Enhanced surface temperature estimation of li-ion batteries using optimized random forest model for battery thermal management systems
Anuj Sen, Ambika Pratishtha, Palak Patel, Rudresh Jani, Sruja Brahmbhatt, Nirav Karelia, Vipin Shukla, Kaibalya Prasad Panda, Satyam Panchal, Michael Fowler, Roydon Fraser
Topics & Concepts
Random forestComputer scienceMean squared errorParticle swarm optimizationHyperparameterSupport vector machineBattery (electricity)Feature selectionPerceptronMachine learningMultilayer perceptronDecision treeArtificial intelligenceArtificial neural networkModel selectionLinear regressionDifferential evolutionPrincipal component analysisResponse surface methodologyEnergy managementDecision boundaryComponent (thermodynamics)Supervised learningTest benchThermalMean absolute percentage errorData miningPredictive modellingBoosting (machine learning)Extreme learning machineCorrelation coefficientAdvanced Battery Technologies ResearchAdvanced Battery Materials and TechnologiesMachine Learning and ELM