Exploring alternate coupling inputs of a data-driven model for optimum daily streamflow prediction in calibrated SWAT-BiLSTM rainfall-runoff modeling

Exploring alternate coupling inputs of a data-driven model for optimum daily streamflow prediction in calibrated SWAT-BiLSTM rainfall-runoff modeling

Accurate streamflow prediction in mountainous regions is vital for sustaining water resources in downstream areas, ensuring reliable availability for agriculture, energy, and consumption. However, physically based prediction models are prone to substantial uncertainties due to complex processes and...

Full description

Saved in:

Bibliographic Details
Main Authors:	Khalil Ahmad, Mudassar Iqbal, Muhammad Atiq Ur Rehman Tariq, Afed Ullah Khan, Abdullah Nadeem, Jinlei Chen, Kseniia Usanova, Hamad Almujibah, Hashem Alyami, Muhammad Abid
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2025-04-01
Series:	Frontiers in Water
Subjects:	advancement in rainfall-runoff BiLSTM inputs selection streamflow prediction SWAT-BiLSTM modeling supervised machine learning
Online Access:	https://www.frontiersin.org/articles/10.3389/frwa.2025.1558218/full
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Predicting depression risk in middle-aged and elderly adults in China using CNN-BiLSTM-Attention mechanism and LSTM+SHAP framework
by: Shengxian Bi, et al.
Published: (2025-08-01)

Analysis of the Spatiotemporal Patterns of Water Conservation in the Yangtze River Ecological Barrier Zone Based on the InVEST Model and SWAT-BiLSTM Model Using Fractal Theory: A Case Study of the Minjiang River Basin
by: Xianqi Zhang, et al.
Published: (2025-02-01)

Paraphrase detection for Urdu language text using fine-tune BiLSTM framework
by: Muhammad Ali Aslam, et al.
Published: (2025-05-01)

Research on Chinese predicate head recognition based on Highway-BiLSTM network
by: Ruizhang HUANG, et al.
Published: (2021-01-01)

Short-Term Prediction of Bus Station Fleet Number Using a Combination of BiLSTM Models
by: Joko Siswanto, et al.
Published: (2025-04-01)

Modeling Stylized Facts in FX Markets with FINGAN-BiLSTM: A Deep Learning Approach to Financial Time Series
by: Dong-Jun Kim, et al.
Published: (2025-06-01)

Transformer–BiLSTM Fusion Neural Network for Short-Term PV Output Prediction Based on NRBO Algorithm and VMD
by: Xiaowei Fan, et al.
Published: (2024-12-01)

Prediction of remaining parking spaces based on EMD-LSTM-BiLSTM neural network
by: Changxi Ma, et al.
Published: (2025-02-01)

Effectiveness and optimization of bidirectional long short-term memory (BiLSTM) based fast detection of deep fake face videos for real-time applications
by: Haoxiang Wang
Published: (2025-05-01)

Optimising Insider Threat Prediction: Exploring BiLSTM Networks and Sequential Features
by: Phavithra Manoharan, et al.
Published: (2024-11-01)

A Hybrid Wavelet-Based Deep Learning Model for Accurate Prediction of Daily Surface PM<sub>2.5</sub> Concentrations in Guangzhou City
by: Zhenfang He, et al.
Published: (2025-03-01)

Concept learning based on improved FCM- BiLSTM for fuzzy data classification and fusion
by: Jiaojiao Niu, et al.
Published: (2025-08-01)

Well logging super-resolution based on fractal interpolation enhanced by BiLSTM-AMPSO
by: Jian Han, et al.
Published: (2025-05-01)

Hybrid CNN–BiLSTM–DNN Approach for Detecting Cybersecurity Threats in IoT Networks
by: Bright Agbor Agbor, et al.
Published: (2025-02-01)

Performance Enhancement of EEG Signatures for Person Authentication Using CNN BiLSTM Method
by: Ashish Ranjan Mishra, et al.
Published: (2024-11-01)

Soil and Water Assessment Tool (SWAT)-Informed Deep Learning for Streamflow Forecasting with Remote Sensing and In Situ Precipitation and Discharge Observations
by: Chunlin Huang, et al.
Published: (2024-10-01)

A Hybrid KAN-BiLSTM Transformer with Multi-Domain Dynamic Attention Model for Cybersecurity
by: Aleksandr Chechkin, et al.
Published: (2025-05-01)

Combined CNN-BiLSTM-Att tourism flow prediction based on VMD-MWPE decomposition reconstruction
by: Maomao Luo, et al.
Published: (2025-05-01)

Speaker Age and Gender Estimation Based on Deep Learning Bidirectional Long-Short Term Memory (BiLSTM)
by: Aalaa Ahmed Mohammed, et al.
Published: (2021-07-01)

Research on sentiment index and real estate demand forecasting based on BERT-BiLSTM and ADL-MIDAS models
by: Mengkai Chen, et al.
Published: (2025-08-01)

Estimating the Material Footprint at the National Level from 1993 to 2022 Based on Multi-Feature CNN-BiLSTM
by: Lizhi Miao, et al.
Published: (2025-02-01)

Research on Medical Text Parsing Method Based on BiGRU-BiLSTM Multi-Task Learning
by: Yunli Fan, et al.
Published: (2024-11-01)

Multi scale convolutional neural network combining BiLSTM and attention mechanism for bearing fault diagnosis under multiple working conditions
by: Zhao Dengfeng, et al.
Published: (2025-04-01)

Monthly Precipitation Prediction Based on Attention-BiLSTM Model
by: CHENG Yuxiang, et al.
Published: (2024-06-01)

A diffusion enhanced CRF and BiLSTM framework for accurate entity recognition
by: Yunfei Qiu, et al.
Published: (2025-06-01)

Prediction of Intraday Electricity Supply Curves
by: Guillermo Vivó, et al.
Published: (2024-11-01)

Research on the Bearing Remaining Useful Life Prediction Method Based on Optimized BiLSTM
by: Yi Zou, et al.
Published: (2025-07-01)

Construction of time series prediction and dynamic evaluation model for environmental factors in pregnant sow houses in winter
by: Xuehan Li, et al.
Published: (2025-12-01)

A Novel Audio-Perception-Based Algorithm for Physiological Monitoring
by: Zixuan Zhang, et al.
Published: (2025-06-01)

Long-Term Hourly Ozone Forecasting via Time–Frequency Analysis of ICEEMDAN-Decomposed Components: A 36-Hour Forecast for a Site in Beijing
by: Taotao Lv, et al.
Published: (2025-07-01)

Deep Learning for Real-Time PPE Usage Monitoring Using Wearable IMU Sensors
by: Pedro Carvalho da Fonseca Guimaraes, et al.
Published: (2025-01-01)

Music audio emotion regression using the fusion of convolutional neural networks and bidirectional long short-term memory models
by: Yi Qiu, et al.
Published: (2025-07-01)

Enhancing Kazakh Sign Language Recognition with BiLSTM Using YOLO Keypoints and Optical Flow
by: Zholdas Buribayev, et al.
Published: (2025-05-01)

A BiLSTM model enhanced with multi-objective arithmetic optimization for COVID-19 diagnosis from CT images
by: Liang Chen, et al.
Published: (2025-03-01)

Identification of low-count, low-resolution gamma spectral radionuclide using 2DCNN-BiLSTM neural network
by: Shu-Xin Zeng, et al.
Published: (2025-12-01)

A comparative study of multivariate CNN, BiLSTM and hybrid CNN–BiLSTM models for forecasting foreign exchange rate using deep learning
by: Elysee Nsengiyumva, et al.
Published: (2025-12-01)

A Temporal Convolutional Network–Bidirectional Long Short-Term Memory (TCN-BiLSTM) Prediction Model for Temporal Faults in Industrial Equipment
by: Jinyin Bai, et al.
Published: (2025-02-01)

Short-Term Power Load Prediction Method Based on VMD and EDE-BiLSTM
by: Yibo Lai, et al.
Published: (2025-01-01)

ARIMA-Kriging and GWO-BiLSTM Multi-Model Coupling in Greenhouse Temperature Prediction
by: Wei Zhou, et al.
Published: (2025-04-01)

Advanced Multivariate Models Incorporating Non-Climatic Exogenous Variables for Very Short-Term Photovoltaic Power Forecasting
by: Isidro Fraga-Hurtado, et al.
Published: (2025-06-01)