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Quantum machine learning for corrosion resistance in stainless steel 针对不锈钢耐腐蚀性的量子机器学习
Materials Today Quantum Pub Date : 2024-09-01 DOI: 10.1016/j.mtquan.2024.100013
Muhamad Akrom , Supriadi Rustad , Totok Sutojo , De Rosal Ignatius Moses Setiadi , Hermawan Kresno Dipojono , Ryo Maezono , Moses Solomon
{"title":"Quantum machine learning for corrosion resistance in stainless steel","authors":"Muhamad Akrom ,&nbsp;Supriadi Rustad ,&nbsp;Totok Sutojo ,&nbsp;De Rosal Ignatius Moses Setiadi ,&nbsp;Hermawan Kresno Dipojono ,&nbsp;Ryo Maezono ,&nbsp;Moses Solomon","doi":"10.1016/j.mtquan.2024.100013","DOIUrl":"10.1016/j.mtquan.2024.100013","url":null,"abstract":"<div><p>This study evaluates the efficacy of quantum machine learning (QML) models in predicting stainless steel corrosion behaviour. Using two datasets, the quantum support vector classifier (QSVC) outperformed classical models, achieving accuracies of 95.46 % and 94.80 % for Dataset A and Dataset B, respectively. The QSVC excelled in identifying complex corrosion classes and demonstrated robust performance across diverse environments. This QML approach accurately predicts corrosion without experimental testing, saving significant time and cost. Future research will aim to include more environmental variables and steel types, broadening the model's applicability.</p></div>","PeriodicalId":100894,"journal":{"name":"Materials Today Quantum","volume":"3 ","pages":"Article 100013"},"PeriodicalIF":0.0,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2950257824000131/pdfft?md5=2dbe1782598f260eba88f00b35e603ac&pid=1-s2.0-S2950257824000131-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142094774","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Layer-polarized anomalous Hall effect in the MnBi2Te4/In2Se3 (In2Te3) heterostructures MnBi2Te4/In2Se3 (In2Te3) 异质结构中的层极化反常霍尔效应
Materials Today Quantum Pub Date : 2024-09-01 DOI: 10.1016/j.mtquan.2024.100012
Hong Xu, Xuqi Li, Haidan Sang, Yu Zhang, Wenying Mu, Shifei Qi
{"title":"Layer-polarized anomalous Hall effect in the MnBi2Te4/In2Se3 (In2Te3) heterostructures","authors":"Hong Xu,&nbsp;Xuqi Li,&nbsp;Haidan Sang,&nbsp;Yu Zhang,&nbsp;Wenying Mu,&nbsp;Shifei Qi","doi":"10.1016/j.mtquan.2024.100012","DOIUrl":"10.1016/j.mtquan.2024.100012","url":null,"abstract":"&lt;div&gt;&lt;p&gt;The layer-polarized anomalous Hall effect has emerged as a novel phenomenon in the field of condensed matter physics, holding significant promise for future applications in designing low-dissipation devices. Currently, the layer-polarized anomalous Hall effect has been theoretically predicted or experimentally demonstrated through the application of external electric fields or the utilization of sliding ferroelectricity in diverse systems. Here, through first-principles calculations, we propose a pathway to realize the layer-polarized anomalous Hall effect by constructing A-type antiferromagnetic topological insulator MnBi&lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;2&lt;/mn&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt;Te&lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;4&lt;/mn&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt; based heterostructures with ferroelectric materials In&lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;2&lt;/mn&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt;Se&lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;3&lt;/mn&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt;/In&lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;2&lt;/mn&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt;Te&lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;3&lt;/mn&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt;. Our results firstly show that the sizeable band splitting (larger than 20 meV) appears in the antiferromagnetic 4 septuple layers MnBi&lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;2&lt;/mn&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt;Te&lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;4&lt;/mn&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt;/In&lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;2&lt;/mn&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt;Se&lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;3&lt;/mn&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt; system due to broken inversion symmetry. Further calculations approve that the layer-polarized anomalous Hall conductivity with reversal signs can be observed in the antiferromagnetic 4 septuple layers MnBi&lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;2&lt;/mn&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt;Te&lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;4&lt;/mn&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt;/In&lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;2&lt;/mn&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt;Se&lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;3&lt;/mn&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt; (In&lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;2&lt;/mn&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt;Te&lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;3&lt;/mn&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt;) systems by shifting the Fermi energy level. Additionally, it is also found that ferrimagnetic 4 septuple layers MnBi&lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;2&lt;/mn&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt;Te&lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;4&lt;/mn&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt;/In&lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;2&lt;/mn&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt;Se&lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;3&lt;/mn&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt; (In&lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;2&lt;/mn&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt;Te&lt;span&gt;&lt;math&gt;&lt;msub&gt;&lt;mrow&gt;&lt;/mrow&gt;&lt;mrow&gt;&lt;mn&gt;3&lt;/mn&gt;&lt;/mrow&gt;&lt;/msub&gt;&lt;/math&gt;&lt;/span&gt;) can be realized by controlling the direction of ferroelectric polarization of ferroelectric materials. Thus, the resulting layer-polarized anomalous Hal","PeriodicalId":100894,"journal":{"name":"Materials Today Quantum","volume":"3 ","pages":"Article 100012"},"PeriodicalIF":0.0,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S295025782400012X/pdfft?md5=56d493650688f0da73b3e5e4c7112299&pid=1-s2.0-S295025782400012X-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142094775","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Senna-based carbon quantum dots as probes for the determination of Fe3+ and dopamine 番泻叶基碳量子点作为测定 Fe3+ 和多巴胺的探针
Materials Today Quantum Pub Date : 2024-09-01 DOI: 10.1016/j.mtquan.2024.100014
Ping Lu , Xiangru Hou , Lu Ga , Gerile Aodeng , Jun Ai
{"title":"Senna-based carbon quantum dots as probes for the determination of Fe3+ and dopamine","authors":"Ping Lu ,&nbsp;Xiangru Hou ,&nbsp;Lu Ga ,&nbsp;Gerile Aodeng ,&nbsp;Jun Ai","doi":"10.1016/j.mtquan.2024.100014","DOIUrl":"10.1016/j.mtquan.2024.100014","url":null,"abstract":"<div><p>Carbon quantum dots (CQDs) are widely used in optical biosensors due to their good biocompatibility and easy synthesis type. Although the carbon sources for preparing CQDs are quite extensive, it is not common to prepare CQDs using herbs as carbon sources. Therefore, CQDs for fluorescence determination of Fe<sup>3+</sup> and dopamine (DA) were prepared by microwave heating using senna leaf as carbon source. The prepared CQDs showed good dispersion and uniform sphericity under transmission electron microscopy (TEM), with an average particle size of 3.510 nm. Under ultraviolet light, CQDs fluoresce brightly blue and have a strong fluorescence (&gt;1.200*10<sup>3</sup> a.u.), with no change in fluorescence intensity over a week. The prepared CQDs were quenched by Fe<sup>3+</sup> and DA probably due to the static burst effect, which can be confirmed by X-ray photoelectron spectroscopy (XPS) and fourier-transform infrared spectroscopy (FT-IR) analyses. The method has a good linear relationship for Fe<sup>3+</sup> in the range of 10–3000 μmol/L with a determination limit of 0.1671 μmol/L, and an excellent linear relationship for DA in the range of 5–3000 μmol/L with a determination limit of 0.1653 μmol/L. The method was applied to the determination of Fe<sup>3+</sup> and DA in real samples, and the recovery rate was satisfactory.</p></div>","PeriodicalId":100894,"journal":{"name":"Materials Today Quantum","volume":"3 ","pages":"Article 100014"},"PeriodicalIF":0.0,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2950257824000143/pdfft?md5=2f99c1aa0ced4ec7038f7255994e795e&pid=1-s2.0-S2950257824000143-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142148583","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Synthesis of strongly confined Bi2Te3 quantum dots by pulsed laser ablation in liquids 通过脉冲激光烧蚀在液体中合成强约束 Bi2Te3 量子点
Materials Today Quantum Pub Date : 2024-08-22 DOI: 10.1016/j.mtquan.2024.100011
Rajendra Subedi , Francisco Ruiz-Zepeda , Qiaohui Zhou , Xin Lu , Grégory Guisbiers
{"title":"Synthesis of strongly confined Bi2Te3 quantum dots by pulsed laser ablation in liquids","authors":"Rajendra Subedi ,&nbsp;Francisco Ruiz-Zepeda ,&nbsp;Qiaohui Zhou ,&nbsp;Xin Lu ,&nbsp;Grégory Guisbiers","doi":"10.1016/j.mtquan.2024.100011","DOIUrl":"10.1016/j.mtquan.2024.100011","url":null,"abstract":"<div><p>Quantum dots are semiconductor nanoparticles where electrons’ motion is confined within the three physical dimensions of the nanoparticle, such that discretization of energy levels is observed. In this article, quantum dots of Bi<sub>2</sub>Te<sub>3</sub>, with sizes around 9 ± 2 nm and energy bandgap around ∼ 2.8 eV, were successfully synthesized by pulsed laser ablation in liquids. Those dots were found to be within the strong confinement regime.</p></div>","PeriodicalId":100894,"journal":{"name":"Materials Today Quantum","volume":"3 ","pages":"Article 100011"},"PeriodicalIF":0.0,"publicationDate":"2024-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2950257824000118/pdfft?md5=afbc86d67682813fabc58b44b380c138&pid=1-s2.0-S2950257824000118-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142075926","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Stabilization mechanisms of magnetic skyrmion crystal and multiple-Q states based on momentum-resolved spin interactions 基于动量分辨自旋相互作用的磁性天融晶体和多Q态稳定机制
Materials Today Quantum Pub Date : 2024-08-17 DOI: 10.1016/j.mtquan.2024.100010
Satoru Hayami , Ryota Yambe
{"title":"Stabilization mechanisms of magnetic skyrmion crystal and multiple-Q states based on momentum-resolved spin interactions","authors":"Satoru Hayami ,&nbsp;Ryota Yambe","doi":"10.1016/j.mtquan.2024.100010","DOIUrl":"10.1016/j.mtquan.2024.100010","url":null,"abstract":"<div><p>Multiple-<span><math><mi>Q</mi></math></span> states as represented by a magnetic skyrmion crystal and hedgehog crystal have been extensively studied in recent years owing to their unconventional physical properties. The materials hosting multiple-<span><math><mi>Q</mi></math></span> states have been so far observed in a variety of lattice structures and chemical compositions, which indicates rich stabilization mechanisms inducing the multiple-<span><math><mi>Q</mi></math></span> states. We review recent developments in the research of the stabilization mechanisms of such multiple-<span><math><mi>Q</mi></math></span> states with an emphasis on the microscopic spin interactions in momentum space. We show that an effective momentum-resolved spin model is a canonical model for not only understanding the microscopic origin of various multiple-<span><math><mi>Q</mi></math></span> states but also exploring further exotic multiple-<span><math><mi>Q</mi></math></span> states with topological properties. We introduce several key ingredients to realize the magnetic skyrmion crystal with the skyrmion numbers of one and two, hedgehog crystal, meron–antimeron crystal, bubble crystal, and other multiple-<span><math><mi>Q</mi></math></span> states. We also review that the effective spin model can be used to reproduce the magnetic phase diagram in experiments efficiently.</p></div>","PeriodicalId":100894,"journal":{"name":"Materials Today Quantum","volume":"3 ","pages":"Article 100010"},"PeriodicalIF":0.0,"publicationDate":"2024-08-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2950257824000106/pdfft?md5=93373e393eed686b303bb92293c4950c&pid=1-s2.0-S2950257824000106-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142020885","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Selective detection of Co2+ by L-CyS/AA CQDs and Construction of PASS 0 gate 用 L-CyS/AA CQDs 选择性检测 Co2+ 并构建 PASS 0 门
Materials Today Quantum Pub Date : 2024-07-23 DOI: 10.1016/j.mtquan.2024.100009
Lijun Liu , Xiangru Hou , Gerile Aodeng , Lu Ga , Jun Ai
{"title":"Selective detection of Co2+ by L-CyS/AA CQDs and Construction of PASS 0 gate","authors":"Lijun Liu ,&nbsp;Xiangru Hou ,&nbsp;Gerile Aodeng ,&nbsp;Lu Ga ,&nbsp;Jun Ai","doi":"10.1016/j.mtquan.2024.100009","DOIUrl":"10.1016/j.mtquan.2024.100009","url":null,"abstract":"<div><p>Since the accidental discovery of carbon quantum dots (CQDs) in 2004, they have been widely used in the field of fluorescence sensing by combining their good optical and physicochemical properties with a wide source of raw materials and a simple synthesis process. In this work, we have synthesised sulphur-doped carbon quantum dots L-CyS/AA CQDs by a one-step microwave method using L-cysteine (L-CyS) and ascorbic acid (AA) as carbon and sulphur sources. It was also analysed by fluorescence spectroscopy, X-ray photoelectron spectroscopy (XPS) and transmission electron microscopy (TEM). The prepared L-CyS/AA CQDs showed good dispersion under TEM with a spherical shape and an average particle size of 7.3 nm. L-CyS/AA CQDs were observed to be bright blue-green fluorescent with strong fluorescence (&gt;3.5*10<sup>3</sup> a.u.) under UV light irradiation. PASS 0 logic gate operation can be achieved by controlling different fluorescent input and output. L-CyS/AA CQDs were able to achieve selective detection of Co<sup>2+</sup> with a LOD of 63.2 μM, which provides a new method for Co<sup>2+</sup> detection that can be used for the detection of Co<sup>2+</sup> in real water samples.</p></div>","PeriodicalId":100894,"journal":{"name":"Materials Today Quantum","volume":"3 ","pages":"Article 100009"},"PeriodicalIF":0.0,"publicationDate":"2024-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S295025782400009X/pdfft?md5=69c523d235651d9819015fb90c361e78&pid=1-s2.0-S295025782400009X-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141848720","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
External manipulation of the spin-orbit torque and magnetization switching in gradient CoPd single layer via hydrogen 通过氢对梯度 CoPd 单层中的自旋轨道力矩和磁化切换进行外部操纵
Materials Today Quantum Pub Date : 2024-07-03 DOI: 10.1016/j.mtquan.2024.100008
Zehan Chen , Xiaoguang Li , Lin Liu , Tao Lin , Jiai Ning , Hui Yang , Shunpu Li , Hongyu An
{"title":"External manipulation of the spin-orbit torque and magnetization switching in gradient CoPd single layer via hydrogen","authors":"Zehan Chen ,&nbsp;Xiaoguang Li ,&nbsp;Lin Liu ,&nbsp;Tao Lin ,&nbsp;Jiai Ning ,&nbsp;Hui Yang ,&nbsp;Shunpu Li ,&nbsp;Hongyu An","doi":"10.1016/j.mtquan.2024.100008","DOIUrl":"https://doi.org/10.1016/j.mtquan.2024.100008","url":null,"abstract":"<div><p>Recent findings regarding spin-orbit torques (SOTs) and current-induced magnetization switching in ferromagnetic (FM) single layers have attracted substantial attention due to the advantage of not necessitating the use of heavy-metal layers. Nevertheless, despite prior studies on the interior structural engineering of the SOT, the external techniques for manipulating the SOT in the FM single layer remains elusive, which is indispensable for the practical application of the single layer SOT devices. Here, we demonstrate external manipulation of SOT generation in CoPd single layer through the fabrication of CoPd film with a composition gradient, utilizing the H<sub>2</sub>-absorption property of Pd. It is found that the H-induced strain within the CoPd film plays a pivotal role in generating SOT. Meanwhile, we demonstrate that the critical current density required for the current-induced magnetization switching is markedly diminished with the application of H<sub>2</sub> due to the enhanced SOT generation and reduced perpendicular magnetic anisotropy energy. Our findings offer a straightforward method for external manipulation of single layer SOT devices, and hold the potential for applications of the spintronic devices.</p></div>","PeriodicalId":100894,"journal":{"name":"Materials Today Quantum","volume":"3 ","pages":"Article 100008"},"PeriodicalIF":0.0,"publicationDate":"2024-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2950257824000088/pdfft?md5=9f7c22a65b94171cc1ca8770c34bccfd&pid=1-s2.0-S2950257824000088-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141541815","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Variational quantum circuit-based quantum machine learning approach for predicting corrosion inhibition efficiency of pyridine-quinoline compounds 基于变量量子电路的量子机器学习方法用于预测吡啶-喹啉化合物的缓蚀效率
Materials Today Quantum Pub Date : 2024-04-16 DOI: 10.1016/j.mtquan.2024.100007
Muhamad Akrom , Supriadi Rustad , Hermawan Kresno Dipojono
{"title":"Variational quantum circuit-based quantum machine learning approach for predicting corrosion inhibition efficiency of pyridine-quinoline compounds","authors":"Muhamad Akrom ,&nbsp;Supriadi Rustad ,&nbsp;Hermawan Kresno Dipojono","doi":"10.1016/j.mtquan.2024.100007","DOIUrl":"https://doi.org/10.1016/j.mtquan.2024.100007","url":null,"abstract":"<div><p>This work used a variational quantum circuit (VQC) in conjunction with a quantitative structure-property relationship (QSPR) model to completely investigate the corrosion inhibition efficiency (CIE) displayed by pyridine-quinoline compounds acting as corrosion inhibitors. Compared to conventional methods like multilayer perceptron neural networks (MLPNN), the VQC model predicts the CIE more accurately. With a coefficient of determination (R<sup>2</sup>), root mean square error (RMSE), mean absolute error (MAE), and mean absolute deviation (MAD) values of 0.989, 0.027, 0.024, and 0.019, respectively, VQC performs better. The established VQC model predicts the CIE with outstanding predictive accuracy for four newly synthesized pyrimidine derivative compounds: 1-(4-fluorophenyl)- 3-(4-(pyridin-4-ylmethyl)phenyl)urea <strong>(P1)</strong>, 1-phenyl-3-(4-(pyridin-4-ylmethyl)phenyl)urea <strong>(P2)</strong>, 1-(4-methylphenyl)-3-(4-(pyridin-4-ylmethyl)phenyl)urea <strong>(P3)</strong>, and quaternary ammonium salt dimer <strong>(P4)</strong>. It generates remarkably high CIE values of 92.87, 94.05, 94.96, and 96.93 for P1, P2, P3, and P4, respectively. With its ability to streamline the testing and production processes for novel anti-corrosion materials, this innovative approach holds the potential to revolutionize the market.</p></div>","PeriodicalId":100894,"journal":{"name":"Materials Today Quantum","volume":"2 ","pages":"Article 100007"},"PeriodicalIF":0.0,"publicationDate":"2024-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2950257824000076/pdfft?md5=7241feb2d43701adfafaece20d0bfc21&pid=1-s2.0-S2950257824000076-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140557365","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Skyrmion lattice in centrosymmetric magnets with local Dzyaloshinsky–Moriya interaction 具有局部 Dzyaloshinsky-Moriya 相互作用的中心对称磁体中的 Skyrmion 晶格
Materials Today Quantum Pub Date : 2024-04-06 DOI: 10.1016/j.mtquan.2024.100006
Shi-Zeng Lin
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引用次数: 0
Universal quantum computing based on magnetic domain-wall qubits 基于磁畴壁量子比特的通用量子计算
Materials Today Quantum Pub Date : 2024-04-04 DOI: 10.1016/j.mtquan.2024.100005
Shuang Li , Xichao Zhang , Motohiko Ezawa , Yan Zhou
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引用次数: 0
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