Novel Encoder–Decoder Architecture with Attention Mechanisms for Satellite-Based Environmental Forecasting in Smart City Applications

Desertification poses critical threats to agricultural productivity and socio-economic stability, particularly in vulnerable regions like Thatta and Badin districts of Sindh, Pakistan. Traditional monitoring methods lack the accuracy and temporal resolution needed for effective early warning systems...

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Bibliographic Details
Published in:	Future internet Vol. 17; no. 9; p. 380
Main Authors:	Panhwar, Kalsoom, Soomro, Bushra Naz, Bhatti, Sania, Jaskani, Fawwad Hassan
Format:	Journal Article
Language:	English
Published:	Basel MDPI AG 01.09.2025
Subjects:	Accuracy Algorithms Architecture Artificial intelligence Artificial neural networks attention mechanisms Cloud computing CNN–LSTM hybrid model Coders Computer architecture Data integration Deep learning Desertification desertification prediction Design Early warning systems Earth observations (from space) Edge computing Environmental management Environmental monitoring Environmental protection Environmental sustainability Forecasting Image resolution Infrastructure Internet Literature reviews Machine learning Monitoring systems Neural networks Optimization techniques Real time Remote sensing Satellite imagery Satellite imaging Satellite observation satellite remote sensing Smart cities Temporal resolution Vegetation China Pakistan
ISSN:	1999-5903, 1999-5903
Online Access:	Get full text
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