Man pages for mcanigueral/evprof
Electric Vehicle Charging Sessions Profiling and Modelling
| california_ev_model | EV model example |
| california_ev_sessions | EV charging sessions example |
| california_ev_sessions_profiles | Clustered EV charging sessions example |
| california_GMM | Gaussian Mixture Models examples |
| choose_k_GMM | Visualize BIC indicator to choose the number of clusters |
| cluster_sessions | Cluster sessions with 'mclust' package |
| convert_time_dt_to_plot_dt | Modify datetime values according evprof.start.hour |
| convert_time_dt_to_plot_num | Convert datetime values to sorted numeric values considering... |
| convert_time_num_to_chr | Convert numeric time value (hour-based) to character hour in... |
| convert_time_num_to_period | Convert numeric time value to a datetime period (hour-based) |
| cut_sessions | Cut outliers based on minimum and maximum limits of... |
| define_clusters | Define each cluster with a user profile interpretation |
| detect_outliers | Detect outliers |
| divide_by_disconnection | Divide sessions by disconnection day |
| divide_by_timecycle | Divide sessions by time-cycle |
| drop_outliers | Drop outliers |
| get_charging_rates_distribution | Get charging rates distribution in percentages |
| get_connection_model_mclust_object | Perform 'mclust::Mclust' clustering for multivariate GMM |
| get_connection_model_params | Extract models parameters from mclust object |
| get_connection_models | Get a tibble of connection GMM for every user profile |
| get_daily_avg_n_sessions | Get the daily average number of sessions given a range of... |
| get_daily_n_sessions | Get daily number of sessions given a range of years, months... |
| get_dbscan_params | Get the minPts and eps values for DBSCAN to label only a... |
| get_division_line | ggplot2 type function to plot a division line |
| get_energy_model_mclust_object | Get Mclust object of univariate Gaussian Mixture Models |
| get_energy_model_parameters | Get energy univariate Gaussian Mixture Model |
| get_energy_models | Get a tibble of energy GMM for every user profile |
| get_ev_model | Get the EV model object of class 'evmodel' |
| mutate_to_log | Logarithmic transformation to ConnectionStartDateTime and... |
| plot_bivarGMM | Plot Bivariate Gaussian Mixture Models |
| plot_density_2D | Density plot in 2D, considering Start time and Connection... |
| plot_density_3D | Density plot in 3D, considering Start time and Connection... |
| plot_division_lines | Iteration over evprof::plot_division_line function to plot... |
| plot_energy_models | Compare density of estimated energy with density of real... |
| plot_histogram | Histogram of a variable from sessions data set |
| plot_histogram_grid | Grid of multiple variable histograms |
| plot_kNNdist | Plot kNNdist |
| plot_model_clusters | Plot all bi-variable GMM (clusters) with the colors... |
| plot_outliers | Plot outlying sessions |
| plot_points | Scatter plot of sessions |
| print.evmodel | 'print' method for 'evmodel' object class |
| read_ev_model | Read an EV model JSON file and convert it to object of class... |
| round_to_half | Round numeric time value to half hour basis. |
| round_to_interval | Round to nearest interval |
| save_clustering_iterations | Save iteration plots in PDF file |
| save_ev_model | Save the EV model object of class 'evmodel' to a JSON file |
| sessions_feature_names | Names of standard features of a sessions dataset |
| sessions_summary_feature_names | Names of features to summarise in evprof functions |
| set_profiles | Classify sessions into user profiles |
| summarise_sessions | Statistic summary of sessions features |
