• 제목/요약/키워드: Noise Power Ratio

검색결과 793건 처리시간 0.022초

심전도 신호의 전력선 잡음 제거를 위한 Deep De-noising Network 설계 (Design of Deep De-nosing Network for Power Line Artifact in Electrocardiogram)

  • 권오윤;이지은;권준환;임성준;유선국
    • 한국멀티미디어학회논문지
    • /
    • 제23권3호
    • /
    • pp.402-411
    • /
    • 2020
  • Power line noise in electrocardiogram signals makes it difficult to diagnose cardiovascular disease. ECG signals without power line noise are needed to increase the accuracy of diagnosis. In this paper, it is proposed DNN(Deep Neural Network) model to remove the power line noise in ECG. The proposed model is learned with noisy ECG, and clean ECG. Performance of the proposed model were performed in various environments(varying amplitude, frequency change, real-time amplitude change). The evaluation used signal-to-noise ratio and root mean square error (RMSE). The difference in evaluation metrics between the noisy ECG signals and the de-noising ECG signals can demonstrate effectiveness as the de-noising model. The proposed DNN model learning result was a decrease in RMSE 0.0224dB and a increase in signal-to-noise ratio 1.048dB. The results performed in various environments showed a decrease in RMSE 1.7672dB and a increase in signal-to-noise ratio 15.1879dB in amplitude changes, a decrease in RMSE 0.0823dB and a increase in signal-to-noise ratio 4.9287dB in frequency changes. Finally, in real-time amplitude changes, RMSE was decreased 0.3886dB and signal-to-noise ratio was increased 11.4536dB. Thus, it was shown that the proposed DNN model can de-noise power line noise in ECG.

Noise Estimation based on Standard Deviation and Sigmoid Function Using a Posteriori Signal to Noise Ratio in Nonstationary Noisy Environments

  • Lee, Soo-Jeong;Kim, Soon-Hyob
    • International Journal of Control, Automation, and Systems
    • /
    • 제6권6호
    • /
    • pp.818-827
    • /
    • 2008
  • In this paper, we propose a new noise estimation and reduction algorithm for stationary and nonstationary noisy environments. This approach uses an algorithm that classifies the speech and noise signal contributions in time-frequency bins. It relies on the ratio of the normalized standard deviation of the noisy power spectrum in time-frequency bins to its average. If the ratio is greater than an adaptive estimator, speech is considered to be present. The propose method uses an auto control parameter for an adaptive estimator to work well in highly nonstationary noisy environments. The auto control parameter is controlled by a linear function using a posteriori signal to noise ratio(SNR) according to the increase or the decrease of the noise level. The estimated clean speech power spectrum is obtained by a modified gain function and the updated noisy power spectrum of the time-frequency bin. This new algorithm has the advantages of much more simplicity and light computational load for estimating the stationary and nonstationary noise environments. The proposed algorithm is superior to conventional methods. To evaluate the algorithm's performance, we test it using the NOIZEUS database, and use the segment signal-to-noise ratio(SNR) and ITU-T P.835 as evaluation criteria.

GNSS 수신기를 위한 낮은 복잡도를 갖는 새로운 반송파 대 잡음 전력비 추정기법 (A Novel Carrier-to-noise Power Ratio Estimation Scheme with Low Complexity for GNSS Receivers)

  • 유승수;백지현;염동진;지규인;김선용
    • 제어로봇시스템학회논문지
    • /
    • 제20권7호
    • /
    • pp.767-773
    • /
    • 2014
  • The carrier-to-noise power ratio is a key parameter for determining the reliability of PVT (Position, Velocity, and Time) solutions which are obtained by a GNSS (Global Navigation Satellite System) receiver. It is also used for locking a tracking loop, deciding the re-acquisition process, and processing advanced navigation in the receiver subsystem. The representative carrier-to-noise power ratio estimation schemes are the narrowband-wideband power ratio method (NW), the MM (Moment Method), and Beaulieu's method (BL). The NW scheme is the most classical one for commercial GNSS receivers. It is often used as an authoritative benchmark for assessing carrier-to-noise power estimation schemes. The MM scheme is the least biased solution among them, and the BL scheme is a simpler scheme than the MM scheme. This paper focuses on the less biased estimation with low complexity when the residual phase noise remains, then proposes a novel carrier-to-noise power ratio estimation scheme with low complexity for GNSS receivers. The asymptotic bias of the proposed scheme is derived and compared with others, and the simulation results demonstrate that the complexity of the proposed scheme is lowest among them, while the estimation performance of the proposed scheme is similar to those of the BL and MM schemes in normal and high gained reception environments.

Effect of the Signal-to-Noise Power Spectra Ratio On MTF compensated EOC images

  • Kang, Chi-Ho;Choi, Hae-Jin
    • 대한원격탐사학회:학술대회논문집
    • /
    • 대한원격탐사학회 2002년도 Proceedings of International Symposium on Remote Sensing
    • /
    • pp.202-207
    • /
    • 2002
  • EOC (Electro-Optical Camera) of KOMPSAT-1 (Korea Multi-Purpose SATellite) has been producing land imageries of the world since January 2000. After image data are acquired by EOC, they are transmitted from satellite to ground via X-band RF signal. Then, EOC image data are generated and pass through radiometric and geometric corrections to generate standard products of EOC images. After radiometric correction on EOC image data, Modulation Transfer Function (MTF) compensation is applicable on EOC images with user's request for better image quality. MTF compensation is concerned with filtering EOC images to minimize the effect of degradations. For Image Receiving and Processing System (IRPE) at KOMPSAT Ground Station (KGS), Wiener filter is used in MTF compensation for EOC images. If the Pointing Spread Function (PSF) of EOC system is known, signal-to-noise power spectra ratio is the only factor in the determination of Wiener filter. In this paper, MTF compensation in IRPE at KGS is introduced and MTF compensated EOC 1R images are generated using Wiener filters with various signal-to-noise power spectra ratios. MTF compensated EOC 1R images are correlated with EOC 1R images for observing linearities between them. As a result, the effect of signal-to-noise power spectra ratio is shown on MTF compensated EOC 1R images.

  • PDF

이동체 통신에 미치는 제선 간섭잡음의 해석 (The Analysis of the Effects of Interference and Noise on Land Mobile Radio Communications)

  • 손승완;공병옥;조성준
    • 한국통신학회논문지
    • /
    • 제10권3호
    • /
    • pp.135-146
    • /
    • 1985
  • 임펄스성 잡음과 동일 채널 간섭이 존재하는 환경하에서 페이딩채널을 통과하는 MSK(Minimum Shift Keying)신호의 오율의 일반식을 유도하여 반송파 대 잡음 전력비(CNR), 반송파 대 간섭파 전력비(CIR), 임펄스지수, 가우스성 잡음 대 임펄스성 잡음 전력비 및 페이딩 지수를 파라미터로 하여 시스템의 성능을 오율적 측면에서 평가했다. 해석겨로가, 강한 페이딩하에서는 에러가 주로 가우으성 잡음에 의하여 발생되고 페이딩이 약해지면 가우스성 잡음에 의한 영향이 크게 줄어드는 반면 임펄스성 잡음의 영향은 그다지 줄지 않는다는 것을 알아냈다. 또 신호가 페이딩을 받게 되면 미약한 간섭파일지라도 수신 시스템의 성능을 크게 저하시킨다는 것을 알 수 있다.

  • PDF

Noise Suppression Using Normalized Time-Frequency Bin Average and Modified Gain Function for Speech Enhancement in Nonstationary Noisy Environments

  • Lee, Soo-Jeong;Kim, Soon-Hyob
    • The Journal of the Acoustical Society of Korea
    • /
    • 제27권1E호
    • /
    • pp.1-10
    • /
    • 2008
  • A noise suppression algorithm is proposed for nonstationary noisy environments. The proposed algorithm is different from the conventional approaches such as the spectral subtraction algorithm and the minimum statistics noise estimation algorithm in that it classifies speech and noise signals in time-frequency bins. It calculates the ratio of the variance of the noisy power spectrum in time-frequency bins to its normalized time-frequency average. If the ratio is greater than an adaptive threshold, speech is considered to be present. Our adaptive algorithm tracks the threshold and controls the trade-off between residual noise and distortion. The estimated clean speech power spectrum is obtained by a modified gain function and the updated noisy power spectrum of the time-frequency bin. This new algorithm has the advantages of simplicity and light computational load for estimating the noise. This algorithm reduces the residual noise significantly, and is superior to the conventional methods.

대역제한 백색잡음 재밍환경에서 GPS L1 C/A 신호를 위한 유효 반송파 대 잡음 전력비 추정치의 CRLB (Cramer-Rao Lower Bound of Effective Carrier-to-noise Power Ratio Estimation for a GPS L1 C/A Signal under Band-limited White Noise Jamming Environments)

  • 유승수;염동진;지규인;김선용
    • 제어로봇시스템학회논문지
    • /
    • 제20권8호
    • /
    • pp.890-894
    • /
    • 2014
  • In this paper, we derive the CRLB (Cramer-Rao Lower Bound) of effective carrier-to-noise power ratio ($C/N_0$) estimation for a GPS (Global Positioning System) L1 C/A (Coarse/Acquisition) signal under band-limited white noise jamming environments. The quality of a received GPS signal is commonly described in terms of its $C/N_0$, implying that the noise is white and thus can be described by scalar noise density. However, if some intentional interference is received to a victim GPS receiver, then the $C/N_0$ is no longer the efficacious performance indicator. The correct and straightforward measurement to analyze the receiving situation is the effective $C/N_0$. In this paper, we consider a band-limited white noise jamming whose bandwidth is 2MHz and is the same as one of the first null-to-null bandwidth of the GPS L1 C/A signal.

FT-ICR 질량분석기의 신호 충실성 향상 (The Improvement in Signal Integrity of FT-ICR MS)

  • 김승용;김석윤;김현식
    • 전기학회논문지
    • /
    • 제60권1호
    • /
    • pp.201-204
    • /
    • 2011
  • For efficient noise reduction in a Fourier transform ion cyclotron resonance (FT-ICR) mass spectrum, a new algorithm was proposed. The suggested algorithm reduces white and electrical noise, and it improves signal-to-noise ratio. This algorithm has been optimized to reduce the noise more efficiently using the traces of signal level. The algorithm has been efficiently combined with derivative window to improve the resolution as well S/N. Time domain data was corrected for DC voltage interference. $t^n$ window was applied in time domain data to improved the resolution. However, $t^n$ window can improve the signal resolution, it will also increase the noise level in frequency domain. Therefore, newly developed noise reduction algorithm will be applied to make a balance between resolving power and S/N ratio for magnitude mode. The trace algorithm can determine the current data point with several data points (mean, past data, calculated past data). In the current calculations, we assumed data points with S/N ratio more than 3 were considered as signal data points. After the windowing and noise reduction, both resolution and signal-to-noise ratio were improved. This algorithm is applicable more efficiently to frequency dependent noise and large size data.

다치 직교 Partial Response Signaling 시스템의 특성에 관한 연구 (The Performance Analysis of Multi-Level Quadrature Partial Response Signaling System)

  • 이광열;고봉진;조성준
    • 한국통신학회논문지
    • /
    • 제13권4호
    • /
    • pp.285-301
    • /
    • 1988
  • 다치 직교 PRS(Partial Response Signaling) 시스템이 잡음, 간섭, 캐리어옵\ulcornerV, 위상지터, 페이딩 등에 의해 개별적으로 또는 복합적으로 영향을 받았을 경우에 대한 PRS 신호의 오율식을 유도하였다. 유도된 식에 의해 반송파 대잡음 전력비, 반송파 대 간섭파 전력비, 위상에러, 임펄스 지수, 가우스성 잡음전력 대 임펄스성 잡음 전력비, PLL(Phase Locked Loop)의 신호 대 잡음전력비, 페이딩 지수 등을 함수로 하여 수치계산을 통해 각 경우의 오율특성을 구했다. 얻은 결과로부터, 일반적으로 임펄스성 잡음보다 오율 특성을 보다 더 열화시키지만 일단 신호가 페이딩을 받게되면 그 반대로 가우스성 잡음이 임펄스성 잡음보다 더욱 에러를 발생시킨다는 것을 알 수 있었다.

  • PDF

전파방해환경에서 상용 GPS 수신기의 C/No 추정기법 성능분석 (A Comparison of C/No Estimation Techniques for Commercial GPS Receivers under Jamming Environments)

  • 백지현;유승수;김선용
    • 한국통신학회논문지
    • /
    • 제38A권11호
    • /
    • pp.973-975
    • /
    • 2013
  • 본 논문에서는 미약신호 수신환경, 고감도신호 수신환경, 스펙트럼 일치형 전파방해신호 수신환경 하에서 상용 GPS 수신기의 반송파 신호 전력 대 잡음 전력비 추정 성능을 모의실험을 통해 보이고, 이를 분석한다.