• Title/Summary/Keyword: music signal

Search Result 266, Processing Time 0.022 seconds

Client-driven Music Genre Classification Framework (클라이언트 중심의 음악 장르 분류 프레임워크)

  • Mujtaba, Ghulam;Park, Eun-Soo;Kim, Seunghwan;Ryu, Eun-Seok
    • Proceedings of the Korean Society of Broadcast Engineers Conference
    • /
    • 2020.07a
    • /
    • pp.714-716
    • /
    • 2020
  • We propose a unique client-driven music genre classification solution, that can identify the music genre using a deep convolutional neural network operating on the time-domain signal. The proposed method uses the client device (Jetson TX2) computational resources to identify the music genre. We use the industry famous GTZAN genre collection dataset to get reliable benchmarking performance. HTTP live streaming (HLS) client and server sides are designed locally to validate the effectiveness of the proposed method. HTTP persistent broadcast connection is adapted to reduce corresponding responses and network bandwidth. The proposed model can identify the genre of music files with 97% accuracy. Due to simplicity and it can support a wide range of client hardware.

  • PDF

Adaptive Beamforming System Architecture Based on AOA Estimator (AOA 추정기 기반의 적응 빔형성 시스템 구조)

  • Mun, Ji-Youn;Bae, Young-Chul;Hwang, Suk-Seung
    • The Journal of the Korea institute of electronic communication sciences
    • /
    • v.12 no.5
    • /
    • pp.777-782
    • /
    • 2017
  • The Signal Intelligence (SIGINT) system based on the adaptive beamformer, comprised of the AOA estimator followed by the interference canceller, is a cutting edge technology for collecting various signal information utilizing all sorts of devices such as the radar and satellite. In this paper, we present the efficient adaptive SIGINT structure consisted of an AOA estimator and an adaptive beamformer. For estimating AOA information of various signals, we employ the Multiple Signal Classification (MUSIC) algorithm and for efficiently suppressing high-power interference signals, we employ the Minimum Variance Distortionless Response (MVDR) algorithm. Also, we provide computer simulation examples to verify the performance of the presented adaptive beamformer structure.

On Estimating the Incident Angles of Wide Band Signals in Low SNR Environment (신호 대 잡음비가 낮은 경우 광대역 신호의 입사각 추정)

  • Jo, Jeong-Gwon;Hwang, Yeong-Su;Cha, Il-Hwan;Yun, Dae-Hui
    • The Journal of the Acoustical Society of Korea
    • /
    • v.8 no.4
    • /
    • pp.44-52
    • /
    • 1989
  • The UCERSS (Unit Circle Eigendecomposition Rational Signal Subspace) algorithm has extended MUSIC (MUltiple Signal Classification ) by using eigendecomposition on the unit circle in order to estimate incident angles of multiple wide band signals. The purpose of this thesis is to further extend the UCERSS to be able to estimate the direction of arrivals of multiple wide band signals in very low SNR . The wide band ESPRIT (Estimation of Signal Parameter via Rotational Invariance Technique) uses covariance difference matrices to reduce noise components. In this paper the wide band ESPRIT which combines the ideas of UCERSS and ESPRIT Is proposed. Computer simulation results Indicate that the performances of the proposed approaches are superior to those of the UCERSS in very low SNR.

  • PDF

Angle-of-Arrival Estimation Algorithm Based on Combined Array Antenna

  • Kim, Tae-yun;Hwang, Suk-seung
    • Journal of Positioning, Navigation, and Timing
    • /
    • v.10 no.2
    • /
    • pp.131-137
    • /
    • 2021
  • The Angle-of-Arrival (AOA) estimation in real time is one of core technologies for the real-time tracking system, such as a radar or a satellite. Although AOA estimation algorithms for various antenna types have been studied, most of them are for the single-shaped array antenna suitable to the specific frequency. In this paper, we propose the cascade AOA estimation algorithm for the combined array antenna with Uniform Rectangular Frame Array (URFA) and Uniform Circular Array (UCA), with the excellent performance for various frequencies. The proposed technique is consisted of Capon for roughly finding AOA groups with multiple signal AOAs and Beamspace Multiple Signal Classification (MUSIC) for estimating the detailed signal AOA in the AOA group, for the combined array antenna. In addition, we provide computer simulation results for verifying the estimation performance of the proposed algorithm.

Signal Estimation of Target Using Modified Bartlett Method of Weight Updating (가중치 갱신의 수정 Bartlett 방법을 이용한 목표물 신호 추정)

  • Lee, Kwan-Hyeong;Joo, Jong-Hyuk
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
    • /
    • v.9 no.4
    • /
    • pp.330-336
    • /
    • 2016
  • In this paper, we studied for modified bartlett method to estimate desired information signal. Constrained length of bartlett method is assigned as one, and estimate desired information signal to compensate for delay time. Modified bartlett method is an optimum direction-of-arrival (DoA) estimation algorithm to apply delay time compensation to update optimum weight. The optimum weight is used linear constrained minimum variance method(LCMV). Through simulation, we are comparative analysis proposed algorithm and general Bartlett and MUSIC method. In desired signal estimation, condition simulation is an array antenna element numbers 6 or 9 and desired information signals number 3. We show the superior performance of the proposed algorithm relative to the existing method in estimation of desired information signal.

A research on the media player transferring vibrotactile stimulation from digital sound (디지털 음원의 촉각 자극 전이를 위한 미디어 플레이어에 대한 연구)

  • Lim, Young-Hoon;Lee, Su-Jin;Jung, Jong-Hwan;Ha, Ji-Min;Whang, Min-Cheol;Park, Jun-Seok
    • 한국HCI학회:학술대회논문집
    • /
    • 2007.02a
    • /
    • pp.881-886
    • /
    • 2007
  • This study was to develope a vibrotactile display system using windows media player from digital audio signal. WMPlayer10SDK system which was plug-in tool by microsoft windows media player provided its video and audio signal information. The audio signal was tried to be change into vibrotactile display. Audio signal had 4 sections such as 8bit, 16bit, 24bit, and 32bit. Each section was computed its frequency and vibrato scale. And data was transferred to 38400bps network port(COM1) for vibration. Using this system was able to develop the music suit which presented tactile feeling of music beyond sound. Therefore, it may provide cross modal technology for fusion technology of human senses.

  • PDF

Performance analysis of DOA estimation and beamforming in 3-dimensional array antenna for GPS receiver (GPS 수신기를 위한 3 차원 배열 안테나의 도래각 추정 및 빔 형성 성능 분석)

  • Lee, Chong-Hyun;Kim, Suk-Joong;Lim, Seung-Gag
    • Journal of the Institute of Electronics Engineers of Korea TC
    • /
    • v.44 no.4
    • /
    • pp.88-94
    • /
    • 2007
  • This paper deals with the performance analysis of 3-dimensional array antenna by DOA estimation and beamforming in GPS receiver for performance improvement by interference elimination. The array antenna in GPS receiver can improve the system performance by estimating DOA of arriving signal direction, making the main beam for desired direction and elimate the jammer signal by nulling while keeping the GPS signal direction by spatial filtering. In this paper, we propose five types of 3-dimensional array antenna and analyze the estimation error via MUSIC algorithm which is used for the estimation of DOA of arrived signal and beamforming performance. In analyzing DOA performance, we measure DOA estimation error, while in analyzing beamformig performance, we measure BER. In beamforming performance analyzing, we use various jammer power and the existence of GPS signal and angle spread. By performing through the computer simulation, Curved (B) 7-element antenna in proposed 3-dimensional array antenna exhibits the superior performance in the DOA estimation, estimation error, BER characteristic and angle spread compared to the rest four array antenna types.

A Study on Visual and Auditory Emotion under Color and Music Stimuli (색과 음악 자극에 의한 시청각 감성지표에 관한 연구)

  • 김남균;김지훈;유충기
    • Journal of Biomedical Engineering Research
    • /
    • v.19 no.5
    • /
    • pp.539-546
    • /
    • 1998
  • The purpose of this study is to estimate human emotion quantitatively under colors and music stimuli and to examine the for correlation between color and music sensibility. Physiological signals(electroencephalogram, electrocardiogram, Galvanic skin conductivity and respiration rate) were measured to compare color with music sensibilities. The personality of the subject were investigated using factor analysis and semantic differential method of 20 items(7 interval scaled). The results showed that red, yellow and violets color provoked active and exciting senses mainly as dance, rock and blues music. While blue, cyan and pink colors ware involved in tranquil and resting emotions deeply as classic and ballade music.

  • PDF

Ship Positioning Estimation Using Phased Array Antenna in FMCW Radar System for Small-Sized Ships (소형 선박용 FMCW 레이더 시스템에서의 위상 배열 안테나를 사용한 선박의 위치 추정)

  • Lee, Seongwook;Lee, Seong Ro;Kim, Seong-Cheol
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.40 no.6
    • /
    • pp.1130-1141
    • /
    • 2015
  • Conventionally, a pulse radar is used for middle-sized or large-sized ships to detect other ships or obstacles located at a long distance. However, it is hardly equipped for most of the small-sized ships due to mounting and maintenance costs. Therefore, FMCW(frequency modulated continuous wave) radar is suggested as an alternative for the small-sized ships. Since it operates with low power and has good range resolution for relatively close objects, it is eligible for the small-sized ships. In previously proposed FMCW radar system, it only estimates distance and velocity of a target ship placed in the direction of main beam and is hard to detect several ships simultaneously. Thus, we suggest the method for detecting several ships at the same time by applying MUSIC(multiple signal classification) algorithm to FMCW radar signal received by a phased array antenna. In addition, by combining digital beam forming with the MUSIC algorithm, better angle resolution is achievable.

Cascade AOA Estimation Using Uniform Rectangular Array Antenna (등간격 사각 배열 안테나를 적용한 캐스케이드 도래각 추정)

  • Kim, Tae-Yun;Hwang, Suk-Seung
    • The Journal of the Korea institute of electronic communication sciences
    • /
    • v.13 no.5
    • /
    • pp.923-930
    • /
    • 2018
  • In the wireless communication system based on an array antenna, the angle of arrival (AOA) information of signal is very important element and various AOA estimation algorithms have been studied. Although most AOA estimation algorithms employ the uniform linear array (ULA), some algorithms apply the planar array (PA) antenna. In this paper, we present an algorithm for efficiently estimating AOAs of adjacent multiple signals, based on the uniform rectangular array antenna. This approach has two steps; after approximately estimating AOA groups consisting of the closely located signal sources using CAPON, accurately estimating the individual AOA of each signal in the estimated AOA group using Beamsapce MUSIC. The estimation performance of the presented cascade AOA algorithm is illustrated through the computer simulation example.