Hao w88 online sports betting
- Phone: (775) 784-6909
- Email: haox@unr.edu
- Building: SEM
- Room: 223
- Mailstop: 0258
Hao w88 online sports betting’s recent research areas include roadside LiDAR sensing networks, algorithms for processing high-density city cloud points, edge- and cloud-based data processing, connected vehicle communication, all-traffic trajectory generation from roadside LiDAR data, GIS-based traffic information extraction from LiDAR trajectory data, automatic road feature extraction from mobile and arterial LiDAR and image data sources. His research group is a worldwide leader in roadside LiDAR sensing and applications in traffic.
w88 online sports betting and his collaborators are applying roadside LiDAR technologies and all-traffic trajectory data to connected-autonomous vehicle applications, real-time traffic signal control systems, and performance evaluation of multimodal traffic safety and mobility. He has published over 100 research papers and his research team has received multiple research and paper awards.
w88 online sports betting led the implementation of the world’s first LiDAR-equipped smart and connected intersection in Reno, Nevada, in 2017. Since then, he has performed innovative research in roadside LiDAR hardware, algorithms, software implementation, data applications, real-time signal systems taking LiDAR data input and LiDAR data service to CAVs. His research team implemented the world’s first LiDAR-controlled pedestrian crossing signal, which is the first real-time traffic signal system controlled by cloud point sensing data.
Based on w88 online sports betting’s research and projects, the University and Velodyne Lidar technology company published a white paper demonstrating the ability of LiDAR sensors to make transportation infrastructure more efficient, sustainable and safe. w88 online sports betting’s team collected multiyear roadside LiDAR data from various traffic scenarios and now maintains a large roadside LiDAR database as an invaluable data asset for smart traffic research.
w88 online sports betting’s research has attracted collaboration interest from multiple companies such as Velodyne Lidar, Intel, Dell, Qualcomm and Switch. His research and projects have been noted by multiple media publications, such asBBC,USA Today,Yahoo News,Business Wire,AASHTO JournalandNevada Today. Multiple traffic agencies have adopted the portable roadside w88 online sports betting platform to collect extensive traffic information that is not available via traditional traffic sensors.
- Ph.D., Transportation Engineering, Texas Tech University, 2011
- M.S., Transportation Engineering, Texas Tech University, 2009
- M.E., Automation, University of Science and Technology of China, 2007
- B.E., Automation, University of Science and Technology of China, 2004
Prospective graduate students
Dr. w88 online sports betting has research assistant scholarships for new Ph.D. students. The positions will be involved in the following research topics:
- Big w88 online sports betting analysis of traffic crashes and intelligent transportation real-time sensor w88 online sports betting
- Automatic traffic data survey system with videos and 360-degree w88 online sports betting sensors
- w88 online sports betting analysis of latest driver behavior and vehicle sensor w88 online sports betting from U.S. Federal Highway Administration
- Traffic crash prediction modeling
Research interests
- Collection and analysis of roadside w88 online sports betting data
- Vehicle operation cost evaluation
- Driving behavior analysis with naturalistic driving study w88 online sports betting
- Intelligent transportation systems including connected vehicles
- w88 online sports betting-driven traffic safety analysis
Grants received
- PI, Pilot Deployment of Roadside w88 online sports betting in City of Henderson NV, Regional Transportation Commission of Southern Nevada, ,071, 2018 - 2019
- PI, Proof-of-Concept Research of Roadside w88 online sports betting Sensing Multimode Traffic, Nevada Department of Transportation, 3,397, 2018 - 2021
- PI, Pilot Applications of Roadside w88 online sports betting Technologies in Washoe County, Regional Transportation Commission – Washoe County, 0,000, 2018 - 2020
- PI, w88 online sports betting Collection of Wildlife Animals Crossing I80 in Eastern Nevada and USA Parkway, SOLARIS UTC and Nevada Department of Transportation, 6,051, 2018-2019
- PI, Development of a Nevada wildlife-fencing GIS dataset, SOLARIS UTC and Nevada Department of Transportation, 5,817, 2018-2019
- PI, University of Nevada Support Services to NDOT Traffic Safety Engineering, Nevada Department of Transportation, 0,000, 2017-2022
Selected publications
- Shanglian Zhou,Hao w88 online sports betting, Guohui Zhang, Tianwei Ma, and Yin Yang, 2024, DCOR: Dynamic Channel-Wise Outlier Removal to De-Noise w88 online sports betting Data Corrupted by Snow, IEEE Transactions on Intelligent Transportation Systems, Print ISSN: 1524-9050, Online ISSN: 1558-0016, Digital Object Identifier: 10.1109/TITS.2023.3347150.
- Zhao, J.,w88 online sports betting, H.,Chen, Z. and Liu, H., 2023. Accurate detection of vehicle, pedestrian, cyclist and wheelchair from roadside light detection and ranging sensors. Journal of Intelligent Transportation Systems, pp.1-17, DOI: 10.1080/15472450.2023.2243816.
- Chen, Z.,w88 online sports betting, H., Zhao, J. and Liu, H., 2023. A Novel Background Filtering Method with Automatic Parameter Adjustment for Real-Time Roadside w88 online sports betting Sensing System. IEEE Transactions on Instrumentation and Measurement, 72, pp. 1-10, 2023, Art no. 5022310, doi: 10.1109/TIM.2023.3300457.
- Guan, F.,w88 online sports betting, H.and Tian, Y., 2023. Evaluation of Roadside w88 online sports betting-Based and Vision-Based Multi-Model All-Traffic Trajectory Data. Sensors, 23(12), p.5377.
- Zhao, J.,w88 online sports betting, H.,Chen, Z. and Liu, H., 2023. A decoding-based method for fast background filtering of roadside w88 online sports betting data. Advanced Engineering Informatics, 57, p.102043.
- Zhou, S.,w88 online sports betting, H.,Zhang, G., Ma, T. and Yang, Y., 2023. Deep learning-based pedestrian trajectory prediction and risk assessment at signalized intersections using trajectory data captured through roadside w88 online sports betting. Journal of Intelligent Transportation Systems, pp.1-13.
- Zhang, Q., Bhattarai, N., Chen,, w88 online sports betting, H. and Liu, H., 2023. Vehicle Trajectory Tracking Using Adaptive Kalman Filter from Roadside w88 online sports betting. Journal of Transportation Engineering, Part A: Systems, 149(6), p.04023043.
- Chen, Z.,w88 online sports betting, H.,Zhao, J. and Liu, H., 2023. Curbside Parking Monitoring With Roadside w88 online sports betting. Transportation Research Record, 2677(10), pp.824-838.,
- Bhattarai, N., Zhang, Y., Liu, H., Pakzad, Y. andw88 online sports betting, H., 2023. Proactive Safety Analysis Using Roadside w88 online sports betting Based Vehicle Trajectory Data: A Study of Rear-End Crashes. Transportation Research Record, p.03611981231182704.
- Cui, Y.,w88 online sports betting, H.and Gong, K., 2023. A diversion routing optimization model for urban evacuation planning. Natural Hazards, pp.1-18.
- Zhou, S.,w88 online sports betting, H.,Zhang, G., Ma, T. and Yang, Y., 2022. Leveraging Deep Convolutional Neural Networks Pre-Trained on Autonomous Driving Data for Vehicle Detection From Roadside w88 online sports betting Data. IEEE Transactions on Intelligent Transportation Systems. Volume: 23, Issue: 11, Page(s): 22367-22377.
- Zhang, Y., Bhattarai, N., Zhao, J., Liu, H. andw88 online sports betting, H.,An Unsupervised Clustering Method for Processing Roadside w88 online sports betting Data with Improved Computational Efficiency. IEEE Sensors Journal.
- Cui, Y., Zou, F.,w88 online sports betting, H.,Chen, Z. and Gong, K., 2022. A novel optimization-based method to develop representative driving cycles in various driving conditions. Energy, p.123455.
- Chen, Z.,w88 online sports betting, H.,Zhao, J. and Liu, H., 2022. Fast-spherical-projection-based point cloud clustering algorithm. Transportation research record, 2676(6), pp.315-329.
- Zhao, J.,w88 online sports betting, H.,Zhang, Y., Shankar, V. and Liu, H., 2022. Automatic Identification of Vehicle Partial Occlusion in Data Collected by Roadside w88 online sports betting Sensors. Transportation Research Record, p.03611981211069347.
- Zhao, J.,w88 online sports betting, H.,Tian, Y. and Liu, H., 2022. Towards application of light detection and ranging sensor to traffic detection: an investigation of its built-in features and installation techniques, Journal of Intelligent Transportation Systems, DOI: 10.1080/15472450.2020.1807346
- Whitley, T., Tian, Y. andw88 online sports betting, H.,Headway Data Extraction and Highway Capacity Manual Capacity Function Calibration for Roundabouts with Roadside w88 online sports betting Data. Transportation Research Record, p.03611981221132853.
- Zhao, J.,w88 online sports betting, H., Zhang, Y., Tian, Y. and Liu, H., 2021. Traffic Volume Detection Using Infrastructure-Based w88 online sports betting under Different Levels of Service Conditions. Journal of Transportation Engineering, Part A: Systems, 147(11), p.04021080.
- Tian, Y.,w88 online sports betting, H., Guan, F., Toshniwal, S. and Tian, Y., 2021. Projection and integration of connected-infrastructure w88 online sports betting sensing data in a global coordinate. Optics & Laser Technology, 144, p.107421.
- Cui, Y.,w88 online sports betting, H., Zou, F., Chen, Z. and Gong, K., 2021. Optimization Based Method to Develop Representative Driving Cycle for Real-World Fuel Consumption Estimation. Energy, p.121434.
- Wu, J.,w88 online sports betting, H.,Yue, R., Tian, Z., Tian, Y. and Tian, Y., 2021. An automatic skateboarder detection method with roadside w88 online sports betting data. Journal of Transportation Safety & Security, 13(3), pp.298-317.
- Wu, J., w88 online sports betting, H., Sun, R. and Zhuang, P., 2021. Road Boundary-Enhanced Automatic Background Filtering for Roadside Lidar Sensors. IEEE Intelligent Transportation Systems Magazine, 14(4), pp.60-72.
- Wu, J.,w88 online sports betting, H., Tian, Y., Zhang, Y., Zhao, J. and Lv, B., 2020. An automatic lane identification method for the roadside light detection and ranging sensor. Journal of Intelligent Transportation Systems, pp.1-13.
- Wu, J.,w88 online sports betting, H.,Tian, Y., Pi, R. and Yue R., 2020. Vehicle Detection under Adverse Weather from Roadside w88 online sports betting Data, Sensors, 20(12), 3433; https://doi.org/10.3390/s20123433 (registering DOI)
- Zhang, Y., Yao, E., Zheng, K. andw88 online sports betting, H.,Metro passenger’s path choice model estimation with travel time correlations derived from smart card w88 online sports betting. Transportation Planning and Technology, 43(2), pp.141-157.
- Wu, J., Zhang, Y. andw88 online sports betting, H.,A novel skateboarder-related near-crash identification method with roadside w88 online sports betting data. Accident Analysis & Prevention, 137, p.105438.
- Zhang, Y.,w88 online sports betting, H.and Wu, J., 2020. An Automatic Background Filtering Method for Detection of Road Users in Heavy Traffics Using Roadside 3-D w88 online sports betting Sensors With Noises, IEEE Sensors Journal, Volume:20, Issue:12, P. 6596-6604, ISSN: 1530-437X/1558-1748, Digital Object Identifier: 10.1109/JSEN.2020.2976663
- Yang, G., Wang, Z., Tian, Z., Zhao, L.Y. andw88 online sports betting, H.,Geometric design of metered on-ramps: State-of-the-practice and remaining challenges. Transportation Letters, 12(9), pp.649-658.
- Wu, J.,w88 online sports betting, H.,Zhang, Y. and Sun, R., 2020. An Improved Vehicle-Pedestrian Near-Crash Identification Method with a Roadside w88 online sports betting Sensor. Journal of Safety Research.
- Wu, J.w88 online sports betting, H.,Zhang, Y., Tian, Y. and Song, X., 2020. Real-time Queue Length Detection with Roadside w88 online sports betting Data, Sensors 2020, 20(8), 2342.
- Cui, Y.,w88 online sports betting, H., Wu, J. and Wang, A., 2020. Lane Change Identification and Prediction with Roadside w88 online sports betting Data, Optics and Laser Technology, DOI: 10.1016/j.optlastec.2019.105934.
- Wu, J. andw88 online sports betting, 2020. Automatic Vehicle Detection with Roadside w88 online sports betting Data under Rainy and Snowy Conditions, IEEE Intelligent Transportation Systems Magazine, accepted.
- Yue, R.,w88 online sports betting, H., Wu, J., Sun, R. and Yuan, C., 2019. Data registration with ground points for roadside w88 online sports betting sensors.Remote Sensing,11(11), p.1354.
- Zhang, Y., Sun, X.,w88 online sports betting, H., and Yao, E., 2019. Tracking Multi-Vehicles with Reference Points Switches at the Intersection Using a Roadside w88 online sports betting Sensor, IEEE Access, ISSN: 2169-3536, 10.1109/ACCESS.2019.2953747, pp 1-11.
- Zhang, Z., Zheng, J.,w88 online sports betting, H.,Wang, X., Fan, X. and Chen, R., 2019. Automatic Background Construction and Object Detection Based on Roadside w88 online sports betting. IEEE Transactions on Intelligent Transportation Systems.
- Zhao, J., Li, Y.,w88 online sports betting, H.and Liu, H., 2019. Probabilistic Prediction of Pedestrian Crossing Intention Using Roadside w88 online sports betting Data. IEEE Access, 7, pp.93781-93790.
- Lv, B.,w88 online sports betting, H., Wu, J., Tian, Y., Zhang, Y., Zheng, Y., Yuan, C. and Tian, S., 2019. w88 online sports betting-enhanced connected infrastructures sensing and broadcasting high-resolution traffic information serving smart cities.IEEE Access,7, pp.79895-79907.
- Cui, Y., Wu, J.,w88 online sports betting, H.,Lv, B., Yuan, C., Tian, S. and Tian, Y., 2019. An Automatic Trigged Rectangular Rapid Flashing Beacons (RRFB) System Using the Roadside w88 online sports betting Sensor. IEEE Access, 7, pp.163831-163839.
- Wu, J.,w88 online sports betting, H., Yue, R., Tian, Z., Tian, Y. and Tian, Y., 2019. An automatic skateboarder detection method with roadside w88 online sports betting data.Journal of Transportation Safety & Security, pp.1-20.
- Lv, B.,w88 online sports betting, H., Wu, J., Tian, Y. and Yuan, C., 2019. Raster-based Background Filtering for Roadside w88 online sports betting Data.IEEE Access.
- Chen, J.,w88 online sports betting, H., Wu, J., Yue, R., Yuan, C. and Wang, L., 2019. Deer Crossing Road Detection with Roadside w88 online sports betting Sensor.IEEE Access.2169-3536, Page 1-3, 2019.
- Cui, Y.,w88 online sports betting, H., Wu, J., Sun, Y. and Zhao, J., 2019. Automatic Vehicle Tracking with Roadside w88 online sports betting Data for the Connected-Vehicles System.IEEE Intelligent Systems. page(s): 1-8 Print ISSN: 1541-1672, 2019.
- Zhang, Y., Yao, E., Zhang, R. andw88 online sports betting, H., 2019. Analysis of elderly people's travel behaviors during the morning peak hours in the context of the free bus program in Beijing, China. Journal of Transport Geography,76, pp.191-199.
- Wu, J.,w88 online sports betting, H., Zheng, Y., Zhang, Y., Lv, B. and Tian, Z., 2019. Automatic Vehicle Classification using Roadside w88 online sports betting Data.Transportation Research Record, p.0361198119843857. Volume: 2673 issue: 6, page(s): 153-164, 2019.
- Wu, J.,w88 online sports betting, H., Lv, B., Yue, R. and Li, Y., 2019. Automatic Ground Points Identification Method for Roadside w88 online sports betting Data.Transportation Research Record, p.0361198119843869. Volume: 2673 issue: 6, page(s): 140-152, 2019.
- Wu, J.,w88 online sports betting, H.and Liu, W., 2019. Points Registration for Roadside w88 online sports betting Sensors.Transportation Research Record, p.0361198119843855.
- Wu, J. andw88 online sports betting, H., 2019. Annual Average Daily Traffic Prediction Model for Minor Roads at Intersections.Journal of Transportation Engineering, Part A: Systems,145(10), p.04019041..
- Wu, J., Tian, Y.,w88 online sports betting, H., Yue, R., Wang, A. and Song, X., 2019. Automatic ground points filtering of roadside w88 online sports betting data using a channel-based filtering algorithm.Optics & Laser Technology,115, pp.374-383.
- Bin, L.,Hao, X.,Jianqing, W., Yuan, T., Sheng, T. and Feng, S., Revolution and rotation-based method for roadside w88 online sports betting data integration. Optics and Laser Technology, 119.
- Yue, R., Yang, G., Tian, Z.,w88 online sports betting, H., Lin, D. and Wang, A., 2019. Microsimulation Analysis of Traffic Operations at Two Diamond Interchange Types.Journal of Advanced Transportation。 2019, Article ID 6863480, 11 pages, 2019.
- Zheng, J., w88 online sports betting, B., Wang, X., Fan, X.,w88 online sports betting, H.and Sun, G., 2019. A portable roadside vehicle detection system based on multi-sensing fusion. International Journal of Sensor Networks, 29(1), pp.38-47.
- Zhao, J.,w88 online sports betting, H., Liu, H., Wu, J., Zheng, Y. and Wu, D., 2019. Detection and tracking of pedestrians and vehicles using roadside w88 online sports betting sensors.Transportation research part C: emerging technologies,100, pp.68-87.
- Wu, J.,w88 online sports betting, H., Zheng, Y. and Tian, Z., 2018. A novel method of vehicle-pedestrian near-crash identification with roadside w88 online sports betting data.Accident Analysis & Prevention,121, pp.238-249.
- Wu, J. andw88 online sports betting, H., 2018. Driver behavior analysis on rural 2-lane, 2-way highways using SHRP 2 NDS w88 online sports betting.Traffic injury prevention,19(8), pp.838-843.
- Zhao, J.,w88 online sports betting, H., Wu, J., Zheng, Y. and Liu, H., 2018. Trajectory tracking and prediction of pedestrian's crossing intention using roadside w88 online sports betting.IET Intelligent Transport Systems,13(5), pp.789-795.
- Sun, Y.,w88 online sports betting, H., Wu, J., Zheng, J. and Dietrich, K.M., 2018. 3-D data processing to extract vehicle trajectories from roadside w88 online sports betting data.Transportation research record,2672(45), pp.14-22.
- Wu, J.,w88 online sports betting, H., Sun, Y., Zheng, J. and Yue, R., 2018. Automatic background filtering method for roadside w88 online sports betting data. Transportation Research Record, 2672(45), pp.106-114..
- Yang, G., Yue, R., Tian, Z. andw88 online sports betting, H., 2018. Modeling the Impacts of Traffic Flow Arrival Profiles on Ramp Metering Queues.Transportation Research Record,2672(15), pp.85-92.
- Wu, J.,w88 online sports betting, H.and Zhao, J., 2018. Automatic lane identification using the roadside w88 online sports betting sensors. IEEE Intelligent Transportation Systems Magazine. PP(99):1-1.
- Wu, J. andw88 online sports betting, H., 2018. The influence of road familiarity on distracted driving activities and driving operation using naturalistic driving study w88 online sports betting. Transportation research part F: traffic psychology and behaviour, 52, pp.75-85.
- Yang, G., Tian, Z., Wang, D. andw88 online sports betting, H., 2018. Queue length estimation for a metered on-ramp using mesoscopic simulation. Transportation Letters, pp.1-10.
- Wu, J. andw88 online sports betting, H., 2017. Driver behavior analysis for right-turn drivers at signalized intersections using SHRP 2 naturalistic driving study w88 online sports betting.Journal of safety research,63, pp.177-185.
- Yang, G., Tian, Z.,w88 online sports betting, H., Wang, Z. and Wang, D., 2018. Impacts of traffic flow arrival pattern on the necessary queue storage space at metered on-ramps.Transportmetrica A: Transport Science,14(7), pp.543-561.
- Sun, Y.,w88 online sports betting, H., Wu, J., Hajj, E.Y. and Geng, X., 2017. w88 online sports betting processing framework for development of driving cycles with w88 online sports betting from SHRP 2 Naturalistic Driving Study. Transportation Research Record, 2645(1), pp.50-56.
- Wang, Q., Zheng, J.,w88 online sports betting, H., w88 online sports betting, B. and Chen, R., 2017. Roadside magnetic sensor system for vehicle detection in urban environments. IEEE Transactions on Intelligent Transportation Systems, 19(5), pp.1365-1374.
- Yang, G., Wang, Z.,w88 online sports betting, H.and Tian, Z., 2017. Feasibility of using a constant acceleration rate for freeway entrance ramp acceleration lane length design. Journal of Transportation Engineering, Part A: Systems, 144(3), p.06017001.
Selected research projects
- PI, Multimodal Traffic Mobility and Safety Data Service with w88 online sports betting 2023-2025, RTC Washoe Nevada, 0,000, 2023-2025
- PI, w88 online sports betting Data Collection and Analysis for Safety Management Plans, Nevada Department of Transportation, 0,000, 2023-2024
- PI, Extraction of MIRE FDE from NDOT Mobile w88 online sports betting Data, Nevada Department of Transportation, ,456, 2023-2024
- PI, Development of a GIS Tool for Rolling-mile Calculation, Nevada Department of Transportation, ,390, 2023-2024
- PI, University of Nevada Support Services to NDOT Traffic Safety Engineering, Nevada Department of Transportation, 0,000, 2023-2027
- PI, Multimodal Traffic Mobility and Safety Data Service with w88 online sports betting 2022-2023, RTC Washoe Nevada, 0,000, 2022-2023
- PI, Before-after Study with w88 online sports betting for the Reno Micro-mobility Pilot Program, RTC Washoe Nevada, 1,650, 2022
- PI, Analysis of Advanced Signal Warning Systems on Intersection Safety with w88 online sports betting, ,000, HDR, 2022
- PI, Midtown Virginia St. BRT – Post Construction Traffic Study with w88 online sports betting, RTC Washoe Nevada, ,775, 2021-2022
- PI, w88 online sports betting Matrix, NSF I-Corps, ,000, 2021-2022
- PI, UNR Support for NDOT Traffic Safety w88 online sports betting (2021-2022), Nevada Department of Transportation, ,277, 2021-2022
- PI, Automatic Road Feature Extraction from State-Owned Mobile w88 online sports betting Data for Traffic Safety Analysis and Prediction, U.S. Department of Transportation, 7,538, 2020-2022
- PI, Comparison and Evaluation of Roadside Animal Sensing and Driver Warning Systems, Nevada Department of Transportation, 9,600, 2020-2023
- PI, Street Light Illumination w88 online sports betting Collection and Analysis study, Nevada Department of Transportation, ,068, 2020
- PI, Pilot Deployment of Roadside w88 online sports betting in City of Henderson NV, Regional Transportation Commission of Southern Nevada, ,071, 2018 - 2020
- PI, Proof-of-Concept Research of Roadside w88 online sports betting Sensing Multimode Traffic, Nevada Department of Transportation, 3,397, 2018 - 2021
- PI, Pilot Applications of Roadside w88 online sports betting Technologies in Washoe County, Regional Transportation Commission – Washoe County, 0,000, 2018 - 2020
- PI, w88 online sports betting Collection of Wildlife Animals Crossing I80 in Eastern Nevada and USA Parkway, SOLARIS UTC and Nevada Department of Transportation, 6,051, 2018-2019
- PI, Development of a Nevada wildlife-fencing GIS dataset, SOLARIS UTC and Nevada Department of Transportation, 5,817, 2018-2019
- PI, University of Nevada Support Services to NDOT Traffic Safety Engineering, Nevada Department of Transportation, 0,000, 2017-2022
- PI, Developing a Quality of Signal Timing Performance Measure Methodology for Arterial Operations, Nevada Department of Transportation, 2,986, 2017-2020
- PI, Development of Nevada Safety Performance Functions for Rural Two-Lane, Two-Way Highways, Nevada Department of Transportation, ,745, 2018-2019
- PI, High-Resolution Micro Traffic Data from Roadside w88 online sports betting Sensors for Connected-Vehicles and New Traffic Applications, SOLARIS UTC and Nevada Department of Transportation, 3,670, 2017-2018
- PI, Safety Benefit-Cost Analysis of Roundabouts, Nevada Department of Transportation, ,932, 2017
- PI, Before-and-after w88 online sports betting Collection of Complete Streets, Nevada Department of Transportation, ,872, 2017-2018
- PI, Correlation Analysis of Nevada Crash w88 online sports betting and ITS Sensor w88 online sports betting, SOLARIS UTC and Nevada Department of Transportation, ,447, 2016-2017