The breakthroughs in communication distance and data rate have been eagerly anticipated by scientists in the area of underwater wireless optical communication (UWOC), which is seriously limited by the obvious aquatic attenuation in underwater channels. The high-power laser source and ultra-sensitive photodetector are straightforward in extending the UWOC distance. However, nonlinear impairments caused by bandwidth-limited high-power transmitters and sensitive receivers severely degrade the data rate of long-distance UWOC. In this paper, we develop a UWOC system using a high-power transmitter by beam combining of 8-channel cascaded laser diodes (LD) and a sensitive receiver by a silicon photomultiplier (SiPM). The combined linear equalizer and low-complexity artificial neural network (ANN) equalizer are used to robustly achieve 1-Gbps data transmission over a 250-m UWOC system. To the best of our knowledge, this is the first Gbps-level UWOC experimental demonstration in >250-meter underwater transmission that has ever been reported. To lower the complexity of the ANN equalizer, a linear equalizer is applied first in order to prune the input size of the ANN equalizer. The optimal input size of the ANN equalizer is identified as 9. The ANN architecture consists of two hidden layers, with 10 neurons in the first layer and a single neuron in the second layer. The performance of the proposed ANN-based system is compared with that of systems employing Volterra and linear equalizers. The bit error rate (BER) at a data rate of 1 Gbps over a 250-m UWOC is reduced to 3.4 × 10 with the combined linear and ANN equalizer, which is below the hard-decision forward error correction (HD-FEC) limit. In contrast, the linear and Volterra equalizer-based systems achieve data rates of 500 Mbps and 750 Mbps, respectively.

Download full-text PDF

Source
http://dx.doi.org/10.1364/OE.549337DOI Listing

Publication Analysis

Top Keywords

ann equalizer
24
data rate
12
underwater wireless
8
wireless optical
8
optical communication
8
equalizer
8
uwoc system
8
combined linear
8
linear equalizer
8
250-m uwoc
8

Similar Publications

Background: Gastric cancer poses a major diagnostic and therapeutic challenge. Improved visualization of tumor margins and lymph node metastases with tumor-specific fluorescent markers could improve outcomes.

Methods: To establish orthotopic models of gastric cancer, one million cells of the human gastric cancer cell line, MKN45, were suspended in 50 μl of equal parts PBS and Matrigel and injected into the nude mouse stomach with a 29-gauge needle.

View Article and Find Full Text PDF

The breakthroughs in communication distance and data rate have been eagerly anticipated by scientists in the area of underwater wireless optical communication (UWOC), which is seriously limited by the obvious aquatic attenuation in underwater channels. The high-power laser source and ultra-sensitive photodetector are straightforward in extending the UWOC distance. However, nonlinear impairments caused by bandwidth-limited high-power transmitters and sensitive receivers severely degrade the data rate of long-distance UWOC.

View Article and Find Full Text PDF

An intelligent decision-making system for embryo transfer in reproductive technology: a machine learning-based approach.

Syst Biol Reprod Med

December 2025

Department of Mathematics and Computer Science, Laboratory of Analysis, Modeling and Simulation, Faculty of Sciences Ben M'sik, Hassan II University of Casablanca, Casablanca, Morocco.

Infertility has emerged as a significant public health concern, with assisted reproductive technology (ART) is a last-resort treatment option. However, ART's efficacy is limited by significant financial cost and physical discomfort. The aim of this study is to build Machine learning (ML) decision-support models to predict the optimal range of embryo numbers to transfer, using data from infertile couples identified through literature reviews.

View Article and Find Full Text PDF

Affirmative Action-A Crack in the Door to Higher Education.

Ann Fam Med

January 2025

Department of Pediatrics, University of Arkansas for Medical Sciences, Little Rock, Arkansas

The impact of the Supreme Court of the United States ruling against race-conscious admissions extends beyond college admissions to professional schools. Based partially on the idea that enough time had elapsed for achievement of the stated goals of affirmative action, the court ruled race-conscious admissions are unconstitutional under the 14th Amendment's Equal Protection Clause. The ruling left a crack in the door to higher education, however, allowing students to write an essay showing how race or ethnicity affected their lives.

View Article and Find Full Text PDF

Background: Although guidelines have established endovenous laser ablation (EVLA) as the first-line option for patients with varicose veins (VVs) in chronic Great saphenous vein (GSV) insufficiency, however, Chronic Vein Insufficiency (CVI) remains a significant healthcare burden. Endovenous microwave ablation (EMA) is a promising alternative. This review aims to analyze the Endovenous Microwave Ablation versus Endovenous Laser Ablation for Varicose Veins in Chronic Great Saphenous Vein Insufficiency METHODS: Randomized controlled trials (RCTs) and cohort studies across PubMed, Scopus, Science Direct, and the Cochrane Library up to November 11, 2024 was searched.

View Article and Find Full Text PDF

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!