traffic-flow-prediction

There are 25 repositories under traffic-flow-prediction topic.

LibCity / Bigscity-LibCity
LibCity: An Open Library for Urban Spatial-temporal Data Mining
traffic traffic-prediction traffic-flow-prediction traffic-speed-prediction on-demand-service trajectory-prediction toolkit deep-learning spatio-temporal-prediction spatio-temporal pytorch-implementation traffic-forecasting map-matching representation-learning estimated-time-of-arrival traffic-accident-prediction od-matrix time-series-prediction eta libcity
Language:Python 1051
xiaochus / TrafficFlowPrediction
Traffic Flow Prediction with Neural Networks(SAEs、LSTM、GRU).
traffic-flow-prediction lstm gru saes
Language:Python 654
zhiyongc / Graph_Convolutional_LSTM
Traffic Graph Convolutional Recurrent Neural Network
traffic-graph-convolution traffic-flow-prediction graph graph-convolutional-networks lstm traffic-prediction traffic-forecasting
Language:Jupyter Notebook 410
xiaoxiong74 / TrafficFlowForecasting
Some TrafficFlowForecasting Solutions(交通流量预测解决方案)
gcn traffic-forecasting traffic-flow-prediction
386
aprbw / traffic_prediction
Traffic prediction is the task of predicting future traffic measurements (e.g. volume, speed, etc.) in a road network (graph), using historical data (timeseries).
traffic-prediction traffic-flow-prediction traffic-flow-forecasting traffic-forecasting pytorch tensorflow mxnet time-series timeseries timeseries-forecasting forecasting time-series-forecasting cnn lstm gcn transformer attention neural-network
Language:TeX 300
aptx1231 / Traffic-Prediction-Open-Code-Summary
Summary of open source code for deep learning models in the field of traffic prediction
traffic traffic-prediction traffic-flow-prediction traffic-speed-prediction traffic-accident-prediction travel-time-prediction trajectory-prediction on-demand-service open-source deep-learning open-code spatio-temporal spatio-temporal-prediction paper-list graph-convolutional-networks graph-neural-networks estimated-time-of-arrival on-demand time-series-prediction libcity
272
BUAABIGSCity / PDFormer
[AAAI2023] A PyTorch implementation of PDFormer: Propagation Delay-aware Dynamic Long-range Transformer for Traffic Flow Prediction.
aaai2023 multivariate-time-series-prediction spatio-temporal-prediction traffic-flow-prediction traffic-prediction transformer dtw kshape graph-transformer self-attention
Language:Python 266
Echo-Ji / ST-SSL
ST-SSL (STSSL): Spatio-Temporal Self-Supervised Learning for Traffic Flow Forecasting/Prediction
self-supervised-learning traffic-flow-prediction traffic-forecasting spatio-temporal-prediction aaai adaptive contrastive-learning data-augmentation data-mining fairness graph-augmentation graph-neural-networks location-embedding representation-learning robust-machine-learning robustness spatio-temporal-data
Language:Python 194
HKUDS / FlashST
[ICML'2024] "FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction"
pre-training prompt-tuning smart-cities spatio-temporal-prediction traffic-flow-prediction urban-computing
Language:Python 88
wengwenchao123 / DDGCRN
[Pattern Recognition] Decomposition Dynamic Graph Conolutional Recurrent Network for Traffic Forecasting
pytorch spatio-temporal-modeling spatio-temporal-prediction traffic-flow-prediction traffic-forecasting traffic-prediction
Language:Python 88
FIBLAB / DeepSTN
[AAAI 2019] DeepSTN+: Context-aware Spatial-Temporal Neural Network for Crowd Flow Prediction in Metropolis
crowd-flow-prediction traffic-flow-prediction aaai2019 spatial-temporal-forecasting
Language:Python 66
martinwhl / T-GCN-PyTorch
A PyTorch implementation of T-GCN
deep-learning pytorch pytorch-lightning spatio-temporal-prediction traffic-flow-forecasting traffic-flow-prediction
Language:Python 63
yanganYNU / AFFGCN
Attention Feature Fusion base on spatial-temporal Graph Convolutional Network（AFFGCN）
attention-mechanism feature-fusion-network gcn multimodal-deep-learning onehot-encoding spatiotemporal-data-analysis timeseries-forecasting traffic-flow-prediction
Language:Python 36
thenomaniqbal / Traffic-flow-prediction
Long Short-Term Memory(LSTM) is a particular type of Recurrent Neural Network(RNN) that can retain important information over time using memory cells. This project includes understanding and implementing LSTM for traffic flow prediction along with the introduction of traffic flow prediction, Literature review, methodology, etc.
traffic-flow-forecasting traffic-flow-prediction traffic-flow-modeling deep-learning long-short-term-memory lstm lstm-neural-network traffic-analysis metro-interstate-traffic-volume
Language:Jupyter Notebook 35
zouguojian / Traffic-flow-prediction
This work considers combine multi-tricks with highway network to achieve traffic flow prediction accurately.
generative-inference graph-neural-networks spatio-temporal-attention tensorflow traffic-flow-prediction deep-learning multi-task-learning physical-modeling spatial-attention temporal-attention baselines
Language:Python 28
shakibyzn / Traffic-flow-prediction
A time series task- predicting traffic flow using LSTM model
python lstm time-series traffic-flow-prediction traffic-flow-forecasting neural-network recurrent-neural-networks
Language:Jupyter Notebook 22
HowardZorn / ST-MAN
ST-MAN: Spatio-Temporal Multimodal Attention Network for Traffic Prediction (KSEM 2023)
spatio-temporal-prediction traffic-flow-prediction traffic-forecasting traffic-prediction traffic-speed-prediction
Language:Python 8
LibCity / M-LibCity
M-LibCity: An Open Source Library for Urban Spatio-temporal Prediction Models Based on MindSpore
deep-learning eta libcity map-matching spatio-temporal spatio-temporal-prediction traffic traffic-accident-prediction traffic-flow-prediction traffic-prediction traffic-speed-prediction trajectory-prediction
Language:Python 8
zhengchuanpan / DeepSTD
DeepSTD: Mining Spatio-temporal Disturbances of Multiple Context Factors for Citywide Traffic Flow Prediction
spatio-temporal traffic-flow-prediction context-factors
Language:Python 8
Damon1226 / traffic-prediction
Traffic Prediction using LSTM method.
lstm traffic-flow-prediction
Language:Python 7
Arpith01 / Traffic-flow-prediction
Traffic flow prediction using Spatio-Temporal Residual Networks
resnet machine-learning traffic-flow-prediction cnn keras-tensorflow
Language:Jupyter Notebook 6
cruiseresearchgroup / forecasting-on-new-roads
Official repo for the following paper: Traffic Forecasting on New Roads Unseen in the Training Data Using Spatial Contrastive Pre-Training (SCPT) (ECML PKDD DAMI '23)
cnn cnn-pytorch contrastive-learning forecasting forecasting-models forecasting-time-series gcn neural-network pytorch pytorch-cnn simclr time-series timeseries traffic traffic-flow traffic-flow-forecasting traffic-flow-prediction traffic-forecasting traffic-prediction
Language:Python 6
ZhengPeng7 / Predict_Trafficflow_by_LSTM_in_Keras
Predict traffic flow data by lstm in Keras
traffic-flow-prediction lstm
Language:Python 6
wangz315 / ClusterPredictTrafficFlow
Predict traffic flow by affinity propagation clustering and LSTM
lstm-neural-networks affinity-propagation clustering-algorithm traffic-flow-prediction
Language:Python 5
aptx1231 / iFLYTEK-Traffic-Flow-Challenge
2022年讯飞开发者大赛-考虑时空依赖及全局要素的城市道路交通流量预测挑战赛-Top3解决方案
iflytek traffic-flow-forecasting traffic-flow-prediction
Language:Python 4
aptx1231 / STDEN
Pytorch implementation of Spatio-temporal Differential Equation Network (STDEN).
aaai2022 nerual-differential-equations ode spatial-temporal-forecasting traffic-flow-forecasting traffic-flow-prediction libcity
Language:Python 4
henriquejosefaria / CSC
This project is intended to create, develop and tune a neural network to predict traffic flow. The data provided was intended to be a list of log records written every 1 hour about the city of Braga, Portugal containing information about temperature, humidity, rain, traffic flow, etc. The data was incomplete, days were missing, there were hour gaps and corrupted information. All the data was treated to the best of my and my coworkers abilities.
neural-network traffic-flow-prediction
Language:Python 3
allenwoods / pattern-sensitive-network
A Pytorch Implementation of Pattern Sensitive Network (PSN)
pytorch-implementation traffic-flow-prediction
2
AnhHoang0529 / realtime-traffic-flow-prediction
A project leverages external data (traffic incidents, weather) to predict traffic flow. Graph is used to model the complex relationship of data.
big-data deep-learning kafka t-gcn traffic traffic-flow-prediction
Language:Jupyter Notebook 2
cnrkaya / traffic-flow-estimation-cnn
Bilgisayar Mühendisliği Bölümü Bilgisayar (Ara) Projesi
cnn traffic-flow-prediction project-report junior-project
2
zouguojian / AI-for-Transportation-Science
New works about traffic prediction
traffic-accident-risk-forecasting traffic-control traffic-flow-prediction traffic-speed-prediction travel-time
2
blaz-cerpnjak / traffic-flow-prediction
🌎 🚙📚 Predicting travel times and traffic density on a highway in Slovenia
gru lstm recurrent-neural-networks traffic-prediction travel-time-prediction evidently mlflow-tracking traffic-flow-prediction machine-learning onnx onnx-models onnxruntime
Language:CSS 1
ConstancaElias / traffic-flow-sensoring
Ambient Sensorization Techniques to monitor the traffic flow in Braga
tomtom-api traffic-flow traffic-flow-prediction decision-trees
Language:Jupyter Notebook 1
paulwong16 / TrafficMapForecasting
Submitted to Introduction to Machine Learning (CS480/680, 2020 Spring).
traffic-flow-prediction
Language:Python 1

traffic-flow-prediction

LibCity / Bigscity-LibCity

xiaochus / TrafficFlowPrediction

zhiyongc / Graph_Convolutional_LSTM

xiaoxiong74 / TrafficFlowForecasting

aprbw / traffic_prediction

aptx1231 / Traffic-Prediction-Open-Code-Summary

BUAABIGSCity / PDFormer

Echo-Ji / ST-SSL

HKUDS / FlashST

wengwenchao123 / DDGCRN

FIBLAB / DeepSTN

martinwhl / T-GCN-PyTorch

yanganYNU / AFFGCN

thenomaniqbal / Traffic-flow-prediction

zouguojian / Traffic-flow-prediction

shakibyzn / Traffic-flow-prediction

HowardZorn / ST-MAN

LibCity / M-LibCity

zhengchuanpan / DeepSTD

Damon1226 / traffic-prediction

Arpith01 / Traffic-flow-prediction

cruiseresearchgroup / forecasting-on-new-roads

ZhengPeng7 / Predict_Trafficflow_by_LSTM_in_Keras

wangz315 / ClusterPredictTrafficFlow

aptx1231 / iFLYTEK-Traffic-Flow-Challenge

aptx1231 / STDEN

henriquejosefaria / CSC

allenwoods / pattern-sensitive-network

AnhHoang0529 / realtime-traffic-flow-prediction

cnrkaya / traffic-flow-estimation-cnn

zouguojian / AI-for-Transportation-Science

blaz-cerpnjak / traffic-flow-prediction

ConstancaElias / traffic-flow-sensoring

paulwong16 / TrafficMapForecasting