Search Results - "Wang, Yinhai"
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Traffic Graph Convolutional Recurrent Neural Network: A Deep Learning Framework for Network-Scale Traffic Learning and Forecasting
Published in IEEE transactions on intelligent transportation systems (01-11-2020)“…Traffic forecasting is a particularly challenging application of spatiotemporal forecasting, due to the time-varying traffic patterns and the complicated…”
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Large-scale transportation network congestion evolution prediction using deep learning theory
Published in PloS one (17-03-2015)“…Understanding how congestion at one location can cause ripples throughout large-scale transportation network is vital for transportation researchers and…”
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3
Uncovering urban human mobility from large scale taxi GPS data
Published in Physica A (15-11-2015)“…Taxi GPS trajectories data contain massive spatial and temporal information of urban human activity and mobility. Taking taxi as mobile sensors, the…”
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An Improved Fuzzy Neural Network for Traffic Speed Prediction Considering Periodic Characteristic
Published in IEEE transactions on intelligent transportation systems (01-09-2017)“…This paper proposes a new method in construction fuzzy neural network to forecast travel speed for multi-step ahead based on 2-min travel speed data collected…”
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Long short-term memory neural network for traffic speed prediction using remote microwave sensor data
Published in Transportation research. Part C, Emerging technologies (01-05-2015)“…•A Long Short-Term Memory Neural Network (LSTM) is developed for travel speed prediction.•The LSTM NN can capture the long-term temporal dependency for time…”
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6
Real-Time Bidirectional Traffic Flow Parameter Estimation From Aerial Videos
Published in IEEE transactions on intelligent transportation systems (01-04-2017)“…Unmanned aerial vehicles (UAVs) are gaining popularity in traffic monitoring due to their low cost, high flexibility, and wide view range. Traffic flow…”
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Machine Vision Based Traffic Sign Detection Methods: Review, Analyses and Perspectives
Published in IEEE access (2019)“…Traffic signs recognition (TSR) is an important part of some advanced driver-assistance systems (ADASs) and auto driving systems (ADSs). As the first key step…”
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Mining smart card data for transit riders’ travel patterns
Published in Transportation research. Part C, Emerging technologies (01-11-2013)“…•We proposed an efficient and effective data-mining procedure that models the travel patterns of transit riders using the transit smart card data.•Transit…”
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Accessibility impacts of China’s high-speed rail network
Published in Journal of transport geography (01-04-2013)“…► Accessibility impacts of China’s high-speed rail are evaluated at macro level. ► Most cities have accessibility gain by HSR compared to their conventional…”
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10
Extracting Global Shipping Networks from Massive Historical Automatic Identification System Sensor Data: A Bottom-Up Approach
Published in Sensors (Basel, Switzerland) (31-07-2019)“…The increasing availability of big Automatic Identification Systems (AIS) sensor data offers great opportunities to track ship activities and mine…”
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11
Label-free prediction of cell painting from brightfield images
Published in Scientific reports (15-06-2022)“…Cell Painting is a high-content image-based assay applied in drug discovery to predict bioactivity, assess toxicity and understand mechanisms of action of…”
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A novel resilience analysis methodology for airport networks system from the perspective of different epidemic prevention and control policy responses
Published in PloS one (27-02-2023)“…As the COVID-19 pandemic fades, the aviation industry is entering a fast recovery period. To analyze airport networks' post-pandemic resilience during the…”
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13
Two-echelon logistics delivery and pickup network optimization based on integrated cooperation and transportation fleet sharing
Published in Expert systems with applications (15-12-2018)“…•Vertical and horizontal synergies are combined to optimize logistics networks.•Customer and fleet sharing is considered to minimize total operating costs.•An…”
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14
A Two-Layer Model for Taxi Customer Searching Behaviors Using GPS Trajectory Data
Published in IEEE transactions on intelligent transportation systems (01-11-2016)“…This paper proposes a two-layer decision framework to model taxi drivers' customer-search behaviors within urban areas. The first layer models taxi drivers'…”
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15
Optimizing Minimum and Maximum Green Time Settings for Traffic Actuated Control at Isolated Intersections
Published in IEEE transactions on intelligent transportation systems (01-03-2011)“…Optimization of signal control at isolated intersections has been an important research focus in traffic engineering over the past few years. Due to its…”
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Design and experiment verification of a novel analysis framework for recognition of driver injury patterns: From a multi-class classification perspective
Published in Accident analysis and prevention (01-11-2018)“…[Display omitted] •The injury pattern in crashes is modeled from a multi-class classification perspective for accurate recognition.•A machine learning based…”
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Not getting in too deep: A practical deep learning approach to routine crystallisation image classification
Published in PloS one (09-03-2023)“…Using a relatively small training set of ~16 thousand images from macromolecular crystallisation experiments, we compare classification results obtained with…”
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A fuzzy-based customer clustering approach with hierarchical structure for logistics network optimization
Published in Expert systems with applications (01-02-2014)“…•A hierarchical analysis structure for customer clustering is proposed to optimize the logistics network.•A fuzzy integration method is used to map the…”
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A Facile Approach to Prepare Black TiO₂ with Oxygen Vacancy for Enhancing Photocatalytic Activity
Published in Nanomaterials (Basel, Switzerland) (16-04-2018)“…Black TiO₂ has triggered worldwide research interest due to its excellent photocatalytic properties. However, the understanding of its structure-property…”
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A real-time traffic control method for the intersection with pre-signals under the phase swap sorting strategy
Published in PloS one (22-05-2017)“…To deal with the conflicts between left-turn and through traffic streams and increase the discharge capacity, this paper addresses the pre-signal which is…”
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