4,113 research outputs found

    A Survey of Monte Carlo Tree Search Methods

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    Monte Carlo tree search (MCTS) is a recently proposed search method that combines the precision of tree search with the generality of random sampling. It has received considerable interest due to its spectacular success in the difficult problem of computer Go, but has also proved beneficial in a range of other domains. This paper is a survey of the literature to date, intended to provide a snapshot of the state of the art after the first five years of MCTS research. We outline the core algorithm's derivation, impart some structure on the many variations and enhancements that have been proposed, and summarize the results from the key game and nongame domains to which MCTS methods have been applied. A number of open research questions indicate that the field is ripe for future work

    Real-time human action recognition on an embedded, reconfigurable video processing architecture

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    Copyright @ 2008 Springer-Verlag.In recent years, automatic human motion recognition has been widely researched within the computer vision and image processing communities. Here we propose a real-time embedded vision solution for human motion recognition implemented on a ubiquitous device. There are three main contributions in this paper. Firstly, we have developed a fast human motion recognition system with simple motion features and a linear Support Vector Machine (SVM) classifier. The method has been tested on a large, public human action dataset and achieved competitive performance for the temporal template (eg. “motion history image”) class of approaches. Secondly, we have developed a reconfigurable, FPGA based video processing architecture. One advantage of this architecture is that the system processing performance can be reconfiured for a particular application, with the addition of new or replicated processing cores. Finally, we have successfully implemented a human motion recognition system on this reconfigurable architecture. With a small number of human actions (hand gestures), this stand-alone system is performing reliably, with an 80% average recognition rate using limited training data. This type of system has applications in security systems, man-machine communications and intelligent environments.DTI and Broadcom Ltd

    FPGA implementation of real-time human motion recognition on a reconfigurable video processing architecture

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    In recent years, automatic human motion recognition has been widely researched within the computer vision and image processing communities. Here we propose a real-time embedded vision solution for human motion recognition implemented on a ubiquitous device. There are three main contributions in this paper. Firstly, we have developed a fast human motion recognition system with simple motion features and a linear Support Vector Machine(SVM) classifier. The method has been tested on a large, public human action dataset and achieved competitive performance for the temporal template (eg. ``motion history image") class of approaches. Secondly, we have developed a reconfigurable, FPGA based video processing architecture. One advantage of this architecture is that the system processing performance can be reconfigured for a particular application, with the addition of new or replicated processing cores. Finally, we have successfully implemented a human motion recognition system on this reconfigurable architecture. With a small number of human actions (hand gestures), this stand-alone system is performing reliably, with an 80% average recognition rate using limited training data. This type of system has applications in security systems, man-machine communications and intelligent environments

    The Application Of RISC Processors To Training Simulators

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    Report on a study of the utility of reduced instruction set computer processors as the control computers in a training simulator. Report includes a master\u27s thesis on detailed hardware design for interfacing transputer hardware to the NeXT computer

    Constructing Cost-Effective and Targetable ICS Honeypots Suited for Production Networks

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    Honeypots are a technique that can mitigate the risk of cyber threats. Effective honeypots are authentic and targetable, and their design and implementation must accommodate risk tolerance and financial constraints. The proprietary, and often expensive, hardware and software used by Industrial Control System (ICS) devices creates the challenging problem of building a flexible, economical, and scalable honeypot. This research extends Honeyd into Honeyd+, making it possible to use the proxy feature to create multiple high interaction honeypots with a single Programmable Logic Controller (PLC). Honeyd+ is tested with a network of 75 decoy PLCs, and the interactions with the decoys are compared to a physical PLC to test for authenticity. The performance test evaluates the impact of multiple simultaneous connections to the PLC. The functional test is successful in all cases. The performance test demonstrated that the PLC is a limiting factor, and that introducing Honeyd+ has a marginal impact on performance. Notable findings are that the Raspberry Pi is the preferred hosting platform, and more than five simultaneous connections were not optimal

    FLOOD MONITORING USING AUTOMATIC PACKET REPORTING SYSTEM APRS ON VHF

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    Flooding is a one of the devastating natural treat towards Malaysian which can cause a loss of life, money and property. Due to great damages to residential area, agriculture land, roadways and buildings, government have to spent a lot of money to recover all the damages which can affect the economy of the country. Therefore, in order to deal with this problem, one of the system can be improved is in the early warning flood detection system based on real time basis. "This paper presents the prototype design of a flood monitoring system which build by combining the water level sensor (conductance probe sensor) , monitoring LCD display, VHF 2m band handheld transceiver Baofeng UV-5R, Open Tracker USB terminal node controller board (APRS decoder), Arduino microcontroller and GPS module as a field station equipment (transmitter) at the catchment area while TPlink MR3020 internet modem, computer, RTL-SDR vhf tuner and another handheld radio transceiver as a monitoring station equipment (receiver)

    The 6G Architecture Landscape:European Perspective

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