Essays about: "traffic prediction"

Showing result 1 - 5 of 122 essays containing the words traffic prediction.

  1. 1. Forecasting With Feature-Based Time Series Clustering

    University essay from Jönköping University/Tekniska Högskolan

    Author : Conrad Tingström; Johan Åkerblom Svensson; [2023]
    Keywords : demand forecasting; time series prediction; time series clustering;

    Abstract : Time series prediction plays a pivotal role in various areas, including for example finance, weather forecasting, and traffic analysis. In this study, time series of historical sales data from a packaging manufacturer is used to investigate the effects that clustering such data has on forecasting performance. READ MORE

  3. 2. Risk Analysis and Cybersecurity Implementation for UTM : Implemented in UTM50

    University essay from Linköpings universitet/Institutionen för datavetenskap

    Author : Inge Hannson; Fredrik Nääs; [2023]
    Keywords : UTM; U-space; UTM50; Drone; Drones; Cybersecurity; ZeroMQ; CurveZMQ;

    Abstract : With the increasing usage of Unmanned Aerial Vehicle (UAV)s and the prediction of becoming applicable to more industries within the next decade there is a need for a controlling authority in the lower airspace. An Unmanned Aircraft System Traffic Man- agement (UTM) provides multiple solutions to how such a system should operate and what services it should provide. READ MORE

  4. 3. Condition-based Estimation of Ambulance Travel Times

    University essay from Malmö universitet/Fakulteten för teknik och samhälle (TS)

    Author : Lucas Kylberg; [2023]
    Keywords : Travel time estimation; Travel time prediction; Emergency vehicles;

    Abstract : Travel time estimation can be used in strategical distribution of ambulances and ambulance stations. A more accurate travel time estimation can lead to a better distribution of these ambulance sites. External factors such as weather and traffic conditions can affect the travel time from a starting location to a destination. READ MORE

  5. 4. Data-Driven Traffic Forecasting for Completed Vehicle Simulation: : A Case Study with Volvo Test Trucks

    University essay from Luleå tekniska universitet/Institutionen för system- och rymdteknik

    Author : Samaneh Shahrokhi; [2023]
    Keywords : supervised machine learning; traffic forecasting; vehicle presence prediction; binary classification; ensemble learning; feature engineering; hyperparameter tuning; data-driven analysis;

    Abstract : This thesis offers a thorough investigation into the application of machine learning algorithms for predicting the presence of vehicles in a traffic setting. The research primarily focuses on enhancing vehicle simulation by employing data-driven traffic prediction methods. The study approaches the problem as a binary classification task. READ MORE

  6. 5. Deep Learning-Based Approach for Fusing Satellite Imagery and Historical Data for Advanced Traffic Accident Severity

    University essay from Blekinge Tekniska Högskola/Institutionen för datavetenskap

    Author : Gowtham Kumar Sandaka; Praveen Kumar Madhamsetty; [2023]
    Keywords : Traffic accidents; Satellite imagery; Logistic Regression; Random Forest; SVC; VGG19; hybrid model; CNN; self-driving cars; best-performing algorithm; literature review;

    Abstract : Background. This research centers on tackling the serious global problem of trafficaccidents. With more than a million deaths each year and numerous injuries, it’svital to predict and prevent these accidents. READ MORE