• Title/Summary/Keyword: modulation.

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A Novel Self-Learning Filters for Automatic Modulation Classification Based on Deep Residual Shrinking Networks

  • Ming Li;Xiaolin Zhang;Rongchen Sun;Zengmao Chen;Chenghao Liu
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.17 no.6
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    • pp.1743-1758
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    • 2023
  • Automatic modulation classification is a critical algorithm for non-cooperative communication systems. This paper addresses the challenging problem of closed-set and open-set signal modulation classification in complex channels. We propose a novel approach that incorporates a self-learning filter and center-loss in Deep Residual Shrinking Networks (DRSN) for closed-set modulation classification, and the Opendistance method for open-set modulation classification. Our approach achieves better performance than existing methods in both closed-set and open-set recognition. In closed-set recognition, the self-learning filter and center-loss combination improves recognition performance, with a maximum accuracy of over 92.18%. In open-set recognition, the use of a self-learning filter and center-loss provide an effective feature vector for open-set recognition, and the Opendistance method outperforms SoftMax and OpenMax in F1 scores and mean average accuracy under high openness. Overall, our proposed approach demonstrates promising results for automatic modulation classification, providing better performance in non-cooperative communication systems.

CACB-Q2AM Modulation for High Bandwidth Efficiency and Constant Amplitude Signal Transmission (높은 대역폭 효율과 정진폭 신호 전송을 위한 CACB-Q2AM 변조)

  • Hong, Dae-Ki;Kang, Sung-Jin
    • Journal of Internet Computing and Services
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    • v.9 no.1
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    • pp.21-32
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    • 2008
  • In this paper, we propose new modulation schemes using the conventional CACB (Constant Amplitude Coded Multicode Biorthogonal) modulation with constant amplitude property. Also the proposed modulation schemes supports high transmission data rate by increasing the spectral efficiency, In order to obtain the high spectral efficiency, the $Q^2$AM (Quadrature-Quadrature Amplitude Modulation) and CA-$Q^2$AM (Constant Amplitude-$Q^2$AM) are used. We explain the simplest combining modulation scheme of CACB and $Q^2$AM (i.e., CACB-$Q^2$AM). However, this modulation scheme cannot support the constant amplitude property. Hence the first CACB-CA-$Q^2$AM (or CACB-CA-$Q^2$AM I) modulation scheme is proposed for the constant amplitude property. In the modulation scheme, the redundant constant amplitude encoding (spectral efficiency decrease) is required. Therefore, the second CACB-CA-$Q^2$AM (or CACB-CA-$Q^2$AM II) modulation scheme is proposed retaining the constant amplitude and the spectral efficiency. Computer simulations show that the proposed CACB-CA-$Q^2$AM II is the efficient modulation scheme.

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A Single Carrier Multi-Modulation Method In Multilevel Inverters

  • Nho Nguyen Van;Youn Myung Joong
    • Journal of Power Electronics
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    • v.5 no.1
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    • pp.76-82
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    • 2005
  • A novel variant of full multi-modulation applications to diode-clamped and cascade multilevel inverter-termed single carrier multi-modulation is presented. The proposed PWM-technique is advantageous for its simple implementation. The correlation between multi-carrier and single-carrier multi-modulations is deduced. For the PWM methods, a mathematical model of voltage source inverter and general algorithm for the multi-modulating modulator are proposed. The theory is demonstrated by simulation results

Band-gap energy (Eo) measurements of semi-insulating GaAs by photoreflectance (Photoreflectance에 의한 반절연성 GaAs의 띠간격 에너지(Eo)측정)

  • 배인호;김말문;이정열;김인수;김기홍
    • Electrical & Electronic Materials
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    • v.7 no.6
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    • pp.490-495
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    • 1994
  • We investigated photoreflectance of semi-insulating GaAs with respect to modulation sources, that is, modulation beam intensity, modulation frequency, temperature, and thickness of sample. PR spectra by each modulation source turned out to be signals of low electric field third differential, and band gap values of sample were fitted by least square root method for Aspnes' theoretical equation.

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Optical Harmonic Modulation-Demodulation Techniques for High-Speed Light wave Transmission

  • Choi, Young-Kyu
    • Journal of information and communication convergence engineering
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    • v.6 no.2
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    • pp.192-197
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    • 2008
  • High-speed harmonic optical modulation-demodulation schemes are presented and a possibility of the schemes for applying to high-speed light wave transmission system is tested at microwave frequency range. An example of this concept is as follows : Light wave is modulated succeedingly through cascaded optical modulators by a sub-carrier to produce a modulated light wave at harmonic frequency which is higher than the feasible frequency of the individual modulators. For demodulation of the base-band signal, the high frequency optical sub-carrier is down-converted by the same kind of optical modulator with the same concept of harmonic modulation.

A Study on power control method of SMES using CSI with pulse-width modulation (펄스폭 변조방식 전류형 인버어터를 이용한 초전도 에너지 저장장치의 전력제어 연구)

  • Hahn, Song-Yop;Lee, Joong-Hui
    • Proceedings of the KIEE Conference
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    • 1988.11a
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    • pp.32-35
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    • 1988
  • Simultaneous control of active and reactive power for superconducting magnetic energy storage is possible by a current source inverter with paise - width modulation. And a current source inverter is useful to reduce low order harmonics. In this paper, paise generating method for pulse - width modulation is studied and harmonics with and without paise - width modulation is compared.

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Design of Pulse Amplitude Modulation Controller for the Attitude Control of the Payload of a Sounding Rocket (과학로켓 탑재부 자세제어를 위한 펄스 진폭 변조 제어기 설계)

  • Gong, Hyeon-Cheol;Jeon, Sang-Woon
    • Journal of Institute of Control, Robotics and Systems
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    • v.6 no.11
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    • pp.981-986
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    • 2000
  • A pulse amplitude modulation(PAM) controller is designed for the 3 axis attitude control of a sounding rocket. a certain number of fixed level of thrust are used for the pulse amplitude modulation and the nonlinearity of the controller is considered to examine the existence of the limit cycles and the stability analysis is carried out with the aid of Nyquist plot.

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The Error Rate Evaluation for Differential Demodulation of 2-h Continuous Phase Modulation (차동 복조 2-h 연속 위성 변조의 오류 확률)

  • 윤동원;한영열
    • Journal of the Korean Institute of Telematics and Electronics A
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    • v.31A no.7
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    • pp.29-35
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    • 1994
  • The performance of continuous phase modulation signals is well known for the coherent demodulation. But the carrier recovery circuits of the coherent receiver have long acquisition time and the receiver experiences high error floors for fading channels. In this paper, we propose the differential demodulation of 2-h continuous phase modulation signals. The sets of modulation indices of 2-h phase codes adequate to the differential demodulation for differentially encoded input are obtained and the average bit error probability in Additive White Gaussian Noise environments is derived and analyzed.

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Performance of Adaptive Modulation and Coding with Transmit Diversity in Rayleigh fading Channel (레일리 페이딩 채널에서 전송 안테나 다이버시티 기법을 적용한 Adaptive Modulation and Coding의 성능 분석)

  • 김인경;김주응;강창언;홍대식
    • Proceedings of the IEEK Conference
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    • 2001.06a
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    • pp.73-76
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    • 2001
  • A key requirement for packet based wireless communication systems is to provide a high data rate packet service and improved throughput. To achieve a high throughput, adaptive methods for adjustment of the modulation and coding can be used. In this paper, we propose and analyze a scheme which is a combination of an adaptive modulation and coding(AMC) and transmit diversity(TD). Two different TD schemes are analysed: STTD and STD. Proposed system provides significant improvement in the average throughput.

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A New Modulation Technique for Cognitive Radio-Wavelet Packet Modulation (무선인지 시스템을 위한 새로운 전송기술 - 웨이블릿 패킷 변조)

  • Seo Bo-Seok
    • Broadcasting and Media Magazine
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    • v.11 no.1
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    • pp.86-92
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    • 2006
  • 점차 사용 가능한 대역이 포화됨에 따라 이미 할당된 스펙트럼 자원을 효율적으로 공유하고자 하는 무선인지(cognitive radio) 기술이 대역포화 문제를 해결할 수 있는 주요한 기술로 등장하고있다. 이 원고에서는 광대역 무선인지 기술에 필요한 물리계층에서의 필요조건을 살펴보고 이에 적합한 변조방식에 대해 살펴본다. 특히 광대역 무선인지 기술에 필요한 유연성을 제공할 수 있고 인접채널 간섭을 크게 감소시킬 수 있는 웨이블릿 패킷 변조(wavelet packet modulation: WPM) 기술에 대해 소개한다.