Big data approach to batch process monitoring: Simultaneous fault detection and diagnosis using nonlinear support vector machine-based feature selection

Melis Onel, Chris A. Kieslich, Yannis A. Guzman, +2

Computers & Chemical Engineering

Fault DiagnosisEngineeringMachine LearningData ScienceData Mining +11

A nonlinear support vector machine‐based feature selection approach for fault detection and diagnosis: Application to the Tennessee Eastman process

Melis Onel, Chris A. Kieslich, Efstratios N. Pistikopoulos

AIChE Journal

Fault DiagnosisEngineeringMachine LearningData ScienceData Mining +13

DOMINO: Data-driven Optimization of bi-level Mixed-Integer NOnlinear Problems

Burcu Beykal, Styliani Avraamidou, Ioannis P.E. Pistikopoulos, +2

Journal of Global Optimization

Mathematical ProgrammingNumerical AnalysisData-driven OptimizationEngineeringInteger Optimization +4

A data‐driven optimization algorithm for differential algebraic equations with numerical infeasibilities

Burcu Beykal, Melis Onel, Onur Onel, +1

AIChE Journal

Data-Driven Prescriptive Maintenance: Failure Prediction Using Ensemble Support Vector Classification for Optimal Process and Maintenance Scheduling

Christopher Ampofo Kwadwo Gordon, Baris Burnak, Melis Onel, +1

Industrial & Engineering Chemistry Research

Data-driven Prescriptive MaintenanceEngineeringMachine LearningIndustrial EngineeringSafety Science +24

Reprint of: Big data approach to batch process monitoring: Simultaneous fault detection and diagnosis using nonlinear support vector machine-based feature selection

Melis Onel, Chris A. Kieslich, Yannis A. Guzman, +2

Computers & Chemical Engineering

Fault DiagnosisEngineeringMachine LearningData ScienceData Mining +13

Highly Accurate Structure-Based Prediction of HIV-1 Coreceptor Usage Suggests Intermolecular Interactions Driving Tropism

Chris A. Kieslich, Phanourios Tamamis, Yannis A. Guzman, +2

PLoS ONE

EngineeringImmunologyMolecular BiologyViral Structural ProteinProtein Folding +17

Simultaneous Fault Detection and Identification in Continuous Processes via nonlinear Support Vector Machine based Feature Selection

Melis Onel, Chris A. Kieslich, Yannis A. Guzman, +1

Computer-aided chemical engineering/Computer aided chemical engineering

Fault DiagnosisReliability EngineeringEngineeringMachine LearningData Science +11

Grouping of complex substances using analytical chemistry data: A framework for quantitative evaluation and visualization

Melis Onel, Burcu Beykal, Kyle Ferguson, +8

PLoS ONE

EngineeringChemical AnalysisChemical CompositionAnalytical Chemistry DataExposomics +21

An analysis and evaluation of the WeFold collaborative for protein structure prediction and its pipelines in CASP11 and CASP12

Chen Keasar, Liam J. McGuffin, Björn Wallner, +134

Scientific Reports