• KSII Transactions on Internet and Information Systems (TIIS)
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• 제17권6호
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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.

• 인터넷정보학회논문지
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• 제9권1호
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• pp.21-32
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• 2008

본 논문에서는 정진폭 신호 특성을 갖는 기존의 정진폭 부호화된 다중 부호 이진 직교 (CACB: Constant Amplitude Coded Multicode Biothogonal) 변조의 구조를 유지하면서 대역폭 효율을 증가시킴으로써 전송률을 높일 수 있는 방식을 제안한다. 높은 대역폭 효율을 얻기 위한 방식으로는 기존에 제안되었던 직교위상-직교위상 진폭변조 ($Q^2$AM: Quadrature-Quadrature Amplitude Modulation), 그리고 정진폭 직교위상직교위상 진폭변조 ($CA-Q^2$AM: Constant Amplitude-$Q^2$AM) 방식을 이용한다. 먼저 가장 간단한 결합 방식인 CACB-$Q^2$AM 방식을 제안한다. 이 방식은 대역폭 효율은 증가하지만 정진폭 특성을 얻을 수는 없기 때문에 정진폭 특성을 유지하기 위한 새로운 첫 번째 CACB-CA-$Q^2$AM (CACB-CA-$Q^2$AM I) 변조 방식을 제안한다. 그러나 이 방식은 정진폭을 얻기 위해 여분의 부호화 과정이 필요하므로 대역폭 효율이 낭비되는 단점이 있다. 마지막으로 대역폭 효율을 감소시키지 않는 새로운 두 번째 CACB-CA-$Q^2$AM (CACB-EA-$Q^2$AM II) 변조 방식을 제안한다. 컴퓨터모의실험을 통해 제안된 시스템의 성능을 평가함으로서 제안된 CACB-CA-$Q^2$AM II 변조 방식의 효율성을 보이도록 한다.

• Journal of Power Electronics
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• 제5권1호
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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

• E2M - 전기 전자와 첨단 소재
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• 제7권6호
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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.

• Journal of information and communication convergence engineering
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• 제6권2호
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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.

• 대한전기학회:학술대회논문집
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• 대한전기학회 1988년도 추계학술대회 논문집 학회본부
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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.

• 제어로봇시스템학회논문지
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• 제6권11호
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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.

• 전자공학회논문지A
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• 제31A권7호
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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.

• 대한전자공학회:학술대회논문집
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• 대한전자공학회 2001년도 하계종합학술대회 논문집(1)
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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.

• 방송과미디어
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• 제11권1호
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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.