2021
DOI: 10.1038/s41467-021-24941-9
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Proton switching molecular magnetoelectricity

Abstract: The convergence of proton conduction and multiferroics is generating a compelling opportunity to achieve strong magnetoelectric coupling and magneto-ionics, offering a versatile platform to realize molecular magnetoelectrics. Here we describe machine learning coupled with additive manufacturing to accelerate the design strategy for hydrogen-bonded multiferroic macromolecules accompanied by strong proton dependence of magnetic properties. The proton switching magnetoelectricity occurs in three-dimensional molec… Show more

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Cited by 16 publications
(11 citation statements)
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“…For high-throughput screening of integrated molecular energetic ferroelectrics 8 , 22 , a two-step machine learning technique is applied. As shown in Supplementary Fig.…”
Section: Resultsmentioning
confidence: 99%
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“…For high-throughput screening of integrated molecular energetic ferroelectrics 8 , 22 , a two-step machine learning technique is applied. As shown in Supplementary Fig.…”
Section: Resultsmentioning
confidence: 99%
“…Energetic materials used in this study comes from Huang and Massa 37 and Mathieu 36 containing 109 and 307 compounds respectively. The ferroelectric materials 8 come from of which the detonation velocity for three ferroelectric materials are known 6 , 38 , 39 . We use three random train/test splits of 2/1 from among the smaller set of three ferroelectric materials with known detonation velocity values, while keeping the entire set of energetic materials to train the machine learning models.…”
Section: Methodsmentioning
confidence: 99%
“…1 Some of the potential applications of multiferroic materials include microwave devices, 2,3 energy harvesting, and memory storage devices. 4,5 Molecular ferroic materials 6,7 have the exibility of incorporating their structures 8 for exploring new compositions that demonstrate coupling between electric and magnetic responses. [9][10][11] One of the challenges in the path of achieving molecular multiferroic is incorporating suitable ferromagnetic and ferroelectric materials together in such a way that both phases exist simultaneously under the specic temperature, particularly room-temperature multiferroic orders.…”
Section: Introductionmentioning
confidence: 99%
“…The achieved substance with a dark blue color is dried for one day in a vacuum chamber at room temperature. 7,22 The product is a dark blue powder of PB nanocrystals. Since the PB powder is sensitive to oxidation, it is necessary to be kept in the glove box.…”
Section: Introductionmentioning
confidence: 99%
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