Results 1 to 10 of about 5,685 (163)
One-Bit Quantization and Distributed Detection with an Unknown Scale Parameter [PDF]
Algorithms, 2015 We examine a distributed detection problem in a wireless sensor network, where sensor nodes collaborate to detect a Gaussian signal with an unknown change of power, i.e., a scale parameter.
Jun Fang, Hongbin Li
exaly +5 more sources
DOA Estimation on One-Bit Quantization Observations through Noise-Boosted Multiple Signal Classification [PDF]
SensorsDue to the low-complexity implementation, direction-of-arrival (DOA) estimation-based one-bit quantized data are of interest, but also, signal processing struggles to obtain the demanded estimation accuracy.
Yan Pan, Li Zhang, Liyan Xu, Fabing Duan
doaj +2 more sources
PLoS ONE, 2022 Given a pre-trained BERT, how can we compress it to a fast and lightweight one while maintaining its accuracy? Pre-training language model, such as BERT, is effective for improving the performance of natural language processing (NLP) tasks.
Tairen Piao, Ikhyun Cho, U. Kang
doaj +2 more sources
A Folding Approach for Multiple Antenna Arrays Using Low-Resolution ADCs
IEEE Open Journal of the Communications Society, 2022 Both massive multiple-input multiple-output (MIMO) and millimeter wave (mmWave) systems are receiving much attention for 5G and beyond-5G wireless access.
Jing Guo +4 more
doaj +1 more source
Direct Position Determination for Massive MIMO System with One-bit Quantization
Leida xuebao, 2021 The application of one-bit quantization technology in a massive MIMO radar system significantly reduced the system cost, power consumption, and transmission bandwidth. However, it also poses a severe challenge to extract high-precision target information
Guoxin ZHANG, Wei YI, Lingjiang KONG
doaj +1 more source
Lightweight SAR: A Two-Bit Strategy
Remote Sensing, 2023 By benefiting from one-bit sampling, the system deployment of synthetic aperture radar (SAR) can be greatly simplified. However, it usually requires a high oversampling rate to avoid the apparent degradation in imagery, which counteracts the storage ...
Shiqi Liu +4 more
doaj +1 more source
IEEE Access, 2020 The feasibility of one-bit quantization in coast-ship bistatic high-frequency surface-wave radar (HFSWR) is mainly discussed in order to enjoy the advantages of simplicity, low cost and low power consumption.
Bingfan Liu, Baixiao Chen, Minglei Yang
doaj +1 more source
Entropy, 2021 Driven by the need for the compression of weights in neural networks (NNs), which is especially beneficial for edge devices with a constrained resource, and by the need to utilize the simplest possible quantization model, in this paper, we study the ...
Jelena Nikolić +4 more
doaj +1 more source
IEEE Photonics Journal, 2022 The quantization technique with a low-bit resolution can significantly reduce the cost and power consumption of analog-to-digital converter (ADC). It will play an important role in energy conservation and cost reduction for the incoming B5G millimeter ...
Yuancheng Cai +10 more
doaj +1 more source
Quantization error for weak RF simultaneous signal estimation
EURASIP Journal on Advances in Signal Processing, 2023 In a congested signal environment, it is difficult to obtain estimates of weak RF signal parameters. Determining signal parameter estimates in real time is a challenge for electronic warfare receivers that aim to receive multiple simultaneous signals ...
Mary Y. Lanzerotti +2 more
doaj +1 more source