We report a methodology using machine learning to capture chemical intuition from a set of (partially) failed attempts to synthesize a metal-organic framework. We define chemical intuition as the collection of unwritten guidelines used by synthetic chemists to find the right synthesis conditions. As (partially) failed experiments usually remain unreported, we have reconstructed a typical track of failed experiments in a successful search for finding the optimal synthesis conditions that yields HKUST-1 with the highest surface area reported to date. We illustrate the importance of quantifying this chemical intuition for the synthesis of novel materials.
This review provides an overview on the different types of electronic MOF sensors used for the detection of molecules in the gas/vapour phase and how to assess their performances.
Biofuels are considered sustainable and renewable alternatives to conventional fossil fuels. Biobutanol has recently emerged as an attractive option compared to bioethanol and biodiesel, but a significant challenge in its production lies in the separation stage. The current industrial process for the production of biobutanol includes the ABE (acetone−butanol−ethanol) fermentation process from biomass; the resulting fermentation broth has a butanol concentration of no more than 2 wt% (the rest is essentially water). Therefore, the development of a cost-effective process for separation of butanol from dilute aqueous solutions is highly desirable. The use of porous materials for the adsorptive separation of ABE mixtures is considered a highly promising route, as these materials can potentially have high affinities for alcohols and low affinities for water. To date, zeolites have been tested toward this separation, but their hydrophilic nature makes them highly incompetent for this application. The use of metal−organic frameworks (MOFs) is an apparent solution; however, their low hydrolytic stabilities hinder their implementation in this application. So far, a few nanoporous zeolitic imidazolate frameworks (ZIFs) have shown excellent potential for butanol separation due to their good hydrolytic and thermal stabilities. Herein, we present a novel, porous, and hydrophobic MOF based on copper ions and carborane−carboxylate ligands, mCB-MOF-1, for butanol recovery. mCB-MOF-1 exhibits excellent stability when immersed in organic solvents, water at 90 °C for at least two months, and acidic and basic aqueous solutions. We found that, like ZIF-8, mCB-MOF-1 is non-porous to water (type II isotherm), but it has higher affinity for ethanol, butanol, and acetone compared to ZIF-8, as suggested by the shape of the vapor isotherms at the crucial low-pressure region. This is reflected in the separation of a realistic ABE mixture in which mCB-MOF-1 recovers butanol more efficiently compared to ZIF-8 at 333 K.
In
this work, we report the synthesis of SION-8, a
novel metal–organic framework (MOF) based on Ca(II) and a tetracarboxylate
ligand TBAPy4– endowed with two chemically distinct
types of pores characterized by their hydrophobic and hydrophilic
properties. By altering the activation conditions, we gained access
to two bulk materials: the fully activated SION-8F and
the partially activated SION-8P with exclusively the
hydrophobic pores activated. SION-8P shows high affinity
for both CO2 (Qst = 28.4 kJ/mol)
and CH4 (Qst = 21.4 kJ/mol),
while upon full activation, the difference in affinity for CO2 (Qst = 23.4 kJ/mol) and CH4 (Qst = 16.0 kJ/mol) is more pronounced.
The intrinsic flexibility of both materials results in complex adsorption
behavior and greater adsorption of gas molecules than if the materials
were rigid. Their CO2/CH4 separation performance
was tested in fixed-bed breakthrough experiments using binary gas
mixtures of different compositions and rationalized in terms of molecular
interactions. SION-8F showed a 40–160% increase
(depending on the temperature and the gas mixture composition probed)
of the CO2/CH4 dynamic breakthrough selectivity
compared to SION-8P, demonstrating the possibility to
rationally tune the separation performance of a single MOF by manipulating
the stepwise activation made possible by the MOF’s biporous
nature.
We demonstrate the use of an in situ formed frustrated Lewis pair within MOF-545 to effectively hydrogenate CO2 to methoxide at a low temperature and pressure.
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