Temperature Prediction

Accurate temperature prediction is crucial for various sectors, from mitigating climate change impacts to optimizing energy consumption in buildings and manufacturing processes. Current research heavily utilizes machine learning, employing diverse architectures like Convolutional Neural Networks (CNNs), Long Short-Term Memory networks (LSTMs), and Transformers, often in hybrid combinations, to improve forecasting accuracy across various spatial and temporal scales. These advancements leverage diverse data sources, including meteorological data, remote sensing, and even simulations, to enhance predictive capabilities and address challenges like model uncertainty and interpretability, ultimately informing better decision-making in numerous applications.

Papers

September 14, 2024

Weather Prediction Using CNN-LSTM for Time Series Analysis: A Case Study on Delhi Temperature Data
Bangyu Li, Yang Qian
Case Study Long Short Term Memory LSTM Network Time Series Analysis Weather Forecasting CNN LSTM Temperature Prediction

August 21, 2024

FATE: Focal-modulated Attention Encoder for Temperature Prediction
Tajamul Ashraf, Janibul Bashir
Weather Forecasting Climate Data Real World Datasets Focal Modulation Temperature Prediction

May 31, 2024

Maximum Temperature Prediction Using Remote Sensing Data Via Convolutional Neural Network
Lorenzo Innocenti, Giacomo Blanco, Luca Barco, Claudio Rossi
Climate Pattern Temperature Prediction Urban Heat Urban Temperature

October 31, 2023

Global Transformer Architecture for Indoor Room Temperature Forecasting
Alfredo V Clemente, Alessandro Nocente, Massimiliano Ruocco
Transformer Architecture Local Transformer Multi Room Temperature Prediction Temperature Forecasting

September 23, 2023

Predicting Temperature of Major Cities Using Machine Learning and Deep Learning
Wasiou Jaharabi, MD Ibrahim Al Hossain, Rownak Tahmid, Md. Zuhayer Islam, T. M. Saad Rayhan
Deep Learning Machine Learning Time Series LSTM Network Urban Environment Numerical Weather Prediction Temperature Measurement Future Prediction Temperature Prediction

January 30, 2023

Long Short-Term Memory Neural Network for Temperature Prediction in Laser Powder Bed Additive Manufacturing
Ashkan Mansouri Yarahmadi, Michael Breuß, Carsten Hartmann
Long Short Term Memory Unsupervised Model Thermal Management Laser Powder Bed Fusion Temperature Prediction Temperature Distribution

July 30, 2022

Global Attention-based Encoder-Decoder LSTM Model for Temperature Prediction of Permanent Magnet Synchronous Motors
Jun Li, Thangarajah Akilan
Long Short Term Memory Temperature Prediction Electrical Motor

June 15, 2022

Hybrid thermal modeling of additive manufacturing processes using physics-informed neural networks for temperature prediction and parameter identification
Shuheng Liao, Tianju Xue, Jihoon Jeong, Samantha Webster, Kornel Ehmann, Jian Cao
Physic Informed Neural Network Additive Manufacturing Parameter Identification Thermal Simulation Temperature Prediction Thermal Behavior

March 11, 2022

MLRM: A Multiple Linear Regression based Model for Average Temperature Prediction of A Day
Ishu Gupta, Harsh Mittal, Deepak Rikhari, Ashutosh Kumar Singh
Machine Learning Full Model Linear Regression Regression Model Weather Forecasting Weather Data Traditional Numerical Weather Prediction Temperature Prediction

December 10, 2021

Addressing Deep Learning Model Uncertainty in Long-Range Climate Forecasting with Late Fusion
Ken C. L. Wong, Hongzhi Wang, Etienne E. Vos, Bianca Zadrozny, Campbell D. Watson, Tanveer Syeda-Mahmood
Climate Data Late Fusion Temperature Prediction Deep Learning Model Uncertainty

November 23, 2021

Interpreting Machine Learning Models for Room Temperature Prediction in Non-domestic Buildings
Jianqiao Mao, Grammenos Ryan
Black Box Model Residential Building Interpretable Machine Learning Method Temperature Prediction Interpretable Machine Learning Model Interpretable Optimization

Temperature Prediction

Papers

Weather Prediction Using CNN-LSTM for Time Series Analysis: A Case Study on Delhi Temperature Data

FATE: Focal-modulated Attention Encoder for Temperature Prediction

Maximum Temperature Prediction Using Remote Sensing Data Via Convolutional Neural Network

Global Transformer Architecture for Indoor Room Temperature Forecasting

Predicting Temperature of Major Cities Using Machine Learning and Deep Learning

Long Short-Term Memory Neural Network for Temperature Prediction in Laser Powder Bed Additive Manufacturing

Global Attention-based Encoder-Decoder LSTM Model for Temperature Prediction of Permanent Magnet Synchronous Motors

Hybrid thermal modeling of additive manufacturing processes using physics-informed neural networks for temperature prediction and parameter identification

MLRM: A Multiple Linear Regression based Model for Average Temperature Prediction of A Day

Addressing Deep Learning Model Uncertainty in Long-Range Climate Forecasting with Late Fusion

Interpreting Machine Learning Models for Room Temperature Prediction in Non-domestic Buildings