PMID- 34240080 OWN - NLM STAT- PubMed-not-MEDLINE LR - 20240403 IS - 2691-3704 (Electronic) IS - 2691-3704 (Linking) VI - 1 IP - 6 DP - 2021 Jun 28 TI - Heterogeneity in the Fragmentation of Ziegler Catalyst Particles during Ethylene Polymerization Quantified by X-ray Nanotomography. PG - 852-864 LID - 10.1021/jacsau.1c00130 [doi] AB - Ziegler-type catalysts are the grand old workhorse of the polyolefin industry, yet their hierarchically complex nature complicates polymerization activity-catalyst structure relationships. In this work, the degree of catalyst framework fragmentation of a high-density polyethylene (HDPE) Ziegler-type catalyst was studied using ptychography X-ray-computed nanotomography (PXCT) in the early stages of ethylene polymerization under mild reaction conditions. An ensemble consisting of 434 fully reconstructed ethylene prepolymerized Ziegler catalyst particles prepared at a polymer yield of 3.4 g HDPE/g catalyst was imaged. This enabled a statistical route to study the heterogeneity in the degree of particle fragmentation and therefore local polymerization activity at an achieved 3-D spatial resolution of 74 nm without requiring invasive imaging tools. To study the degree of catalyst fragmentation within the ensemble, a fragmentation parameter was constructed based on a k-means clustering algorithm that relates the quantity of polyethylene formed to the average size of the spatially resolved catalyst fragments. With this classification method, we have identified particles that exhibit weak, moderate, and strong degrees of catalyst fragmentation, showing that there is a strong heterogeneity in the overall catalyst particle fragmentation and thus polymerization activity within the entire ensemble. This hints toward local mass transfer limitations or other deactivation phenomena. The methodology used here can be applied to all polyolefin catalysts, including metallocene and the Phillips catalysts to gain statistically relevant fundamental insights in the fragmentation behavior of an ensemble of catalyst particles. CI - (c) 2021 The Authors. Published by American Chemical Society. FAU - Bossers, Koen W AU - Bossers KW AD - Inorganic Chemistry & Catalysis, Debye Institute for Nanomaterials Science, Utrecht University, Universiteitsweg 99, 3584 CG Utrecht, The Netherlands. FAU - Valadian, Roozbeh AU - Valadian R AD - Inorganic Chemistry & Catalysis, Debye Institute for Nanomaterials Science, Utrecht University, Universiteitsweg 99, 3584 CG Utrecht, The Netherlands. FAU - Garrevoet, Jan AU - Garrevoet J AD - Photon Science at Deutsches Elektronen-Synchrotron DESY, Hamburg 22603, Germany. FAU - van Malderen, Stijn AU - van Malderen S AD - Photon Science at Deutsches Elektronen-Synchrotron DESY, Hamburg 22603, Germany. FAU - Chan, Robert AU - Chan R AD - SABIC, P.O. Box 319, 6160 AH Geleen, The Netherlands. FAU - Friederichs, Nic AU - Friederichs N AD - SABIC, P.O. Box 319, 6160 AH Geleen, The Netherlands. FAU - Severn, John AU - Severn J AD - DSM Materials Science Center, 6167 RD Geleen, The Netherlands. FAU - Wilbers, Arnold AU - Wilbers A AD - DSM Materials Science Center, 6167 RD Geleen, The Netherlands. FAU - Zanoni, Silvia AU - Zanoni S AD - Inorganic Chemistry & Catalysis, Debye Institute for Nanomaterials Science, Utrecht University, Universiteitsweg 99, 3584 CG Utrecht, The Netherlands. FAU - Jongkind, Maarten K AU - Jongkind MK AD - Inorganic Chemistry & Catalysis, Debye Institute for Nanomaterials Science, Utrecht University, Universiteitsweg 99, 3584 CG Utrecht, The Netherlands. FAU - Weckhuysen, Bert M AU - Weckhuysen BM AUID- ORCID: 0000-0001-5245-1426 AD - Inorganic Chemistry & Catalysis, Debye Institute for Nanomaterials Science, Utrecht University, Universiteitsweg 99, 3584 CG Utrecht, The Netherlands. FAU - Meirer, Florian AU - Meirer F AUID- ORCID: 0000-0001-5581-5790 AD - Inorganic Chemistry & Catalysis, Debye Institute for Nanomaterials Science, Utrecht University, Universiteitsweg 99, 3584 CG Utrecht, The Netherlands. LA - eng PT - Journal Article DEP - 20210504 PL - United States TA - JACS Au JT - JACS Au JID - 101775714 PMC - PMC8243319 COIS- The authors declare no competing financial interest. EDAT- 2021/07/10 06:00 MHDA- 2021/07/10 06:01 PMCR- 2021/05/04 CRDT- 2021/07/09 07:04 PHST- 2021/03/21 00:00 [received] PHST- 2021/07/09 07:04 [entrez] PHST- 2021/07/10 06:00 [pubmed] PHST- 2021/07/10 06:01 [medline] PHST- 2021/05/04 00:00 [pmc-release] AID - 10.1021/jacsau.1c00130 [doi] PST - ppublish SO - JACS Au. 2021 Jun 28;1(6):852-864. doi: 10.1021/jacsau.1c00130. Epub 2021 May 4.