• 제목/요약/키워드: adaptation capability

검색결과 121건 처리시간 0.026초

CDMA 하향링크의 간섭제거를 위한 새로운 다계층 신경망의 복잡도 개선에 관한 연구 (Simplified Multilayer Perceptron for Interference Cancellation of CDMA Forward Link)

  • 이봉희;김종민;이상규;한영수;황인관
    • 한국통신학회논문지
    • /
    • 제28권3C호
    • /
    • pp.271-278
    • /
    • 2003
  • 본 논문에서는 CDMA 하향링크에서 최적화가 용이한 새로운 다층 신경망을 제안하고 이를 적용한 신경망 수신기를 레이크 수신기와 비교하여 CDMA 하향링크에서 간섭이 제거되어 성능이 개선되었음을 입증하였다. 새로운 다층신경망은 기존의 다층신경망에 비해 시스템 복잡도가 개선되고 최적화가 용이하면서 기존의 다층신경망과 동일한 간섭제거에 의한 성능 향상 효과를 얻을 수 있어 실제 시스템에 적용하기에 적합하다. CDMA 하향링크에서 요구되는 고속의 데이터 전송을 위해 BLAST를 시작으로 STS, STTC, STC 등 다양한 STD 기술들이 제시되었으나 타사용자의 정보부재로 다중사용자 검파가 불가하고 충분한 수의 안테나를 장착할 수 없는 하향링크의 한계로 실질적으로 채널효율증대 효과가 미흡한 실정이다. [10]-[15]이러한 문제점을 해결하기 위하여 복잡한 채널환경에 대해 적응능력이 뛰어나고, 고속의 병렬처리의 장점을 갖으며, 실시간 구현이 용이한 최적화된 단계층 신경망을 이용해서 다중사용자 간섭을 제거하였다. 여기에 STC 기술들을 접목시킨다면 CDMA 단말기의 획기적인 채널효율증대 가능성을 기대할 수 있을 것이다.

PSNR Enhancement in Image Streaming over Cognitive Radio Sensor Networks

  • Bahaghighat, Mahdi;Motamedi, Seyed Ahmad
    • ETRI Journal
    • /
    • 제39권5호
    • /
    • pp.683-694
    • /
    • 2017
  • Several studies have focused on multimedia transmission over wireless sensor networks (WSNs). In this paper, we propose a comprehensive and robust model to transmit images over cognitive radio WSNs (CRWSNs). We estimate the spectrum sensing frequency and evaluate its impact on the peak signal-to-noise ratio (PSNR). To enhance the PSNR, we attempt to maximize the number of pixels delivered to the receiver. To increase the probability of successful image transmission within the maximum allowed time, we minimize the average number of packets remaining in the send buffer. We use both single- and multi-channel transmissions by focusing on critical transmission events, namely hand-off (HO), No-HO, and timeout events. We deploy our advanced updating method, the dynamic parameter updating procedure, to guarantee the dynamic adaptation of model parameters to the events. In addition, we introduce our ranking method, named minimum remaining packet best channel selection, to enable us to rank and select the best channel to improve the system performance. Finally, we show the capability of our proposed image scrambling and filtering approach to achieve noticeable PSNR improvement.

블루투스 피코넷 환경에서 터보코드 기법을 이용한 WAP 패킷의 연구 (A Study of WAP Packet using Turbo Code Scheme in Bluetooth piconet Environment)

  • 문일영;조성준
    • 한국정보통신학회:학술대회논문집
    • /
    • 한국해양정보통신학회 2005년도 추계종합학술대회
    • /
    • pp.553-556
    • /
    • 2005
  • Bluetooth 환경에서 SAR(Segment And Re-assembly) 알고리즘을 사용하여 WAP 성능을 향상시키기 위한 WAP 패킷의 전송 시간을 분석하였다. 이러한 WAP의 전송 능력을 향상시키기 위한 한 방법으로 SAR의 과정은 WTP (Wireless Transaction Protocol) 상위계층에서 내려온 전체 메시지를 분할한 다음, 베이스밴드에서 패킷을 전송하게 된다. 그리고 Bluetooth 피코넷 환경에서 SAR 알고리즘을 사용하여 Bluetooth 패킷 타입 중 DM(Data-Medium rate) 1, DM3, DM5 에 따른 Bluetooth 환경에서 WAP의 패킷 전송 시간을 분석하였다. 이 SAR 알고리즘은 멀티 슬롯으로 전송할 경우 L2CAP (Logical Link Control And Adaptation Protocol) 베이스밴드 패킷 전송 시간을 감소시킨다.

  • PDF

Evaluating Conversion Rate from Advertising in Social Media using Big Data Clustering

  • Alyoubi, Khaled H.;Alotaibi, Fahd S.
    • International Journal of Computer Science & Network Security
    • /
    • 제21권7호
    • /
    • pp.305-316
    • /
    • 2021
  • The objective is to recognize the better opportunities from targeted reveal advertising, to show a banner ad to the consumer of online who is most expected to obtain a preferred action like signing up for a newsletter or buying a product. Discovering the most excellent commercial impression, it means the chance to exhibit an advertisement to a consumer needs the capability to calculate the probability that the consumer who perceives the advertisement on the users browser will acquire an accomplishment, that is the consumer will convert. On the other hand, conversion possibility assessment is a demanding process since there is tremendous data growth across different information dimensions and the adaptation event occurs infrequently. Retailers and manufacturers extensively employ the retail services from internet as part of a multichannel distribution and promotion strategy. The rate at which web site visitors transfer to consumers is low for online retail, out coming in high customer acquisition expenses. Approximately 96 percent of web site users concluded exclusive of no shopper purchase[1].This category of conversion rate is collected from the advertising of social media sites and pages that dataset must be estimating and assessing with the concept of big data clustering, which is used to group the particular age group of people along with their behavior. This makes to identify the proper consumer of the production which leads to improve the profitability of the concern.

A Review of the Efficacy of Ultraviolet C Irradiation for Decontamination of Pathogenic and Spoilage Microorganisms in Fruit Juices

  • Ahmad Rois Mansur;Hyun Sung Lee;Chang Joo Lee
    • Journal of Microbiology and Biotechnology
    • /
    • 제33권4호
    • /
    • pp.419-429
    • /
    • 2023
  • Ultraviolet C (UV-C, 200-280 nm) light has germicidal properties that inactivate a wide range of pathogenic and spoilage microorganisms. UV-C has been extensively studied as an alternative to thermal decontamination of fruit juices. Recent studies suggest that the efficacy of UV-C irradiation in reducing microorganisms in fruit juices is greatly dependent on the characteristics of the target microorganisms, juice matrices, and parameters of the UV-C treatment procedure, such as equipment and processing. Based on evidence from recent studies, this review describes how the characteristics of target microorganisms (e.g., type of microorganism/strain, acid adaptation, physiological states, single/composite inoculum, spore, etc.) and fruit juice matrices (e.g., UV absorbance, UV transmittance, turbidity, soluble solid content, pH, color, etc.) affect the efficacy of UV-C. We also discuss the influences on UV-C treatment efficacy of parameters, including UV-C light source, reactor conditions (e.g., continuous/batch, size, thickness, volume, diameter, outer case, configuration/arrangement), pumping/flow system conditions (e.g., sample flow rate and pattern, sample residence time, number of cycles), homogenization conditions (e.g., continuous flow/recirculation, stirring, mixing), and cleaning capability of the reactor. The collective facts indicate the immense potential of UV-C irradiation in the fruit juice industry. Existing drawbacks need to be addressed in future studies before the technique is applicable at the industrial scale.

A hybrid deep neural network compression approach enabling edge intelligence for data anomaly detection in smart structural health monitoring systems

  • Tarutal Ghosh Mondal;Jau-Yu Chou;Yuguang Fu;Jianxiao Mao
    • Smart Structures and Systems
    • /
    • 제32권3호
    • /
    • pp.179-193
    • /
    • 2023
  • This study explores an alternative to the existing centralized process for data anomaly detection in modern Internet of Things (IoT)-based structural health monitoring (SHM) systems. An edge intelligence framework is proposed for the early detection and classification of various data anomalies facilitating quality enhancement of acquired data before transmitting to a central system. State-of-the-art deep neural network pruning techniques are investigated and compared aiming to significantly reduce the network size so that it can run efficiently on resource-constrained edge devices such as wireless smart sensors. Further, depthwise separable convolution (DSC) is invoked, the integration of which with advanced structural pruning methods exhibited superior compression capability. Last but not least, quantization-aware training (QAT) is adopted for faster processing and lower memory and power consumption. The proposed edge intelligence framework will eventually lead to reduced network overload and latency. This will enable intelligent self-adaptation strategies to be employed to timely deal with a faulty sensor, minimizing the wasteful use of power, memory, and other resources in wireless smart sensors, increasing efficiency, and reducing maintenance costs for modern smart SHM systems. This study presents a theoretical foundation for the proposed framework, the validation of which through actual field trials is a scope for future work.

Cross Layer 기반의 무선랜 채널 모니터링을 적용한 네트워크 적응형 HD 비디오 스트리밍 (Network-Adaptive HD Video Streaming with Cross-Layered WLAM Channel Monitoring)

  • 박상훈;윤하영;김종원;조창식
    • 한국통신학회논문지
    • /
    • 제31권4A호
    • /
    • pp.421-430
    • /
    • 2006
  • 본 논문에서는 IEEE 802.11a 무선랜(WLAN) 환경에서 Cross Layer 기반의 채널 모니터링(Cross-Layered Monitoring: CLM)을 이용한 네트워크 적응형 고선명(high definition: HD) MPEG-2 TS 비디오 스트리밍 시스템을 제안한다. 무선 채널 모니터링을 위해 AE(access point)는 MAC(medium access control) 계층의 전송 상태를 주기적으로 측정하고 응용 계층의 스트리밍 서버로 전달한다. 이것은 비디오 스트리밍 응용 프로그램이 피드백 기반의 종단간 모니터링(End-to-End Monitoring: E2EM) 기법을 적용할 때보다 가변적인 무선 채널 상태에 좀 더 빠르고 효과적으로 적응할 수 있게 한다. 스트리밍 서버는 네트워크에 적응적인 전송을 위해 측정된 무선 채널 상태에 따라 우선순위 기반의 프레임 폐기(priority-based frame dropping)를 수행한다. 이를 위해 스트리밍 서버는 실시간 파싱(real-time parsing)과 프레임 기반의 패킷 우선순위화(frame-based prioritized packetization) 기능을 제공한다. 성능 평가를 위해 IEEE 802.11a 무선랜 환경에서의 다양한 스트리밍 실험을 수행한다. 실험 결과는 제안 시스템이 시간에 따라 가변하는 무선 채널 상태에서 기존 기법에 비해 종단간 비디오 스트리밍의 품질을 향상시킬 수 있음을 보여준다.

SVC-based Adaptive Video Streaming over Content-Centric Networking

  • Lee, Junghwan;Hwang, Jaehyun;Choi, Nakjung;Yoo, Chuck
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • 제7권10호
    • /
    • pp.2430-2447
    • /
    • 2013
  • In recent years, HTTP adaptive streaming (HAS) has attracted considerable attention as the state-of-the-art technology for video transport. HAS dynamically adjusts the quality of video streaming according to the network bandwidth and device capability of users. Content-Centric Networking (CCN) has also emerged as a future Internet architecture, which is a novel communication paradigm that integrates content delivery as a native network primitive. These trends have led to the new research issue of harmonizing HAS with the in-network caching provided by CCN routers. Previous research has shown that the performance of HAS can be improved by using the H.264/SVC(scalable video codec) in the in-network caching environments. However, the previous study did not address the misbehavior that causes video freeze when overestimating the available network bandwidth, which is attributable to the high cache hit rate. Thus, we propose a new SVC-based adaptation algorithm that utilizes a drop timer. Our approach aims to stop the downloading of additional enhancement layers that are not cached in the local CCN routers in a timely manner, thereby preventing excessive consumption of the video buffer. We implemented our algorithm in the SVC-HAS client and deployed a testbed that could run Smooth-Streaming, which is one of the most popular HAS solutions, over CCNx, which is the reference implementation of CCN. Our experimental results showed that the proposed scheme (SLA) could avoid video freeze in an effective manner, but without reducing the high hit rate on the CCN routers or affecting the high video quality on the SVC-HAS client.

0.11-2.5 GHz All-digital DLL for Mobile Memory Interface with Phase Sampling Window Adaptation to Reduce Jitter Accumulation

  • Chae, Joo-Hyung;Kim, Mino;Hong, Gi-Moon;Park, Jihwan;Ko, Hyeongjun;Shin, Woo-Yeol;Chi, Hankyu;Jeong, Deog-Kyoon;Kim, Suhwan
    • JSTS:Journal of Semiconductor Technology and Science
    • /
    • 제17권3호
    • /
    • pp.411-424
    • /
    • 2017
  • An all-digital delay-locked loop (DLL) for a mobile memory interface, which runs at 0.11-2.5 GHz with a phase-shift capability of $180^{\circ}$, has two internal DLLs: a global DLL which uses a time-to-digital converter to assist fast locking, and shuts down after locking to save power; and a local DLL which uses a phase detector with an adaptive phase sampling window (WPD) to reduce jitter accumulation. The WPD in the local DLL adjusts the width of its sampling window adaptively to control the loop bandwidth, thus reducing jitter induced by UP/DN dithering, input clock jitter, and supply/ground noise. Implemented in a 65 nm CMOS process, the DLL operates over 0.11-2.5 GHz. It locks within 6 clock cycles at 0.11 GHz, and within 17 clock cycles at 2.5 GHz. At 2.5 GHz, the integrated jitter is $954fs_{rms}$, and the long-term jitter is $2.33ps_{rms}/23.10ps_{pp}$. The ratio of the RMS jitter at the output to that at the input is about 1.17 at 2.5 GHz, when the sampling window of the WPD is being adjusted adaptively. The DLL consumes 1.77 mW/GHz and occupies $0.075mm^2$.

2족 보행 로봇의 보행 안정성 향상을 위한 ZPM보상 및 임피던스 제어 (ZPM Compensation and Impedance Control for Improving Walking Stability of Biped Robots)

  • 정호암;박종현
    • 대한기계학회논문집A
    • /
    • 제24권4호
    • /
    • pp.1007-1015
    • /
    • 2000
  • This paper proposes an adaptive trajectory generation strategy of using on-line ZMP information and an impedance control method for biped robots. Since robots experience various disturbances during their locomotion, their walking mechanism should have the robustness against those disturbances, which requires an on-line adaptation capability. In this context, an on-line trajectory planner is proposed to compensate the required moment for recovering stability. The ZMP equation and sensed ZMP information are used in this trajectory generation strategy. In order to control a biped robot to be able to walk stably, its controller should guarantee stable footing at the moment of feet contacts with the ground as well as maintaining good trajectory tracking performance. Otherwise, the stability of robot will be significantly compromised. To reduce the magnitude of an impact and guarantee a stable footing when a foot contacts with the ground, this paper. proposes to increase the damping of the leg drastically and to modify the reference trajectory of the leg. In the proposed control scheme, the constrained leg is controlled by impedance control using the impedance model with respect to the base link. Computer simulations performed with a 3-dof environment model that consists of combination of a nonlinear and linear compliant contact model show that the proposed controller performs well and that it has robustness against unknown uneven surface. Moreover, the biped robot with the proposed trajectory generator can walk even when it is pushed with a certain amount of external force.