used to develop a model for predicting the superlattice (SL) structures grown on a 6.3 Å lattice. This model is used to search for optimized hole transport properties. Nonequilibrium Green's functions calculations are used to determine the vertical hole mobility of the structure which is compared with both the calculated and experimental results for an experimental SL grown on a GaSb substrate. Ultimately, a simple analytical model is used to approximate and compare the quantum efficiency of a photodiode containing each structure demonstrating an improvement in device performance using the optimized SL structure. © 2023 IEEE.

关键词： Gallium compounds

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Variational Quantum Algorithms for Solving Vehicle Routing Problem

Variational Quantum Algorithms for Solving Vehicle Routing P...

引用

2023 International Conference on Smart Computing and Application, ICSCA 2023

作者： Alsaiyari, Muhammad Felemban, Muhamad Saudi Aramco Information Strategy & Technology Planning Div. Dhahran Saudi Arabia Kfupm Computer Engineering Department Dhahran Saudi Arabia

ISBN: (纸本)9798350347050

Vehicle Routing Problem (VRP) is considered one of the most challenging problems with application in several domains, including transportation and logistics distribution. VRP is known to be NP-Hard problem. Several algorithms have been proposed to solve VRP in polynomial time. However, these algorithms are inefficient if the VRP instance increases. Recently, researchers investigated how quantum computing can be used to solve VRP. In particular, two promising variational quantum algorithms have been studied, i.e., Variational Quantum Eigensolver (VQE) and Quantum Approximate Optimization Algorithm (QAOA). In this paper, we implement both algorithms on IBM Qiskit and compare their evaluation in solving several instances of VRP. We observe that current Noisy-Intermediate Scale Quantum (NISQ) devices cannot solve VRP instances beyond 5 nodes and 2 vehicles. Furthermore, we observe that classical optimizers still provide better results. However, we believe that with the rapid advancement of quantum computing manufacturing, VQE and QAOA can provide better performance as compared to classical computing © 2023 IEEE.

关键词： Vehicles

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XPM: eXplainable Process Mining 3rd

XPM: eXplainable Process Mining

引用

3rd International Conference on Advances in information and Communication Technology, ICTA 2024

作者： Kim, Kwanghoon Pio CCSRI Kyonggi University Suwon Korea Republic of Data. Process Engineering Research Lab. Div. of AI Computer Science and Engineering Kyonggi University Gyeonggi Suwon16227 Korea Republic of

ISBN: (纸本)9783031809422

This keynote speech is to all intents and purposes introducing a new process mining approach and its implemented system, which are named as eXplainable process mining (XPM) approach and system, respectively. Through the XPM approach, we can selectively amalgamate a group of process event log traces, and through the XPM system, we can ultimately discover a series of complete and safe process models from a process enactment event log dataset. The XPM approach is theoretically based on the typical process modeling methodology of structured information control nets (abbreviated as SICN) and its algorithmic functionality is substantiated by the explainable ρ-Algorithm that is extended from the original ρ-Algorithm [6]. This keynote speech is also explicating the proven process mining algorithm that is able to discover the underlying SICN-oriented process model from a dataset of process enactment event logs and histories. More specifically, the concrete goal of this keynote speech is about an explainable way of discovering the complete structural formation of SICN-oriented process model. Assume that the structural formation is made up of an arbitrary number of combinational building blocks of the primitive process patterns such as linear (sequential), disjunctive (exclusive-OR), conjunctive (parallel-AND), and repetitive (iterative-LOOP) process patterns. Conclusively, it would be emphasized that the XPM approach and system ought to be very effective and well-fitted for managing life-cycles of very large-scale process models deployed in process-aware enterprises and organizations. © The Author(s), under exclusive license to Springer Nature Switzerland AG 2025.

关键词： information management

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Improving Disease Forecast on Different Farms Using Sensing Agricultural Robot with XAI 13

Improving Disease Forecast on Different Farms Using Sensing ...

引用

13th IEEE Global Conference on Consumer Electronic, GCCE 2024

作者： Terada, Kenji Fujinami, Kaori Tokyo University of Agriculture and Technology Polytechnic University Grad. School of Bio-Functions and Systems Science Tokyo Japan Tokyo University of Agriculture and Technology Div. of Advanced Information Technology and Computer Science Tokyo Japan

ISBN: (纸本)9798350355079

Preventing diseases in crops and fruit trees is an urgent issue in the fight against global food shortages. If a disease occurs, it is highly possible that it may have spread throughout the farm before being detected by the farmer. Therefore, in this study, to facilitate early disease forecasting, we propose using a sensing agricultural robot that can meticulously observe environmental alterations that could serve as potential disease indicators. In addition, because the forecast results for a different farm showed a decrease in recall compared to the farm where the images were collected, we employed explainable artificial intelligence (XAI) for feature analysis. We confirmed an improvement in the recall through simple feature selection. © 2024 IEEE.

关键词： Smart agriculture

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Optimal Number of Wires for Circuits on RTLDesigned FPGAs 12

Optimal Number of Wires for Circuits on RTLDesigned FPGAs

引用

12th International Electrical engineering Congress, iEECON 2024

作者： Sato, Tomoaki Hayashihara, Yuya Yokota, Shione Chivapreecha, Sorawat Moungnoul, Phichet Hokusei Gakuen University Dept. Of Management Information Sapporo Japan Computer Engineering & Consulting Ltd. CyberNEXT Business Div. Kanagawa Japan School Of Engineering King Mongkut's Institute Of Technology Ladkrabang Bangkok Thailand

ISBN: (纸本)9798350383591

FPGAs (Field-Programmable Gate Arrays) with reconfigurable features are used in various applications. However, circuits on FPGAs are inferior to circuits on ASICs in operating frequency, power consumption, and area. Co-design of FPGA and ASIC is one way to solve this problem. To realize this co-design, RTL-Designed FPGAs have been proposed by the authors. The features of the FPGAs are that they can be described only with HDL and that they can be realized with ordinary standard cells. Therefore, FPGAs and ASICs can be co-designed easily. Until now, the FPGAs have not been considered for optimal wiring count. In this paper, we clarify the optimum number of wires using a 4-bit adder circuit. In addition, cases in which more than that optimal number of wires is needed are discussed. © 2024 IEEE.

关键词： Application specific integrated circuits

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Anthropomorphism for improving user tolerance to system errors in environmental behavior change 12

Anthropomorphism for improving user tolerance to system erro...

引用

12th IEEE Global Conference on Consumer Electronics, GCCE 2023

作者： Hu, Yiduan Tsuji, Airi Fujinami, Kaori Tokyo University of Agriculture and Technology Grad. School of Bio-Functions and Systems Science Tokyo Japan Tokyo University of Agriculture and Technology Div. of Advanced Information Technology and Computer Science Tokyo Japan

ISBN: (纸本)9798350340181

Technologies that support behavior change are often implemented in systems such as health advice and social support in daily life. However, users might distrust the systems and eventually cease using them if there is a measurement or judgment error, which would go against the goal of behavior improvement. Based on the assumption that failures are inevitable, this study proposes a strategy to prevent withdrawal from the system by making the system reliable and empathetic. An anthropomorphic garbage-disposal system that has the capability of revealing vulnerability is introduced, to increase the users' awareness of trash reduction. © 2023 IEEE.

关键词： Behavioral research

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Quantum transport simulation of a mid-wave infrared Ga-based type-II superlattice for curved focal-plane arrays 13

Quantum transport simulation of a mid-wave infrared Ga-based...

引用

Infrared Sensors, Devices, and Applications XIII 2023

作者： Glennon, John Bellotti, Enrico Div. of Material Science and Engineering Boston University BostonMA02215 United States Dept. of Electrical and Computer Engineering Boston University BostonMA02215 United States

ISBN: (纸本)9781510665880

Type-II strained-layer superlattices have theoretically predicted advantages that make them an attractive material system for use in infrared technology. However, the influence of structural disorder has been demonstrated to negatively impact the performance of these materials. A recent development in infrared technology is the use of curved focal-plane arrays which promise improved uniformity of sensitivity and a reduction in the optical complexity of the device. Curving of the wafer introduces mechanical strain into the absorber layer which can also impact the vertical carrier mobility. This work reports on an analysis of the influence of external strain and disorder on the vertical hole mobility in curved focal-plane arrays utilizing a mid-wave InAs/GaSb absorber layers. A series of quantum transport calculations is performed over a range of strain configurations for two different structures: an ideal superlattice and a superlattice with graded interfaces and disorder. Finally, the impact these effects have on the quantum efficiency of a hypothetical curved-FPA is approximated, and a potential avenue for improved device design is suggested. © 2023 SPIE. All rights reserved.

关键词： Quantum efficiency

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FocusRec RNN: Enhancing 3D Human Pose Reconstruction and Prediction with Wearable Motion Capture Technology

FocusRec RNN: Enhancing 3D Human Pose Reconstruction and Pre...

引用

Intelligent Technologies (ACOIT), Asian Conference on

作者： S.V. Evangelin Sonia C Beulah Christalin Latha R. Venkatesan G.Naveen Sundar C.P. Shirley E Harris Stuart Div. of Computer Science and Engineering Karunya Institute of Technology and Sciences Coimbatore Div. of Digital Sciences Karunya Institute of Technology and Sciences Coimbatore

ISBN: (数字)9798350374957

ISBN: (纸本)9798350374964

Wearable motion capture technology has advanced significantly, enabling detailed and accurate tracking of human movements in three-dimensional space. This paper introduces FocusRec RNN, an innovative Recurrent Neural Network (RNN) architecture designed to enhance the reconstruction and prediction of 3D human poses using wearable IMU sensors. By incorporating a focus mechanism that dynamically prioritizes critical time-steps and body segments, FocusRec RNN improves upon traditional methods in terms of accuracy and robustness. Evaluation on datasets such as Human3.6M and the CMU Motion Capture Database demonstrates that FocusRec RNN achieves lower Mean Absolute Error (MAE) and Root Mean Square Error (RMSE), alongside higher Percentage of Correct Keypoints (PCK) compared to traditional RNNs, LSTM networks, and CNNbased approaches. These improvements highlight FocusRec RNN’s potential for applications in sports performance analysis, medical diagnostics, rehabilitation, and interactive entertainment.

关键词： Recurrent neural networks Three-dimensional displays Accuracy Tracking Computational modeling Motion capture Artificial intelligence Wearable sensors Standards Sports

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A Time-Series Process Event Log Preprocessing Approach for Data-Intensive and Predictive Operationalization of Smart Factories 24

A Time-Series Process Event Log Preprocessing Approach for D...

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24th International Conference on Advanced Communication Technology, ICACT 2022

作者： Park, Minjae Park, Sohyang Nguyen, Thanh-Hai Pham, DInh-Lam Oh, Dongkeun Kim, Kyoung-Sook Chun, In-Kyoo Kim, Kwanghoon Pio DAELIM UNIVERSITY COLLEGE Div. of Computer Information Gyeonggi Anyang13916 Korea Republic of KYONGGI UNIVERSITY Div. of AI Computer Science Engineering Gyeonggi Suwon16227 Korea Republic of KYONGGI UNIVERSITY Div. of AI Computer Science Engineering Gyeonggi Suwon16227 Korea Republic of Smart Factory Research Institute ICIT Co. Guro Seoul08377 Korea Republic of Smart Factory Research Institute ICIT Co. Guro Seoul08377 Korea Republic of

ISBN: (纸本)9791188428090

This paper proposes a time-series process event log preprocessing approach applied to realize data-intensive and predictive operationalization of IoT-supported smart factories. The advanced conceptual approach of the data-intensive and predictive operationalization processes is newly proposed for effectively and predictively operating very large-scale smart factories that are supported by the Internet of Things platforms with temporal operationalization processes and their time-series event log datasets. The authors' research group is trying to develop a predictive smart factory operationalization system, which is characterized by the advanced conceptual approach, and the starting point of which is at acquiring the time-series process event log datasets with a proper data preprocessing approach. Hence, this paper devises a time-series process event log preprocessing approach with its algorithmic details to arrange the proper datasets to be used for concretizing the data-intensive and predictive operationalization in the very large-scale smart factories. Finally, we develop an XES-formatted event log preprocessing system based upon the devised preprocessing algorithms and apply to a real and nation-wide production smart factory in order to validate the operationality and feasibility of the developed system. © 2022 Global IT Research Institute-GiRI.

关键词： Time series

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