{"title":"A study of machine-learning-derived formulas using artificially generated dataset","authors":"Donggeon Lee, Sooran Kim","doi":"10.1007/s40042-024-01103-w","DOIUrl":"10.1007/s40042-024-01103-w","url":null,"abstract":"<div><p>In this study, we investigate the effectiveness of machine learning (ML) models in constructing empirical formulas for the superconducting transition temperature (<i>T</i><sub>c</sub>) by comparing ML-derived equations with McMillan’s equation. We utilized artificially generated data with a size of 10,000 from McMillan’s equation and employed the parametric brute force searching (BFS) algorithm to search for model equations varying model complexity and dataset size. The BFS models with features of the Debye temperature and electron–phonon coupling exhibit the RMSE of 0.830 K and <i>R</i><sup>2</sup> of 0.976 even with a small dataset size of 100. The ML-derived formula is also close to McMillan’s equation showing a linear relationship between the Debye temperature and <i>T</i><sub>c</sub>, as well as a cubic relationship between electron–phonon coupling and <i>T</i><sub>c</sub>. Furthermore, we analyzed feature contributions using non-parametric random forest (RF) regression and found the strong relevance of electron–phonon coupling on <i>T</i><sub>c</sub>. Our results demonstrate the importance of feature selection and model complexity in effectively predicting <i>T</i><sub>c</sub> rather than simply adding more data.</p></div>","PeriodicalId":677,"journal":{"name":"Journal of the Korean Physical Society","volume":null,"pages":null},"PeriodicalIF":0.8,"publicationDate":"2024-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141198257","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Junhao Feng, Ji-Hoon Choi, Xue Zhang, Jaehoon Park, Jin-Hyuk Bae
{"title":"Effects of iodine doping on structural and electrical characteristics of solution-processed indium oxide thin-film transistors and its potential application for iodine sensing","authors":"Junhao Feng, Ji-Hoon Choi, Xue Zhang, Jaehoon Park, Jin-Hyuk Bae","doi":"10.1007/s40042-024-01099-3","DOIUrl":"10.1007/s40042-024-01099-3","url":null,"abstract":"<div><p>This study investigated the influence of solution-processed indium oxide (In<sub>2</sub>O<sub>3</sub>) thin-film transistors (TFTs) with various iodine vapor (I<sub>2</sub>) doping times. Prolonged iodine doping time is found to induce some important changes in the devices: (i) increase in In<sub>2</sub>O<sub>3</sub> film thickness and nanoparticle size; (ii) decrease in the metal-hydroxyl bonding and increase in the metal–oxygen bonding; (iii) the positive moved threshold voltage, lower field-effect mobility, and higher on/off current ratio from 0 s (sec) to 10 s. Furthermore, vacuum thermal treatment, as a facial, novel method to recover the electrical performances of I<sub>2</sub>-doped In<sub>2</sub>O<sub>3</sub> TFTs was examined. I<sub>2</sub>-doped In<sub>2</sub>O<sub>3</sub> TFTs for 10 s with vacuum thermal treatment at 200 ℃ exhibited excellent recovery properties of electrical. The results indicate that iodine doping can change the electrical properties of In<sub>2</sub>O<sub>3</sub> TFTs and could potentially be used for I<sub>2</sub> gas sensor.</p></div>","PeriodicalId":677,"journal":{"name":"Journal of the Korean Physical Society","volume":null,"pages":null},"PeriodicalIF":0.8,"publicationDate":"2024-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141196865","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Analysis of wetting properties of microstructured polymer surfaces to achieve superhydrophobic properties","authors":"Ji Seong Choi, Min Bae, Seong Min Kang","doi":"10.1007/s40042-024-01098-4","DOIUrl":"10.1007/s40042-024-01098-4","url":null,"abstract":"<div><p>Superhydrophobic surfaces have gained significant research attention for various applications, such as self-cleaning and microfluidics. To develop superhydrophobic surfaces, diverse materials and structures are used to reduce the surface energy. Specific coatings can control the intrinsic contact angle (CA) by reducing the surface energy of a material. In this study, we fabricated and evaluated polymeric superhydrophobic surfaces. The superhydrophobic surfaces exhibited microstructures consisting of two different polymers. To evaluate the wetting properties, we calculated the theoretical Cassie and Wenzel models of the surfaces and compared them to the experimental CA and roll-off angle (ROA). Furthermore, we measured the wetting properties of the surfaces by coating them with octafluorocyclobutane (C<sub>4</sub>F<sub>8</sub>) to confirm the effect of coating on the surfaces. This coated surface can control the wetting properties regardless of the material composition, demonstrating the stability of the superhydrophobic surface.</p></div>","PeriodicalId":677,"journal":{"name":"Journal of the Korean Physical Society","volume":null,"pages":null},"PeriodicalIF":0.8,"publicationDate":"2024-05-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141165572","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Yang–Mills field strength and classical trajectories of electrons in Rashba spin–orbit-coupled systems","authors":"Jinki Hong, Hyoungtae Kim, Sangsu Kim","doi":"10.1007/s40042-024-01073-z","DOIUrl":"10.1007/s40042-024-01073-z","url":null,"abstract":"<div><p>It is a long standing issue how non-Abelian entities take shape in macroscopic real space and are measured technically. Based on the gauge theory cast on recent spintronic researches, we obtained the expectation values of the Yang–Mills field strength in Rashba systems interfaced with a hard wall. This non-Abelian quantity is proportional to the spin density near the walls, when an external electric field is applied. The Yang–Mills field strength exerts a force on electrons, analogous to the influence of a magnetic field, and this effect is further clarified through the introduction of an effective scalar potential derived from a Landau-like gauge transformation and the analysis of electron’s classical trajectories. Our work demonstrates the feasibility of measuring the Yang–Mills field strength employing the magneto-optical Kerr effect, and provides calculated projections of the expected outcomes. Notably, these results, using gauge transformations, can be applied to other systems, including the Dresselhaus system.</p></div>","PeriodicalId":677,"journal":{"name":"Journal of the Korean Physical Society","volume":null,"pages":null},"PeriodicalIF":0.8,"publicationDate":"2024-05-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141165570","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Kalindi S. Shinde, Shweta N. Shah, Piyush N. Patel
{"title":"Design and simulation of planar microwave sensor for food industry","authors":"Kalindi S. Shinde, Shweta N. Shah, Piyush N. Patel","doi":"10.1007/s40042-024-01097-5","DOIUrl":"10.1007/s40042-024-01097-5","url":null,"abstract":"<div><p>Microwave sensor technology has transformed the food sector by providing fast and non-destructive methods to check food quality parameters. The present research provides a detailed investigation of the design and simulation of a flat microwave sensor specifically customized for use in the food industry. Initially, a thorough literature survey on the development of a robust and reusable ring resonator Sensor is performed for the Microwave frequency of L (1–2 GHz) and S (2–4 GHZ) bands. Then, the simulation of the microwave planar sensor with the different geometry and dimensions was done and dimensions were finalized having a maximum Return loss of − 20.177 dB at 2.377 GHz. Further, the structure was simulated on an FR4 with a Cu thickness of 0.4 mm and 1.6 mm substrate height. These simulations were performed to observe the change of resonant frequency by changing the material with their varied dielectric permittivity from 1 to 33.4 for varied food samples. Later, by conducting an electromagnetic performance analysis, the dielectric characteristics of different food samples are examined, providing insight into the sensor’s effectiveness in detecting electromagnetic signals. The sensor’s precision in detecting minute changes in food attributes is highlighted by sensitivity and accuracy assessments, establishing it as a promising tool for real-time monitoring and quality control. Finally, the limitations of the study and the scope for future research are explained, which are crucial for driving innovation in sensor technology across various industrial domains.</p></div>","PeriodicalId":677,"journal":{"name":"Journal of the Korean Physical Society","volume":null,"pages":null},"PeriodicalIF":0.8,"publicationDate":"2024-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141165626","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Shallow-donor impurity states in type-II InGaN-ZnSnN2/GaN quantum wells under hydrostatic pressure effect","authors":"Guang-Xin Wang, Xiu-Zhi Duan","doi":"10.1007/s40042-024-01095-7","DOIUrl":"10.1007/s40042-024-01095-7","url":null,"abstract":"<div><p>Taking into account the built-in electric field (BEF) effect, shallow-donor impurity (SDI) states in a strained type-II InGaN-ZnSnN<sub>2</sub>/GaN quantum well (QW) are investigated variationally under hydrostatic pressure. Numerical results reveal that the SDI binding energy and BEF strengths of different well and barrier layers depend on hydrostatic pressure and structural parameters of the type-II QW. The BEF strengths in left and right wells, middle barrier, and barriers on both sides are proportional to the hydrostatic pressure. Meantime, the BEF strengths in well and/or middle barrier layers (barriers on both sides) decrease (increase) linearly with increasing the width of the well and/or middle barrier layers (barriers on both sides). The binding energy displays a maximum value as the well width decreases, and it increases linearly (decreases gradually) with the increment in hydrostatic pressure (middle barrier thickness). Moreover, the position of an impurity ion has a significant impact on the SDI binding energy. It is hoped that the obtained results will be helpful in improving the physical performance of tunable type-II InGaN-ZnSnN<sub>2</sub>/GaN quantum wells (QWs) optical devices.</p></div>","PeriodicalId":677,"journal":{"name":"Journal of the Korean Physical Society","volume":null,"pages":null},"PeriodicalIF":0.8,"publicationDate":"2024-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141165625","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
A. Kermezli, S. Haireche, M. Hassane, M. Bouchenafa, M. Elbaa
{"title":"Erratum: Structural, elastic, optic, and electronic properties of strontium oxide under pressure studied by first-principles calculations","authors":"A. Kermezli, S. Haireche, M. Hassane, M. Bouchenafa, M. Elbaa","doi":"10.1007/s40042-024-01096-6","DOIUrl":"10.1007/s40042-024-01096-6","url":null,"abstract":"","PeriodicalId":677,"journal":{"name":"Journal of the Korean Physical Society","volume":null,"pages":null},"PeriodicalIF":0.8,"publicationDate":"2024-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141101726","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Influence of electrothermopolarization process on the structure and properties of nanocomposites based on high-density polyethylene and HfO2 nanoparticles","authors":"Aybaniz Sabir Huseynova, Rovnaq Mirza Rzayev, Flora Vidadi Hajiyeva","doi":"10.1007/s40042-024-01094-8","DOIUrl":"10.1007/s40042-024-01094-8","url":null,"abstract":"<div><p>The effect of electrothermopolarization (ETP) on the structure and electrophysical properties (electret, dielectric) of polymer nanocomposites based on HDPE and hafnium oxide nanoparticles has been studied. The possibility of significant change in dielectric properties of HDPE/HfO<sub>2</sub> polymer nanocomposites at 3–7% nanoparticle concentration has been confirmed. The interactions of the polymer and nanoparticles are considered and the results of changes in the structure of HDPE/HfO<sub>2</sub> polymer nanocomposite in its volume and interphase zone before and after electrothermopolarization are presented. Spectroscopic studies of nanocomposites show that the introduction of nanoparticles is compatible in the presence of polyethylene. Results acquired via an optical microscope with magnification revealed that the nanocomposite HDPE/HfO<sub>2</sub> had a variety of morphology from oval, spherical, polygon, to irregular shapes depending on their snitches HDPE and HfO<sub>2</sub>. HfO<sub>2</sub> affects the structure of the nanocomposites, which is observed by SEM, AFM, DSC and confirmed by infrared spectroscopy (FTIR).</p></div>","PeriodicalId":677,"journal":{"name":"Journal of the Korean Physical Society","volume":null,"pages":null},"PeriodicalIF":0.8,"publicationDate":"2024-05-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141148927","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Feasibility study of the shorter focusing lattice for soft X-ray undulator line at PAL-XFEL","authors":"Kook-Jin Moon, Inhyuk Nam, Chi Hyun Shim","doi":"10.1007/s40042-024-01087-7","DOIUrl":"10.1007/s40042-024-01087-7","url":null,"abstract":"<div><p>At Pohang Accelerator Laboratory X-ray Free Electron Laser (PAL-XFEL), there is an ongoing consideration of employing elliptically polarizing undulators throughout the entire undulator line to enable polarization control in the soft X-ray undulator line. To utilize the elliptically polarizing undulators, the shorter focusing lattice for soft X-ray undulator line at PAL-XFEL is proposed. The FEL performance of the shorter focusing lattice is estimated by using Ming Xie’s fitting formula and is compared with the current focusing lattice. Due to the increased need for intersections in the shorter focusing lattice, there is a challenge where the effective length of the undulator becomes shorter compared to the current focusing lattice within the same length of the undulator line. Therefore, the use of quadrupoles employed in the hard X-ray undulator line at PAL-XFEL has also been taken into consideration to overcome the reduced effective length of the undulator by increasing the betatron phase advance. Based on the time-dependent FEL simulation results, it can be confirmed that the proposed shorter focusing lattice is sufficiently feasible without compromising FEL performance.</p></div>","PeriodicalId":677,"journal":{"name":"Journal of the Korean Physical Society","volume":null,"pages":null},"PeriodicalIF":0.8,"publicationDate":"2024-05-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141114670","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Exact solutions to Ernst-like equation in (2+2) Hamiltonian reduction","authors":"Jong Hyuk Yoon, Yeongji Kim, Seung Hun Oh","doi":"10.1007/s40042-024-01060-4","DOIUrl":"10.1007/s40042-024-01060-4","url":null,"abstract":"<div><p>We apply the method of Hamiltonian reduction without isometry as a way to find exact solutions to Einstein’s equations. To find exact solutions, we introduce two spatial Killing vector fields to the Einstein’s equations obtained through the Hamiltonian reduction, and derive the Ernst-like equation in the privileged coordinates. By solving the Ernst-like equation, we found a four-parameter family of exact solutions, one of which is interpreted as a deformation of the general Kasner spacetime. We extend our method to spacetimes where two independent gravitational degrees of freedom co-exist and interact with each other, and obtain a set of two partial differential equations satisfied by them. If we substitute a pre-fixed diagonal mode into these equations, and then the equations reduce to a single non-linear partial differential equation, which is interpreted as the equation of non-diagonal mode of gravitational waves propagating on the “background” spacetime determined by the diagonal mode. We choose three simplest “background” spacetimes, and discuss the corresponding non-diagonal modes in each case.</p></div>","PeriodicalId":677,"journal":{"name":"Journal of the Korean Physical Society","volume":null,"pages":null},"PeriodicalIF":0.8,"publicationDate":"2024-05-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141114262","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}