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Improving Distribution Systems Maintenance Management, by Predicting Reliability Indices Using Fully Connected Neural Networks 12

Improving Distribution Systems Maintenance Management, by Pr...

引用

12th Smart Grid Conference, SGC 2022

作者： Tananaeifar, Mohammad-Hossein Alimadaday, Mahdis Ghadamgahi, SeyedMohammad-Mahdi Ghafourian-Nasiri, Mohammad Fereidunian, Alireza Amirkabir University of Technology Construction Engineering and Management Dep. Tehran Iran Tarbiat Modares University Industrial Engineering Dep. Tehran Iran Kharazmi University Computer Engineering Dep. Tehran Iran K. N. Toosi University of Technology Electrical Engineering Faculty Tehran Iran

ISBN: (纸本)9798350333961

Due to the increasing amount of industrial data worldwide, deep learning solutions have become extensively popular for preventive maintenance programs. Preventive maintenance reduces the costs of equipment failures, thus crafting detailed preventive maintenance programs are very effective. Neural networks are intelligent computing techniques inspired by biological neurons. Neural networks are one of the most common and practical machine learning algorithms that are utilized in many industrial applications. In this research, a fully connected neural network is developed to predict the systems reliability indices, i.e. the number of failures occurring in feeders and the amount of energy not served (ENS) in electricity distribution feeders. As a result, a data-driven improvement is provided for the preventive maintenance program. © 2022 IEEE.

关键词： Neural networks

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Lazy instruction scheduling: Keeping performance, reducing power

Lazy instruction scheduling: Keeping performance, reducing p...

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ISLPED'08: 13th ACM/IEEE International Symposium on Low Power Electronics and Design

作者： Mahjur, Ali Taghizadeh, Mahmoud Jahangir, Amir Hossein Dep. of Electrical and Computer Engineering Shahid Beheshti University Tehran Iran Dept. of Computer Engineering Sharif University of Technology Tehran 11155-9517 Iran Dept. of Computer Engineering Sharif University of Technology Tehran 11155-9517 Iran

ISBN: (纸本)9781605581095

An important approach to reduce power dissipation is reducing the number of instructions executed by the processor. To achieve this goal, this paper introduces a novel instruction scheduling algorithm that executes an instruction only when its result is required by another instruction. In this manner, it not only does not execute useless instructions, but also reduces the number of instructions executed after a mispredicted branch. The cost of the extra hardware is 161 bytes for 128 instruction window size. Measurements done using SPEC CPU 2000 benchmarks show that the average number of executed instructions is reduced by 13.5% while the average IPC is not affected. Copyright 2008 ACM.

关键词： Scheduling algorithms

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Static analysis of worst-case stack cache behavior 13

Static analysis of worst-case stack cache behavior

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21st International Conference on Real-Time Networks and Systems, RTNS 2013

作者： Jordan, Alexander Brandner, Florian Schoeberl, Martin Compilers and Languages Group Institute of Computer Languages Vienna University of Technology Austria Embedded Systems Engineering Section Dep. of Applied Mathematics and Computer Science Technical University of Denmark Denmark

ISBN: (纸本)9781450320580

Utilizing a stack cache in a real-time system can aid predictability by avoiding interference that heap memory traffic causes on the data cache. While loads and stores are guaranteed cache hits, explicit operations are responsible for managing the stack cache. The behavior of these operations can be analyzed statically. We present algorithms that derive worst-case bounds on the latency-inducing operations of the stack cache. Their results can be used by a static WCET tool. By breaking the analysis down into subproblems that solve intra-procedural data-flow analysis and path searches on the call-graph, the worst-case bounds can be efficiently yet precisely determined. Our evaluation using the MiBench benchmark suite shows that only 37% and 21% of potential stack cache operations actually store to and load from memory, respectively. Analysis times are modest, on average running between 0.46s and 1.30s per benchmark, dep.nding on the size of the stack cache. © 2013 ACM.

关键词： Real time systems

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StorySurfer: A playful book browsing installation for children's libraries 07

StorySurfer: A playful book browsing installation for childr...

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6th international Conference on Interaction Design And Children, IDC 2007

作者： Eriksson, Eva Lykke-Olesen, Andreas IDC - Interaction Design Collegium Dep. of Computer Science and Engineering Chalmers University of Technology SE-41296 Gothenburg Sweden Department of Design Aarhus School of Architecture DK-8000 Aarhus C Denmark

ISBN: (纸本)9781595937476

In this paper, we present a large-scale interactive book browsing installation for children's libraries called StorySurfer. The StorySurfer prototype is developed within the Interactive Children's Library project, which includes interests from within design, research, industry, and libraries. The objective of the project is to give room for and encourage the physical activities of children, while pursuing to connect these with the basic digital and analogue services of the library e.g. borrowing and handing in books, searching for information, and providing access to a rich variety of media. Copyright 2007 ACM.

关键词： Digital libraries

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Hybrid population-based incremental learning to assign terminals to concentrators

Hybrid population-based incremental learning to assign termi...

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作者： Bernardino, Eugenia Moreira Bernardino, Anabela Moreira Sánchez-Pérez, Juan Manuel Gómez-Pulido, Juan Antonio Vega-Rodríguez, Miguel Angel Dep. of Computer Science Polytechnic Institute of Leiria School of Technology and Management Leiria Portugal Dep. of Technologies of Computers and Communications Polytechnic School University of Extremadura Cdceres Spain

ISBN: (纸本)9789898425317

In the last decade, we have seen a significant growth in communication networks. In centralised communication networks, a central computer serves several terminals or workstations. In large networks, some concentrators are used to increase the network efficiency. A collection of terminals is connected to a concentrator and each concentrator is connected to the central computer. In this paper we propose a Hybrid Population-based Incremental Learning (HPBIL) to assign terminals to concentrators. We use this algorithm to determine the minimum cost to form a network by connecting a given collection of terminals to a given collection of concentrators. We show that HPBIL is able to achieve good solutions, improving the results obtained by previous approaches.

关键词： Population statistics

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A virtual real-time model for control software development - Applied on a sheet-metal press line

A virtual real-time model for control software development -...

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2005 3rd International Industrial Simulation Conference, ISC 2005

作者： Svensson, Bo Danielsson, Fredrik Lennartson, Bengt Dep. of Technology Mathematics and Computer Science University of Trollhattan Uddcvalla P.O. Box 957 SE-461 29 Trollhattan Sweden Dep. of Signals and Systems Chalmers University of Technology SE-412 96 Goteborg Sweden

ISBN: (纸本)907738118X

Maximizing lifetime throughput, i.e. increasing the total number of produced components in a pre-existing production line, is a continuous and never-ending process in industry. In order to attain a high lifetime throughput, it is important not only to have a high throughput rate during production but also to minimize production stops, both in number and time. In this paper a general Virtual Real-Time Model (VRTM) for simulating industrial production lines is proposed. The VRTM is intended to be used for off-line control software development and is aimed at maximizing lifetime throughput in highly automated production lines. The main features of the VRTM arc that the same control software is used as in the real production line and that virtual real-time is used, implying that everything is time-synchronised and works in the same way as in the real production line. An applied VRTM simulating a sheet-metal press line is also presented together with a comparison test with the no. 53 press line at Volvo Car Manufacturing in Goteborg, Sweden, in which a satisfactory agreement was obtained. The control software from the real production line that was used includes not only the pure production control, but also all security functions. This shows that the VRTM covers all control functions in the real production line and can be used for off-line control software development. © 2005 EUROSIS-ETI.

关键词： Throughput

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Directing exploratory search: Reinforcement learning from user interactions with keywords 13

Directing exploratory search: Reinforcement learning from us...

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18th International Conference on Intelligent User Interfaces, IUI 2013

作者： Glowacka, Dorota Ruotsalo, Tuukka Konyushkova, Ksenia Athukorala, Kumaripaba Kaski, Samuel Jacucci, Giulio Helsinki Institute for Information Technology HIIT Dep. of Computer Science University of Helsinki Finland Helsinki Institute for Information Technology HIIT Aalto University Finland

ISBN: (纸本)9781450320559

Techniques for both exploratory and known item search tend to direct only to more specific subtopics or individual documents, as opposed to allowing directing the exploration of the information space. We present an interactive information retrieval system that combines Reinforcement Learning techniques along with a novel user interface design to allow active engagement of users in directing the search. Users can directly manipulate document features (keywords) to indicate their interests and Reinforcement Learning is used to model the user by allowing the system to trade off between exploration and exploitation. This gives users the opportunity to more effectively direct their search nearer, further and following a direction. A task-based user study conducted with 20 participants comparing our system to a traditional query-based baseline indicates that our system significantly improves the effectiveness of information retrieval by providing access to more relevant and novel information without having to spend more time acquiring the information. Copyright © 2013 ACM.

关键词： Reinforcement learning

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Smart Harvesting based on Image Processing

Smart Harvesting based on Image Processing

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2020 International computer Symposium, ICS 2020

作者： Joseph, S.P Wijerathna, L.L.M.C. Epa, K.G.R.D. Egalla, E.K.W.A.P.K. Abeygunawardhana, P.W.K. De Silva, R Sri Lanka Institute of Information Technology Dep. of Computer Systems Engineering Faculty of Computing Malabe10115 Sri Lanka Sri Lanka Institute of Information Technology Dep. of Software Engineering Faculty of Computing Malabe10115 Sri Lanka

ISBN: (纸本)9781728192550

Vision device is a critical component of fruit harvesting mobile robot which is designed for recognizing and harvesting of tomato fruits. The system of vision device of the moving robot, for a dedicated path identification with the use of colour detection algorithms and contour detection algorithms could be stated as an additional usage of the image-based technology. When the robot operates in real life, varying environmental parameters would not affect its activity, since the robot will be functioning mainly indoors, specifically in a greenhouse. Robust fruit segmentation algorithms for the visual system and the fruit plucking mechanism using a readymade robot arm with a soft gripper where it operates with basic hardware components like motors, controlled by a microcontroller with the intervention of kinematic theories, is being used with the goal of collecting fruit objects efficiently in the natural world. Plucking only the ripe and healthy object fruit without damaging both the fruit and the tree is the intended task of the system. The aim is to reduce human effort by promoting automation concepts in agriculture in developing countries like Sri Lanka with great potential, where agriculture plays a vital role in the development of the economy while indoor plantation and harvesting mechanism are also being developing to cater to the economy of the country as well. The way that this system is implemented will be discussed in this paper. © 2020 IEEE.

关键词： Fruits

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Path capacity of multi-channel multi-hop IEEE 802.11 wireless networks with channel switching

Path capacity of multi-channel multi-hop IEEE 802.11 wireles...

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2010 3rd IEEE International Conference on computer Science and Information technology, ICCSIT 2010

作者： He, Pingshi Xu, Ziping Qi, Wangdong Yang, Xia Dep. of Computer Application Technology Institute of Command Automation PLAUST Nanjing China Dep. of Telecommunication Engineering Institute of Communication Engineering PLAUST Nanjing China Institute of China Electronic System Engineering Company China

ISBN: (纸本)9781424455386

The capacity problem is one of the main issues in researching the multi-channel IEEE 802.11 wireless networks. In this paper, we analyze the path capacity of the multi-channel wireless networks by estimating the RTS, CTS and the packet loss rate of the wireless links and calculating the average service time of the packet sending. We also analyze the channel assignment and channel switching problems and present the Neighborhood Channel Concentration Degree (NCCD) mechanism which can distribute network load into the available channels and increase the total throughput of the network. We use ns-2 as the simulator to simulate the network throughput using our NCCD and compare with the throughput of the MCR mechanism. The results show that NCCD can significantly increase the network throughput. © 2010 IEEE.

关键词： Packet networks

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An architectural framework for Quantum Algorithms Processing Unit (QAPU)

An architectural framework for Quantum Algorithms Processing...

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作者： Aghaei, Mohammad Reza Soltan Zukarnain, Zuriati Ahmad Mamat, Ali Zainuddin, Hishamuddin Dep. of Computer Eng. Islamic Azad University of Khorasgan Isfahan Iran Dep. of Communication Technology and Network Faculty of Computer Science and Information Technology University Putra Malaysia UPM 43400 Serdang Selangor Malaysia UPM 43400 Serdang Selangor Malaysia

ISBN: (纸本)9789881701282

The focus of this study is developing a framework of Quantum Algorithm Processing Unit (QAPU). The framework shows a general plan for the architecture of quantum processor that is able to run quantum algorithms. The framework is used to increase the implementation performance of quantum algorithms and design Quantum Processing Unit (QPU). QAPU can be applied as a quantum node to design quantum multicomputer. At first, the hybrid architecture is designed for the quantum algorithms. Then, the relationships between the classical and quantum parts of the hybrid algorithms are extracted and the main stages of the hybrid architecture are determined. Next, the framework of QAPU is designed and developed. Some gates and connections are projected in the framework that can be applied for future quantum algorithms. Furthermore, the framework is implemented and simulated for the existing quantum algorithms on a classic computer. It is shown that the framework is appropriate for the quantum algorithms.

关键词： computer architecture

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