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Previsione Degli Inquinanti Atmosferici Tramite Iot E Machine Learning by Allamraju, K. Viswanath

Previsione Degli Inquinanti Atmosferici Tramite Iot E Machine Learning

by K. Viswanath Allamraju , Challa Sai Kiran Reddy
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Book cover type: Paperback
  • ISBN13: 9786207617296
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Edizioni Sapienza
  • Publisher Imprint: Edizioni Sapienza
  • Publication Date:
  • Pages: 72
  • Original Price: GBP 37.0
  • Language: Italian
  • Edition: N/A
  • Item Weight: 118 grams
  • BISAC Subject(s): Careers / General

presentiamo un bidone intelligente basato sull'IoT che utilizza un modello di apprendimento automatico e profondo per gestire lo smaltimento dei rifiuti e prevedere gli inquinanti atmosferici presenti nell'ambiente circostante il bidone. Abbiamo sperimentato un modello tradizionale (algoritmo k-nearest neighbours (k-NN) e regressione logistica) e un algoritmo non tradizionale (rete LSTM (Long Short Term Memory) basata sul deep learning) per la creazione di messaggi di allerta sullo stato del cassonetto e per la previsione della quantità di inquinante atmosferico monossido di carbonio (CO) presente nell'aria in una specifica istanza. I richiami della regressione logistica e dell'algoritmo k-NN sono rispettivamente del 79% e dell'83% in un ambiente di test in tempo reale per la previsione dello stato del cassonetto. L'accuratezza dei modelli LSTM modificato e LSTM semplice è rispettivamente del 90% e dell'88% per prevedere la futura concentrazione di gas presenti nell'aria. Il sistema ha comportato un ritardo di 4 s nella creazione e nella trasmissione del messaggio di allarme a un operatore sanitario. Il sistema ha fornito il monitoraggio in tempo reale dei livelli di rifiuti e le notifiche del meccanismo di allarme.

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