Tzuhsiung Yang

ORCID: 0000-0002-6751-9806
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About
Contact & Profiles
Research Areas
  • Machine Learning in Materials Science
  • Crystallization and Solubility Studies
  • Electrocatalysts for Energy Conversion
  • X-ray Diffraction in Crystallography
  • Computational Drug Discovery Methods
  • Metal-Catalyzed Oxygenation Mechanisms
  • Metal complexes synthesis and properties
  • Electron and X-Ray Spectroscopy Techniques
  • Advanced battery technologies research
  • Catalytic Processes in Materials Science
  • Catalytic C–H Functionalization Methods
  • CO2 Reduction Techniques and Catalysts
  • Cyclopropane Reaction Mechanisms
  • Porphyrin and Phthalocyanine Chemistry
  • Synthesis and Catalytic Reactions
  • Electrochemical Analysis and Applications
  • Asymmetric Hydrogenation and Catalysis
  • Ionic liquids properties and applications
  • Magnetism in coordination complexes
  • Photosynthetic Processes and Mechanisms
  • Protein Structure and Dynamics
  • Catalytic Cross-Coupling Reactions
  • Oxidative Organic Chemistry Reactions
  • Organometallic Complex Synthesis and Catalysis
  • Advanced Graph Neural Networks

National Tsing Hua University
2022-2025

Massachusetts Institute of Technology
2019-2023

University of Wisconsin–Madison
2016-2022

Johns Hopkins University
2014-2016

A predictive approach for driving down machine learning model errors is introduced and demonstrated across discovery inorganic organic chemistry.

10.1039/c9sc02298h article EN cc-by-nc Chemical Science 2019-01-01

The development of new catalysts for selective nitrene transfer is a continuing area interest. In particular, the ability to control chemoselectivity intermolecular reactions in presence multiple reactive sites has been long-standing challenge field. this paper, we demonstrate examples silver-catalyzed, nondirected, that are both chemoselective and flexible aziridination or C–H insertion, depending on choice ligand. Experimental probes present puzzling picture mechanistic details pathways...

10.1021/jacs.6b07981 article EN Journal of the American Chemical Society 2016-10-11

Recent transformative advances in computing power and algorithms have made computational chemistry central to the discovery design of new molecules materials. First-principles simulations are increasingly accurate applicable large systems with speed needed for high-throughput screening. Despite these strides, combinatorial challenges associated vastness chemical space mean that more than just fast tools accelerated discovery. In transition-metal catalysis, unique arise. The variable spin,...

10.1021/acs.inorgchem.9b00109 article EN publisher-specific-oa Inorganic Chemistry 2019-03-05

Dirhodium-catalyzed C-H amination is hypothesized to proceed via Rh2-nitrene intermediates in either the Rh2(II,II) or Rh2(II,III) redox state. Herein, we report joint theoretical and experimental studies of ground electronic state (GES), potentials, [Rh2(II,III)(O2CCH3)4(L)n](+) (1_L) (L = none, Cl(-), H2O), [Rh2(esp)2](+) (2), Rh2(espn)2Cl (3) (esp α,α,α',α'-tetramethyl-1,3-benzenedipropanoate espn α,α,α',α'-tetramethyl-1,3-benzenedipropanamidate). CASSCF calculations on 1_L yield a wave...

10.1021/jacs.5b12790 article EN Journal of the American Chemical Society 2016-01-28

Discerning the factors that control reactivity of high-valent metal-oxo species is critical to both an understanding metalloenzyme and related transition metal catalysts. Computational studies have suggested excited higher spin state in a number can provide lower energy barrier for oxidation reactions, leading conclusion this unobserved complex should be considered as active oxidant. However, testing these computational predictions by experiment difficult has rarely been accomplished....

10.1021/jacs.6b05027 article EN Journal of the American Chemical Society 2016-08-21

Addition of anionic donors to the manganese(V)-oxo corrolazine complex Mn(V)(O)(TBP8Cz) has a dramatic influence on oxygen-atom transfer (OAT) reactivity with thioether substrates. The six-coordinate [Mn(V)(O)(TBP8Cz)(X)](-) complexes (X = F(-), N3(-), OCN(-)) exhibit ∼5 cm(-1) downshift Mn-O vibrational mode relative parent as seen by resonance Raman spectroscopy. Product analysis shows that oxidation substrates gives sulfoxide product, consistent single OAT. A wide range OAT is for...

10.1021/ja507177h article EN publisher-specific-oa Journal of the American Chemical Society 2014-09-19

Determination of ground-state spins open-shell transition-metal complexes is critical to understanding catalytic and materials properties but also challenging with approximate electronic structure methods. As an alternative approach, we demonstrate how alone can be used guide assignment spin from experimentally determined crystal structures complexes. We first identify the limits distance-based heuristics distributions metal-ligand bond lengths over 2000 unique mononuclear Fe(II)/Fe(III) To...

10.1021/acs.jpca.0c01458 article EN cc-by The Journal of Physical Chemistry A 2020-03-28

Nitrene transfer (NT) reactions represent powerful and direct methods to convert C-H bonds into amine groups that are prevalent in many commodity chemicals pharmaceuticals. The importance of the C-N bond has stimulated development numerous transition-metal complexes effect chemo-, regio-, diastereoselective NT. An ongoing challenge is understand how subtle interactions between catalyst substrate influence site-selectivity amination event. In this work, we explore underlying reasons why...

10.1021/jacs.7b07619 article EN Journal of the American Chemical Society 2017-11-01

The new ligand N3PyamideSR and its FeII complex [FeII(N3PyamideSR)](BF4)2 (1) are described. Reaction of 1 with PhIO at −40 °C gives metastable [FeIV(O)(N3PyamideSR)]2+ (2), containing a sulfide single amide H-bond donor in proximity to the terminal oxo group. Direct evidence for H-bonding is seen structural analogue, [FeII(Cl)(N3PyamideSR)](BF4)2 (3). Complex 2 exhibits rapid O-atom transfer (OAT) toward external substrates, but no intramolecular OAT. However, direct S-oxygenation does...

10.1021/ja410240c article EN publisher-specific-oa Journal of the American Chemical Society 2014-01-28

Solvate ionic liquids (SIL) have promising applications as electrolyte materials and machine learning can help accelerate the virtual screening of candidate molecules for SIL.

10.1039/d0cc03512b article EN cc-by Chemical Communications 2020-01-01

Single atom catalysts (SACs) are emergent catalytic materials that have the promise of merging scalability heterogeneous with high activity and economy homogeneous catalysts. Computational, first-principles modeling can provide essential insight into SAC mechanism active site configuration, where sub-nm-scale environment challenge even highest-resolution experimental spectroscopic techniques. Nevertheless, very properties make SACs attractive in catalysis, such as localized d electrons...

10.3389/fchem.2019.00219 article EN cc-by Frontiers in Chemistry 2019-04-16

This study focuses on enhancing the water oxidation reaction (WOR) efficacy of dinuclear cobalt complex catalysts from both kinetic (turnover frequency, TOF) and thermodynamic (overpotential, η) perspectives. For this purpose, we synthesized six complexes 1-6 comprising non-innocent ligands with different electronically active substituents (-OMe (1), -Me (2), -H (3), -F (4), -Cl (5), -CN (6)). The electronic effects electrochemical WOR under neutral, acidic, alkaline conditions were...

10.1002/chem.202403583 article EN Chemistry - A European Journal 2025-01-07

The addition of Lewis or Brönsted acids (LA = Zn(OTf)2, B(C6F5)3, HBArF, TFA) to the high-valent manganese-oxo complex MnV(O)(TBP8Cz) results in stabilization a valence tautomer MnIV(O-LA)(TBP8Cz•+). ZnII and B(C6F5)3 complexes were characterized by manganese K-edge X-ray absorption spectroscopy (XAS). position edge energies intensities pre-edge (1s 3d) peaks confirm that Mn ion is +4 oxidation state. Fitting extended fine structure (EXAFS) region reveals 4 N/O ligands at Mn-Nave 1.89 Å...

10.1021/acs.inorgchem.6b02109 article EN Inorganic Chemistry 2016-09-30

This paper describes the influence of replacement one rhodium atoms by bismuth in a chiral dirhodium tetracarboxylate catalyst on asymmetric induction cyclopropanation and C–H functionalization chemistry trichloroethyl aryldiazoacetates. The ligand used this study is S-tert-butylsulphonylprolinate (S-TBSP), which was first highly enantioselective catalyst. Even though Rh atom with Bi has changed electronic properties system, RhBi complexes have several similarities to corresponding Rh2...

10.1021/acscatal.8b03054 article EN ACS Catalysis 2018-09-14

<p>Machine learning (ML) models, such as artificial neural networks, have emerged a complement to high-throughput screening, enabling characterization of new compounds in seconds instead hours. The promise ML models enable large-scale, chemical space exploration can only be realized if it is straightforward identify when molecules and materials are outside the model’s domain applicability. Established uncertainty metrics for network either costly obtain (e.g., ensemble models) or rely...

10.26434/chemrxiv.7900277 preprint EN 2019-03-27

The non-heme iron complexes, [FeII(N3PySR)(CH3CN)](BF4)2 (1) and [FeII(N3PyamideSR)](BF4)2 (2), afford rare examples of metastable Fe(III)-OOH Fe(III)-OOtBu complexes containing equatorial thioether ligands a single H-bond donor in the second coordination sphere. These peroxo were characterized by range spectroscopic methods density functional theory studies. influence ligand one on stability properties these was investigated.

10.1039/c4dt00281d article EN Dalton Transactions 2014-01-01

Three new diruthenium oxyanion complexes have been prepared, crystallographically characterized, and screened for their potential to photochemically unmask a reactive Ru-Ru═O intermediate. The most promising candidate, Ru2(chp)4ONO2 (4, chp = 6-chloro-2-hydroxypyridinate), displays set of signals centered around m/z 733 amu in its MALDI-TOF mass spectrum, consistent with the formation [Ru2(chp)4O](+) ([6](+)) ion. These shift 735 4*, which contains an (18)O-labeled nitrate. EPR spectroscopy...

10.1021/jacs.6b05942 article EN Journal of the American Chemical Society 2016-07-13

<p>Determination of ground-state spins open-shell transition metal complexes is critical to understanding catalytic and materials properties but also challenging with approximate electronic structure methods. As an alternative approach, we demonstrate how alone can be used guide assignment spin from experimentally determined crystal structures complexes. We first identify the limits distance-based heuristics distributions metal–ligand bond lengths over 2,000 unique mononuclear...

10.26434/chemrxiv.11874735 preprint EN cc-by-nc-nd 2020-02-21

Construction of nitrogen–nitrogen triple bonds via homocoupling metal nitrides is an important fundamental reaction relevant to a potential Nitrogen Economy. Here, we report that room temperature photolysis Ru2(chp)4N3 (chp– = 2-chloro-6-hydroxypyridinate) in CH2Cl2 produces N2 reductive coupling Ru2(chp)4N nitrido species. Computational analysis reveals the nitride transition state (TS) features out-of-plane "zigzag" geometry instead anticipated planar zigzag TS. However, with intentional...

10.1021/jacs.1c13396 article EN Journal of the American Chemical Society 2022-02-08

Abstract Addition of an anionic donor to Mn V (O) porphyrinoid complex causes a dramatic increase in 2‐electron oxygen‐atom‐transfer (OAT) chemistry. The 6‐coordinate [Mn (O)(TBP 8 Cz)(CN)] − was generated from addition Bu 4 N + CN the 5‐coordinate precursor. cyanide‐ligated characterized for first time by K‐edge X‐ray absorption spectroscopy (XAS) and gives MnO=1.53 Å, MnCN=2.21 Å. In combination with computational studies these distances were shown correlate singlet ground state....

10.1002/chem.201404349 article EN other-oa Chemistry - A European Journal 2014-09-26

The scission of the O-O bond in O2 during respiration and formation photosynthesis are engines aerobic life. Likewise, reduction oxidation reduced oxygen species to form indispensable components for emerging renewable technologies, including energy storage conversion, yet discrete molecule-like systems that promote these fundamental reactions rare. Herein, we report a square-planar tetramanganese cluster formed by self-assembly within metal-organic framework reversibly reduces four...

10.1021/jacs.3c05374 article EN Journal of the American Chemical Society 2023-07-20

Automated patent mining creates domain-specific datasets of molecular structures for generative modeling with limited human intervention.

10.1039/d3dd00041a article EN cc-by Digital Discovery 2023-01-01

Abstract In this study, dinuclear cobalt complexes ( 1 and 2 ) featuring bis(benzimidazole)pyrazolide‐type ligands H L Me were prepared evaluated as molecular electrocatalysts for water oxidation. Notably, bearing a non‐innocent ligand displayed faster catalytic turnover than under alkaline conditions, the base dependence of oxidation kinetic isotope effect analysis indicated that reaction mediated by proceeded different mechanism relative to . Spectroelectrochemical, cold‐spray ionization...

10.1002/cssc.202201317 article EN ChemSusChem 2022-09-09

Electrochemical water oxidation is known as the anodic reaction of splitting. Efficient design and earth-abundant electrocatalysts are crucial to this process. Herein, we report a family catalysts (1–3) bearing bis(benzimidazole)pyrazolide ligands (H2L1–H2L3). H2L3 contains electron-donating substituents noninnocent components, resulting in catalyst 3 exhibiting unique performance. Kinetic studies show first-order kinetic dependence on [3] [H2O] under neutral alkaline conditions. In contrast...

10.1021/acsorginorgau.3c00061 article EN cc-by ACS Organic & Inorganic Au 2024-02-14
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