Enhanced #Atrial_Fibrillation #Detection-based #Wavelet #Scattering #Transform with #Time_Window #Selection and #Neural Network Integration

#Enhanced #Atrial_Fibrillation_Detection-based #Wavelet Scattering Transform with Time Window Selection and Neural Network Integration Mohamed Elmehdi Ait Bourkha1*, Anas Hatim2 , Dounia Nasir3 , Said El Beid4 Information Technology and Modeling Team (TIM), National School of Applied Sciences (ENSA) of Marrakech, Cadi Ayyad University (UCA), Marrakech, MoroccoControl and Computing for Smart Systems and Green Energy (CISIEV), NSA of Marrakech, UCA, Marrakech, Morocco Abstract—Atrial Fibrillation (AF), a prevalent anomaly in cardiac rhythm, significantly impacts a substantial portion of the population, with projections indicating an escalation in its prevalence in the near future. This disorder manifests as irregular and accelerated heartbeats originating within the heart's upper chambers known as the atria. Neglecting to address this condition could potentially lead to serious consequences, particularly an elevated susceptibility to stroke ce of developing an automated approach for detecting AF. In our study, an automatic approach was introduced for classifying short singlelead Electrocardiogram (ECG) recordings signals into four categories: Atrial fibrillation (AF), Normal rhythm (N), Noisy rhythm (~), or Other rhythms (O). The wavelet scattering network (WSN) is employed to extract morphological features from the ECG signals, which are then inputted into an Artificial Neural Network (ANN) with time windows selection and majority vote. The results from the testing data exhibit that our acy of 87.35% and an F1 score of 89.13%. #ラブテック_ホルタ_心電計 #wavelet_心房細動自動検出 #FTP遠隔解析送受信 #medicalteknika #メディカルテクニカ #VitalStream_Sepsis_SCD_EWS_decomposition_wavelet #連続血行動態パラメータ20種類解析 #世界を震撼させる素晴らしい #日本の技術力　 #最強技術トップ5 #実名暴露！#日本を裏切った「 #売国・媚中」#外務官僚たち #岩屋毅外相「 #中国企業から収賄」#事件でアメリカ司法省が起訴 #フェンタニル #名古屋に拠点 ○○会と#中国企業繋がっている #日本人記者を武装警察が拘束‼「 #ウイグル問題」を徹底取材！ #共産党が進める『 #西部大開発』とは#石破政権がアメリカとの関税交渉を放棄！#赤澤大臣のアポ無し訪問や交渉カードゼロの #土下座外交の発覚に国民はブチギレ。追加関税 #wavelet #decomposition #Physiologic_Measurement #Artificial_Inteligent #Labtech_12leadsECG_Stresstype　#Hungary #Cardiospy #Caretaker #SuddenDeath_HeartFailure #Labtech #ECG, #Holter and #NetECG solutions #VitalStream_Labtech_12leadsECG_decomposition_wavelet_Predict_SCD_EWS #非侵襲＿生体情報＿血行動態＿心拍出量_ストロークボリューム