#region License Information /* HeuristicLab * Copyright (C) 2002-2018 Heuristic and Evolutionary Algorithms Laboratory (HEAL) * * This file is part of HeuristicLab. * * HeuristicLab is free software: you can redistribute it and/or modify * it under the terms of the GNU General Public License as published by * the Free Software Foundation, either version 3 of the License, or * (at your option) any later version. * * HeuristicLab is distributed in the hope that it will be useful, * but WITHOUT ANY WARRANTY; without even the implied warranty of * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the * GNU General Public License for more details. * * You should have received a copy of the GNU General Public License * along with HeuristicLab. If not, see . */ #endregion using System; namespace HeuristicLab.Problems.Instances.DataAnalysis { public class Powermeter : ResourceRegressionDataDescriptor { public override string Name { get { return "Powermeter"; } } public override string Description { get { return "This dataset contains measurements from a bike powermeter from three rides on different courses including flat and hilly terrain." + "The powermeter output should be estimated using velocity, ascent velocity, acceleration as well as heart rate and cadence data." + "Data from the first two rides can be used for training the model for power predictions for the third ride." + "AscentVelocity is calculated from velocity and measurements of a barometer. Measurements for heartrate, velocity, and AscentVelocity " + "have been smoothed using a quadratic Savitzky-Golay filter. All variables are measured at 1Hz."; } } protected override string TargetVariable { get { return "Power [W]"; } } protected override string[] VariableNames { get { return new string[] { "Date", "Power [W]", "HR [bpm]", "Cadence [bpm]", "Velocity [m/s]", "AscentVelocity [m/h]", "d(HR)/dt [bpm/s]", "Acceleration [m/s²]" }; } } protected override string[] AllowedInputVariables { get { return new string[] { "HR [bpm]", "Cadence [bpm]", "Velocity [m/s]", "AscentVelocity [m/h]", "d(HR)/dt [bpm/s]", "Acceleration [m/s²]" }; } } protected override int TrainingPartitionStart { get { return 0; } } protected override int TrainingPartitionEnd { get { return 13111; } } protected override int TestPartitionStart { get { return 13111; } } protected override int TestPartitionEnd { get { return 17039; } } } }