Research Explorer

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Researcher

Pieter Plehiers

Awards & Distinctions

24 Results

2022

Speeding up turbulent reactive flow simulation via a deep artificial neural network : a methodology study

Yi OuyangLaurien VandewalleLin ChenPieter PlehiersMaarten DobbelaereGeraldine HeynderickxGuy MarinKevin Van Geem

A1 Journal Article in CHEMICAL ENGINEERING JOURNAL

2021

Building a holistic kinetic Monte Carlo modeling framework for achieving carbon circularity in vinyl copolymers

Onur DoguPieter PlehiersRuben Van de VijverDagmar D'hoogePaul Van SteenbergeKevin Van Geem

Distribution changes during thermal degradation of poly(styrene peroxide) by pairing tree-based kinetic Monte Carlo and artificial intelligence tools

Onur DoguPieter PlehiersRuben Van de VijverDagmar D'hoogePaul Van SteenbergeKevin Van Geem

A1 Journal Article in INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

Distribution changes during thermal degradation of poly(styrene peroxide) by pairing tree-based kinetic Monte Carlo and artificial intelligence tools

Onur DoguPieter PlehiersRuben Van de VijverDagmar D'hoogePaul Van SteenbergeKevin Van Geem

Fast estimation of standard enthalpy of formation with chemical accuracy by artificial neural network correction of low-level-of-theory ab initio calculations

Pieter PlehiersIstvan LengyelDavid WestGuy MarinChristian StevensKevin Van Geem

A1 Journal Article in CHEMICAL ENGINEERING JOURNAL

Learning molecular representations for thermochemistry prediction of cyclic hydrocarbons and oxygenates

Maarten DobbelaerePieter PlehiersRuben Van de VijverChristian StevensKevin Van Geem

A1 Journal Article in JOURNAL OF PHYSICAL CHEMISTRY A

Machine learning in chemical engineering : strengths, weaknesses, opportunities, and threats

Maarten DobbelaerePieter PlehiersRuben Van de VijverChristian StevensKevin Van Geem

A1 Journal Article in ENGINEERING

2020

Artificial intelligence for computer-aided synthesis in flow : analysis and selection of reaction components

Pieter PlehiersConnor ColeyHanyu GaoFlorence VermeireMaarten DobbelaereChristian StevensKevin Van GeemWilliam H. Green

A2 Journal Article in FRONTIERS IN CHEMICAL ENGINEERING

Kinetic Monte Carlo simulations of poly(styrene peroxide) chemical recycling

Onur DoguPieter PlehiersRuben Van de VijverPaul Van SteenbergeDagmar D'hoogeKevin Van Geem

Multi-scale modeling of chemical processes via machine learning

Pieter PlehiersKevin Van GeemChris Stevens

2019

A robotic platform for flow synthesis of organic compounds informed by AI planning

Connor W. ColeyDale A. ThomasJustin A. M. LummissJonathan N. JaworskiChristopher P. BreenVictor SchultzTravis HartJoshua S. FishmanLuke RogersHanyu Gao et al.

A1 Journal Article in SCIENCE

Accelerating reactive CFD simulations with detailed pyrolysis chemistry using artificial neural networks

Pieter PlehiersLaurien VandewalleGuy MarinChristian StevensKevin Van Geem

An artificial neural network-based approach to thermodynamic property estimation

Ruben Van de VijverPieter PlehiersPieter-Jan VerberckmoesGuy MarinChristian StevensKevin Van Geem

Artificial intelligence in steam cracking modeling : a deep learning algorithm for detailed effluent prediction

Pieter PlehiersSteffen SymoensIsmaël AmghizarGuy MarinChristian StevensKevin Van Geem

A1 Journal Article in ENGINEERING

Towards revolutionizing process : and reaction engineering with artificial intelligence-based models

Pieter PlehiersSteffen SymoensIsmaël AmghizarPieter-Jan VerberckmoesGuy MarinChristian StevensKevin Van Geem

2018

Ab-Initio Derived Group Additivity Model for Intra-Molecular Hydrogen Abstraction Reactions

Pieter PlehiersRuben Van de VijverMaarten SabbeMarie-Françoise ReyniersKevin Van GeemGuy Marin

Automated reaction database and reaction network analysis : extraction of reaction templates using cheminformatics

Pieter PlehiersGuy MarinChristian StevensKevin Van Geem

A1 Journal Article in JOURNAL OF CHEMINFORMATICS

Automated system for knowledge-based continuous organic synthesis : data-driven pathway design and validation

Connor ColeyPieter PlehiersWengong JinHanyu GaoYuran WangJohn SchreckKyle BishopRegina BarzilayTommi JaakkolaWilliam Green et al.

Conversion of solid waste to diesel via catalytic pressure-less depolymerization : pilot scale production and detailed compositional characterization

Pieter PlehiersArturo González QuirogaMarko DjokicKevin Van GeemGuy Marin

Machine learning and continuous flow : detection and correction of flow-incompatible reaction conditions

Pieter PlehiersConnor W ColeyHanyu GaoWilliam H GreenGuy MarinChristian StevensKevin Van Geem

Machine learning for efficient and continuous retrosynthetic product design : a novel reaction identifier

Pieter PlehiersC.W. ColeyH. GaoW.H. GreenGuy MarinChristian StevensKevin Van Geem

2017

Automated reaction family generation and analysis using cheminformatics

Pieter PlehiersGuy MarinChristian StevensKevin Van Geem

2016

Large Eddy Simulation of Enhanced 3D Pyrolysis Reactors

Pieter ReyniersPieter PlehiersDavid Van CauwenbergeKevin Van GeemGuy Marin

2014

Sunflower oil to biodiesel: kinetic modelling

Pieter PlehiersLise VerbruggenMarijke VervenneKenneth TochJoris Thybaut