• Title/Summary/Keyword: Memory improvement

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Context-Aware Mobile User Authentication Approach using LSTM networks (LSTM 신경망을 활용한 맥락 기반 모바일 사용자 인증 기법)

  • Nam, Sangjin;Kim, Suntae;Shin, Jung-Hoon
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.20 no.1
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    • pp.11-18
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    • 2020
  • This study aims to complement the poor performance of existing context-aware authentication techniques in the mobile environment. The data used are GPS, Call Detail Record(CDR) and app usage. locational classification according to GPS density was implemented in order to distinguish other people in populated areas in the processing of GPS. It also handles missing values that may occur in data collection. The authentication model consists of two long-short term memory(LSTM) and one Artificial Neural Network(ANN) that aggregates the results, which produces authentication scores. In this paper, we compare the accuracy of this technique with that of other studies. Then compare the number of authentication attempts required to detect someone else's authentication. As a result, we achieved an average 11.6% improvement in accuracy and faster detection of approximately 60% of the experimental data.

The Effects of Task-Oriented Training on IADL in Dementia : Case Study (과제지향적 훈련이 치매 환자의 수단적 일상생활활동에 미치는 영향: 사례연구)

  • Moon, Mi-Sook;Park, Ji-Hyuk
    • Therapeutic Science for Rehabilitation
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    • v.3 no.1
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    • pp.67-77
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    • 2014
  • Objective : The purpose of this study was to examine task-oriented training affects on instrumental activity of daily living for elderly with dementia. Methods : The participant is a 75 years old female with dementia. The intervention was performed for 45 minute on 3 times per week over 1 month. Independent variable was task-oriented training and dependent variable were memory(DST), executive function(TMT-A, CDT), changing of IADL(AMPS). Results : The results showed that the participant significantly improved in executive function, performance of IADL. However, the participant did not show significant improvement in memory. Conclusion : In conclusion, the findings of this study indicate that task-oriented training is positive effect on performance of IADL in dementia.

Bi-directional Bus Architecture Suitable to Multitasking in MPEG System (MPEG 시스템용 다중 작업에 적합한 양방향 버스 구조)

  • Jun Chi-hoon;Yeon Gyu-sung;Hwang Tae-jin;Wee Jae-Kyung
    • Journal of the Institute of Electronics Engineers of Korea SD
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    • v.42 no.4 s.334
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    • pp.9-18
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    • 2005
  • This paper proposes the novel synchronous segmented bus architecture that has the pipeline bus architecture based on OCP(open core protocol) and the memory-oriented bus for MPEG system. The proposed architecture has bus architectures that support the memory interface for image data processing of MPEG system. Also it has the segmented hi-directional multiple bus architecture for multitasking processing by using multi -masters/multi - slave. In the scheme address of masters and slaves are fixed so that they are arranged for the location of IP cores according to operational characteristics of the system for efficient data processing. Also the bus architecture adopts synchronous segmented bus architecture for reuse of IP's and architecture or developed chips. This feature is suitable to the high performance and low power multimedia SoC systum by inherent characteristics of multitasking operation and segmented bus. Proposed bus architecture can have up to 3.7 times improvement in the effective bandwidth md up to 4 times reduction in the communication latency.

Improvement in Computation of Δ V10 Flicker Severity Index Using Intelligent Methods

  • Moallem, Payman;Zargari, Abolfazl;Kiyoumarsi, Arash
    • Journal of Power Electronics
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    • v.11 no.2
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    • pp.228-236
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    • 2011
  • The ${\Delta}\;V_{10}$ or 10-Hz flicker index, as a common method of measurement of voltage flicker severity in power systems, requires a high computational cost and a large amount of memory. In this paper, for measuring the ${\Delta}\;V_{10}$ index, a new method based on the Adaline (adaptive linear neuron) system, the FFT (fast Fourier transform), and the PSO (particle swarm optimization) algorithm is proposed. In this method, for reducing the sampling frequency, calculations are carried out on the envelope of a power system voltage that contains a flicker component. Extracting the envelope of the voltage is implemented by the Adaline system. In addition, in order to increase the accuracy in computing the flicker components, the PSO algorithm is used for reducing the spectral leakage error in the FFT calculations. Therefore, the proposed method has a lower computational cost in FFT computation due to the use of a smaller sampling window. It also requires less memory since it uses the envelope of the power system voltage. Moreover, it shows more accuracy because the PSO algorithm is used in the determination of the flicker frequency and the corresponding amplitude. The sensitivity of the proposed method with respect to the main frequency drift is very low. The proposed algorithm is evaluated by simulations. The validity of the simulations is proven by the implementation of the algorithm with an ARM microcontroller-based digital system. Finally, its function is evaluated with real-time measurements.

High-Performance FFT Using Data Reorganization (데이터 재구성 기법을 이용한 고성능 FFT)

  • Park Neungsoo;Choi Yungho
    • The KIPS Transactions:PartA
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    • v.12A no.3 s.93
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    • pp.215-222
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    • 2005
  • The efficient utilization of cache memories is a key factor in achieving high performance for computing large signal transforms. Nonunit stride access in computation of large DFTs causes cache conflict misses, thereby resulting in poor cache performance. It leads to a severe degradation in overall performance. In this paper, we propose a dynamic data layout approach considering the memory hierarchy system. In our approach, data reorganization is performed between computation stages to reduce the number of cache misses. Also, we develop an efficient search algorithm to determine the optimal tree with the minimum execution time among possible factorization trees considering the size of DFTs and the data access stride. Our approach is applied to compute the fast Fourier Transform (FFT). Experiments were performed on Pentium 4, $Athlon^{TM}$ 64, Alpha 21264, UtraSPARC III. Experiment results show that our FFT achieve performance improvement of up to 3.37 times better than the previous FFT packages.

The Protective Effect of Black Ginseng Against Transient Focal Ischemia-induced Neuronal Damage in Rats

  • Park, Hyun-Jung;Shim, Hyun-Soo;Kim, Kyung-Soo;Shim, In-Sop
    • The Korean Journal of Physiology and Pharmacology
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    • v.15 no.6
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    • pp.333-338
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    • 2011
  • Black ginseng (BG) has been widely used as herbal treatment for improving physiological function. In order to investigate the neuroprotective action of this herbal medicine, we examined the influence of BG on the learning and memory of rats using the Morris water maze, and we studied the effects of BG on the central cholinergic system and neural nitric oxide synthesis in the hippocampus of rats with neuronal and cognitive impairment. After middle cerebral artery occlusion was applied for 2h, the rats were administered BG (100 or 400 $mgkg^{-1}$, p.o.) daily for 2 weeks, followed by training and performance of the Morris water maze test. The rats with ischemic insults showed impaired learning and memory on the tasks. Treatment with BG produced improvement in the escape latency to find the platform. Further, the BG groups showed a reduced loss of cholinergic immunoreactivity and nicotinamide adenine dinucleotide phosphate-diaphorase (NADPH-d)-positive neurons in the hippocampus compared to that of the ISC group. These results demonstrated that BG has a protective effect against ischemia-induced neuronal and cognitive impairment. Our results suggest that BG might be useful for the treatment of vascular dementia.

A Design of Pipeline Chain Algorithm Based on Circuit Switching for MPI Broadcast Communication System (MPI 브로드캐스트 통신을 위한 서킷 스위칭 기반의 파이프라인 체인 알고리즘 설계)

  • Yun, Heejun;Chung, Wonyoung;Lee, Yong-Surk
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.37B no.9
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    • pp.795-805
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    • 2012
  • This paper proposes an algorithm and a hardware architecture for a broadcast communication which has the worst bottleneck among multiprocessor using distributed memory architectures. In conventional system, The pipelined broadcast algorithm is an algorithm which takes advantage of maximum bandwidth of communication bus. But unnecessary synchronization process are repeated, because the pipelined broadcast sends the data divided into many parts. In this paper, the MPI unit for pipeline chain algorithm based on circuit switching removing the redundancy of synchronization process was designed, the proposed architecture was evaluated by modeling it with systemC. Consequently, the performance of the proposed architecture was highly improved for broadcast communication up to 3.3 times that of systems using conventional pipelined broadcast algorithm, it can almost take advantage of the maximum bandwidth of transmission bus. Then, it was implemented with VerilogHDL, synthesized with TSMC 0.18um library and implemented into a chip. The area of synthesis results occupied 4,700 gates(2 input NAND gate) and utilization of total area is 2.4%. The proposed architecture achieves improvement in total performance of MPSoC occupying relatively small area.

Service Status Analysis About the Spatial Information Open Platform based on the Analysis of Web Server Log and System Log (웹 및 시스템 로그 분석 기반 공간정보 오픈플랫폼 서비스 사용 현황 분석)

  • Jang, Han Sol;Hong, Seong Hun;Kim, Min Soo;Jang, In Sung
    • Spatial Information Research
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    • v.23 no.3
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    • pp.45-54
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    • 2015
  • Since the V-World, the Spatial Information Open Platform service, has started in 2012, a lot of people have increased explosively every year with their interest. It is necessary to know the specific service status in order to serve as indicators of the improvement of user's environment and the service to be added in the future based on the user's increasing need. However, there is difficulty to figure out more specific service status, such as the usage of hardware resources for 2D / 3D / Portal services and the actual user usage patterns, because the current system does not have the real-time monitoring system. Therefore, in this paper, through the analysis of the usage of system resources for 2D / 3D / Portal services based on web server log and the usage of hardware resources such as CPU, Memory based on system log, we analyze the usage of service in 2015 and compare with the results of the 2014, to present problems of the current system and the solutions about the problems.

Attention and Working Memory Task-Load Dependent Activation Increase with Deactivation Decrease after Caffeine Ingestion

  • Peng, Wei;Zhang, Jian;Chang, Da;Shen, Zhuo-Wen;Shang, Yuanqi;Song, Donghui;Ge, Qiu;Weng, Xuchu;Wang, Ze
    • Investigative Magnetic Resonance Imaging
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    • v.21 no.4
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    • pp.199-209
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    • 2017
  • Purpose: Caffeine is the most widely consumed psychostimulant. It is often adopted as a tool to modulate brain activations in fMRI studies. However, its pharmaceutical effect on task-induced deactivation has not been fully examined in fMRI. Therefore, the purpose of this study was to examine the effect of caffeine on both activation and deactivation under sustained attention. Materials and Methods: Task fMRI was acquired from 26 caffeine naive healthy volunteers before and after taking caffeine pill (200 mg). Results: Statistical analysis showed an increase in cognition-load dependent task activation but a decrease in load dependent de-activation after caffeine ingestion. Increase of attention and memory task activation and its load-dependence suggest a beneficial effect of caffeine on the brain even though it has no overt behavior improvement. The reduction of deactivation by caffeine and its load-dependence indicate reduced facilitation from task-negative networks. Conclusion: Caffeine affects brain activity in a load-dependent manner accompanied by a disassociation between task-positive network and task-negative network.

Effects of Ginseng Radix on the ischemia-induced 4-vessel occlusion and cognitive impairments in the rat

  • Kim, Young-Ock
    • Journal of Ginseng Research
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    • v.31 no.1
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    • pp.44-50
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    • 2007
  • Ginseng powerfully tonifies the original Qi. Ginseng used for insomnia, palpitations with anxiety, restlessness from deficient Qi and blood and mental disorientation. In order to investigate whether Ginseng cerebral ischemia-induced neuronal and cognitive impairments, we examined the effect of Ginseng on ischemia-induced cell death in the hippocampus, and on the impaired learning and memory in the Morris water maze and passive avoidance in rats. Ginseng when administered to rat at a dose of 200 mg/kg i.p. water extracts to 0 minutes and 90 minutes after 4-VO, significantly neuroprotective effects by 86.4% in the hippocampus of treated rats. For behavior test, rats were administered Ginseng (200mg/kg p.o.) daily for two weeks, followed by their training to the tasks. Treatment with Ginseng produced a marked improvement in escape latency to find the platform in the Morris water maze. Ginseng reduced the ischemia-induced learning disability in the passive avoidance. Consistent with behavioral data, treatments with Ginseng reduced jschemia-induced cell death in the hippocampal CA1 area. Oxidative stress is a causal factor in the neuropathogenesis of ischemic-reperfusion injury. Oxidative stress was examined in a rat model of global brain ischemia. The effects of Ginseng on lipid peroxidation (inhibition of the production of malondialdehyde, MDA) in different regions of the rat brain were studied. Ferrous sulfate and ascorbic acid (FeAs) were used to induce lipid peroxidation. The antiperoxidative effect showed 48-72% protection from tissue damage as compared with untreated animals. These results showed that Ginseng have a protective effect against ischemia-induced neuronal loss and learning and memory damage.