Results in Physics最新文献

{"title":"Machine learning algorithms for predicting the photoionization cross section of CdS/ZnSe core/shell spherical quantum dots surrounded by dielectric matrices","authors":"A. Cherni ,&nbsp;N. Zeiri ,&nbsp;N. Yahyaoui ,&nbsp;P. Baser ,&nbsp;M. Said ,&nbsp;S. Saadaoui ,&nbsp;Mohammad N. Murshed","doi":"10.1016/j.rinp.2025.108186","DOIUrl":"10.1016/j.rinp.2025.108186","url":null,"abstract":"<div><div>In this study, we explore the prediction of the photoionization cross section (PCS) of CdS/ZnSe core/shell spherical quantum dots (CSQD) surrounded by different dielectric matrices. The quantum dot systems, embedded in polyvinyl alcohol (PVA), polyvinyl chloride (PVC), and silicon dioxide (SiO₂) matrices, were modeled under varying core-shell dimensions and dielectric environments. Our findings show that the resonant peak of the PCS experience a redshift with improvement in their amplitude in the case of the PVA matrix, while in the case of the PVC and SiO_2, the magnitude of the PCS is reduced and their resonant peak suffers a blueshift. Three different machine learning algorithms were used to estimate the photoionization cross-section, namely Artificial Neural Networks (ANN), Decision Trees (DT), and Random Forest Regressors (RFR). Among these, Random Forest Regression proved to be the most successful algorithm, particularly for the SiO₂ matrix, achieving exceptional performance with the coefficient of determination <span><math><msup><mrow><mi>R</mi></mrow><mn>2</mn></msup></math></span> = 0.999 Mean Squared Error <span><math><mrow><mfenced><mrow><mi>M</mi><mi>S</mi><mi>E</mi></mrow></mfenced><mo>=</mo><msup><mrow><mn>10</mn></mrow><mrow><mo>-</mo><mn>4</mn></mrow></msup></mrow></math></span> and the Root Mean Squared Error <span><math><mrow><mfenced><mrow><mi>R</mi><mi>M</mi><mi>S</mi><mi>E</mi></mrow></mfenced><mo>=</mo><mn>0.0077</mn></mrow></math></span>. While DT exhibited lower MSE, MAE, and RMSE than ANN in the SiO₂ matrix, ANN showed potential in capturing more complex nonlinear relationships. These results demonstrate the superior predictive capabilities of RFR and highlight the applicability of machine learning in modeling quantum dot systems. This work offers valuable insights into the optimization of optoelectronic device design through accurate and efficient computational methods.</div></div>","PeriodicalId":21042,"journal":{"name":"Results in Physics","volume":"71 ","pages":"Article 108186"},"PeriodicalIF":4.4,"publicationDate":"2025-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143563370","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Nano polishing of a rough quartz surface: Numerical calculation of surface evolution","authors":"Vasyl Kanevskii ,&nbsp;Serhii Kolienov ,&nbsp;Valerii Grygoruk ,&nbsp;Ivan Voiteshenko ,&nbsp;Oleksandr Stelmakh ,&nbsp;Yue Wu ,&nbsp;Hao Zhang","doi":"10.1016/j.rinp.2025.108187","DOIUrl":"10.1016/j.rinp.2025.108187","url":null,"abstract":"<div><div>A numerical 3D model of nano-local photochemical etching for polishing a rough quartz surface has been developed. This surface is illuminated from the quartz side at the critical angle of total internal reflection. The light source is a laser coherent monochromatic radiation with linear polarization, and the electric field strength vector lies in the plane of light incidence. The model uses a numerical solution of the Helmholtz equation using the finite elements method. The proposed model allows to describe the evolution of etching of a rough surface and obtain a subnano-meter level of surface roughness. The results of calculation show that the use of two independent sources of linearly polarized laser radiation provides the required level of surface roughness and increases the efficiency of the model compared to direct illumination.</div></div>","PeriodicalId":21042,"journal":{"name":"Results in Physics","volume":"71 ","pages":"Article 108187"},"PeriodicalIF":4.4,"publicationDate":"2025-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143579794","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"General rogue wave solutions and their dynamics in the complex modified Korteweg–de Vries equation","authors":"Yan Zhu ,&nbsp;Lijuan Qin ,&nbsp;Zhiqiang Yang ,&nbsp;Zhenting Chen ,&nbsp;Zhenyun Qin ,&nbsp;Gui Mu","doi":"10.1016/j.rinp.2025.108174","DOIUrl":"10.1016/j.rinp.2025.108174","url":null,"abstract":"<div><div>By means of the Hirota bilinear method together with the Kadomtsev–Petviashvili hierarchy reduction technique, general higher-order rogue wave solutions of the complex modified Korteweg–de Vries equation are derived explicitly. These solutions are expressed succinctly in terms of Gram determinants whose matrix elements are Schur polynomials. It is found that the highest peak amplitude of <span><math><mi>N</mi></math></span>th-order rogue waves turns out to be <span><math><mrow><mn>2</mn><mi>N</mi><mo>+</mo><mn>1</mn></mrow></math></span> times its background amplitude. The <span><math><mi>N</mi></math></span>th-order rogue wave solutions contain the <span><math><mrow><mi>N</mi><mo>−</mo><mn>1</mn></mrow></math></span> irreducible complex parameters. By selecting different values of these free parameters, the rich dynamic behaviors of rogue wave solutions of the complex modified Korteweg–de Vries equation are discovered.</div></div>","PeriodicalId":21042,"journal":{"name":"Results in Physics","volume":"71 ","pages":"Article 108174"},"PeriodicalIF":4.4,"publicationDate":"2025-03-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143535102","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Improved tunnel magnetoresistance by double-barrier magnetic tunnel junctions with a layered antiferromagnet material","authors":"Nader Ghobadi ,&nbsp;Reza Daqiq ,&nbsp;Seyed Ali Hosseini Moradi","doi":"10.1016/j.rinp.2025.108171","DOIUrl":"10.1016/j.rinp.2025.108171","url":null,"abstract":"<div><div>The angle-dependent tunnel magnetoresistance (TMR) is studied in double-barrier magnetic tunnel junctions with a central layered antiferromagnet (DB-MTJs-AF). The study utilizes a tight-binding model to compute the transmission function via the non-equilibrium Green’s function method, incorporating Rashba spin–orbit coupling within the layered AF. The results indicate that DB-MTJs-AF exhibit higher TMR compared to those with a central ferromagnet (DB-MTJs-F). This enhancement is attributed to the unique properties of antiferromagnetic materials leading to improved performance in spintronic devices.</div></div>","PeriodicalId":21042,"journal":{"name":"Results in Physics","volume":"70 ","pages":"Article 108171"},"PeriodicalIF":4.4,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143508523","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Effect of Ni-doping on the electronic bandgap and thermal conductivity of calcium hydroxide: Experimental and theoretical investigation","authors":"Basit Ali,&nbsp;Aamir Khan,&nbsp;Faheem Amin","doi":"10.1016/j.rinp.2025.108177","DOIUrl":"10.1016/j.rinp.2025.108177","url":null,"abstract":"<div><div>In the current research work, pure and nickel-doped calcium hydroxide (Ni-doped Ca(OH)₂) were studied both experimentally and theoretically. Theoretically, the material is examined by using the full-potential linearized augmented plane wave (FP-LAPW) scheme as implemented in the WIEN2K Simulation package. Experimentally, the pure and Ni-doped Ca(OH)₂ were prepared via a simple inexpensive chemical method. The structural, thermal, electronic, and optical behavior of doped and pure Ca(OH)₂ were analyzed. The addition of nickel increased the experimental thermal conductivity from 0.0942 to 0.2063 W/mK. The experimental band gap energy was determined to reduce from 5.21 eV to 4.04 eV for pure and Ni-doped Ca(OH)₂ respectively. The Ni-doped Ca(OH)₂ sample shows an increasing trend of optical properties in the visible region by incorporating Ni⁺² ions. This research work shows that Ni-doped Ca(OH)₂ is a favorable competitor for enhanced thermoelectric and optoelectronic applications.</div></div>","PeriodicalId":21042,"journal":{"name":"Results in Physics","volume":"70 ","pages":"Article 108177"},"PeriodicalIF":4.4,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143512260","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"On new regular quadratic Gaussian black hole: Photon sphere, shadow and gravitational lensing","authors":"K. Ghaderi ,&nbsp;B. Malekolkalami ,&nbsp;Anirudh Pradhan ,&nbsp;Archana Dixit","doi":"10.1016/j.rinp.2025.108168","DOIUrl":"10.1016/j.rinp.2025.108168","url":null,"abstract":"<div><div>Gaussian black holes constitute an important class of regular black holes, characterized by their spherically symmetric and static nature. These solutions emerge from the framework of Einstein’s equations, particularly when incorporating the effects of the cosmological constant, which plays a crucial role in the overall dynamics of the universe. By examining the null geodesics, we have sought to elucidate the form of the shadow generated by an innovative regular pure quadratic Gaussian black hole. This study contributes to the broader discourse on black hole physics and the implications of their unique structures on observable phenomena. A comprehensive study has been undertaken to explore the relationship between black hole shadows and the configuration of the event horizon, focusing on the impact of Gaussian distribution and black hole mass. The findings of this research contribute to a more nuanced comprehension of how these variables influence the properties of the horizon, the photon sphere, and the effective potential associated with black holes. In addition, our study delves into the effects of gravitational lensing produced by a quadratic Gaussian black hole. The findings demonstrate how variations in the black hole’s parameters can alter several observable characteristics associated with the gravitational lensing effect.</div></div>","PeriodicalId":21042,"journal":{"name":"Results in Physics","volume":"70 ","pages":"Article 108168"},"PeriodicalIF":4.4,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143527277","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Design of blue, green and red colorful semitransparent films using Ag/SnO2/Ag color filter for integrated into solar cells","authors":"Fitri Norizatie Mohd Salehin,&nbsp;Puvaneswaran Chelvanathan,&nbsp;Adamu Ahmed Goje,&nbsp;Norasikin Ahmad Ludin,&nbsp;Mohd Adib Ibrahim,&nbsp;Shafidah Shafian","doi":"10.1016/j.rinp.2025.108172","DOIUrl":"10.1016/j.rinp.2025.108172","url":null,"abstract":"<div><div>Indoor applications of solar cells are expanding, leveraging technologies like colorful semitransparent solar cells integrated into windows, lampshades, and wall glass. These cells capture sunlight and indoor lighting, combining energy efficiency with aesthetic appeal, and address the growing demand for off-grid power sources for IoT devices. Organic solar cells (OSCs) are especially suitable for indoor use due to their lightweight nature, low toxicity, cost-effectiveness, and customizable colors based on their photoactive materials. However, color tuning and material variability pose challenges to scalability. This study incorporates a color filter (CF) based on a metal-dielectric-metal structure to enhance OSC performance. Using silver (Ag) for electrical conductivity and tin oxide (SnO₂) for optical transparency, the CF optimizes light transmission and charge transport. Conventional photoactive materials, P3HT and PCBM were employed, and simulations using MATLAB and SCAPS-1D analyzed optical and electrical properties. This approach offers promising advances for sustainable indoor energy solutions.</div></div>","PeriodicalId":21042,"journal":{"name":"Results in Physics","volume":"70 ","pages":"Article 108172"},"PeriodicalIF":4.4,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143512261","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"First-principles investigation of gas adsorption on bilayer transition metal dichalcogenides for sensing toxic gases","authors":"Jemal Yimer Damte,&nbsp;Hassan Ataalite","doi":"10.1016/j.rinp.2025.108183","DOIUrl":"10.1016/j.rinp.2025.108183","url":null,"abstract":"<div><div>Transition metal dichalcogenides (TMDs) have shown significant promise in gas sensing applications due to their high catalytic activity and unique electronic properties, which facilitate effective interactions with various gas molecules. This makes them ideal candidates for high-performance gas sensors. In this study, we investigated the sensing properties of nitrogen-containing gases (NCGs) on several heterostructures—namely, MoS₂/WTe₂, MoTe₂/WS₂, MoS₂/TiO₂ and MoS₂/IrO₂—using density functional theory calculations. The results indicate that NH₃ and NO_X exhibit weak electronic interactions with MoS₂/WTe₂ and MoTe₂/WS₂ heterostructures, while strong electronic interactions are observed with MoS₂/TiO₂ and MoS₂/IrO₂ heterostructures. Electron transport properties were further assessed using Non-Equilibrium Green’s Function calculations, revealing promising gas sensing characteristics for NH₃ detection across all heterostructures and particularly effective NO_X detection with MoS₂/WTe₂ and MoTe₂/WS₂ heterostructures. These findings highlight the potential of MoS₂/WTe₂ and MoTe₂/WS₂ as sensitive and selective gas sensors for both NH₃ and NO_X, providing valuable insights for developing advanced gas-sensing technologies with diverse practical applications.</div></div>","PeriodicalId":21042,"journal":{"name":"Results in Physics","volume":"70 ","pages":"Article 108183"},"PeriodicalIF":4.4,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143527278","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Highly sensitive simultaneous measurement of refractive index and its changes using a photonic crystal biosensor with coupled resonators","authors":"Mahdi Sovizi,&nbsp;Maryam Aliannezhadi","doi":"10.1016/j.rinp.2025.108179","DOIUrl":"10.1016/j.rinp.2025.108179","url":null,"abstract":"<div><div>The paper proposes a novel optical sensor based on one-dimensional binary (SiO2/Si) photonic crystals (PC) with two defect layers to measure the refractive index of the sensing analyte directly and in real-time. Two coupled modes are observed in the bandgap of the PC which is affected by the defect layer separation and the difference between the refractive index of analyte and reference materials. The sensitivities of the coupled modes increase as the two defect layers get closer and the threshold distance of dual defect layers for using the advantage of coupled modes is determined in the paper. The sensitivities and Q factors of these two coupled modes are different in most conditions which highlights the potential of utilizing one of the coupled modes with higher sensitivity for sensing applications of the specific material. Furthermore, accurate and real-time measurements of the analyte refractive index are possible with these coupled modes. This capability enhances the performance of optical sensors based on photonic crystals, allowing for precise measurements in various environments. The proposed optical sensor demonstrates promising features for industrial, diagnostic, and medical applications due to its simplicity in production and capability for multiple simultaneous analyte measurements on a single chip.</div></div>","PeriodicalId":21042,"journal":{"name":"Results in Physics","volume":"70 ","pages":"Article 108179"},"PeriodicalIF":4.4,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143549904","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Intelligent predictive networks for MHD nanofluid with carbon nanotubes and thermal conductivity along a porous medium","authors":"Hafiz Muhammad Shahbaz,&nbsp;Iftikhar Ahmad","doi":"10.1016/j.rinp.2025.108175","DOIUrl":"10.1016/j.rinp.2025.108175","url":null,"abstract":"<div><div>Recurrent neural networks have been able to capture the interest of the academia as they are able to compute very complex models which are non linear in nature. It is in this light that recurrent neural networks are well suitable for use in complex areas including fluid dynamics, biological computing, and biotechnology since they are capable of learning patterns. In this study we examine the ability of Levenberg-Marquardt algorithm with recurrent neural networks (LMA-RNNs) in simulating the MHD heat transfer properties of nanofluid consisting of carbon nanotubes model via porous media in terms of thermal conductivity. In the contemporary era SWCNTs and MWCNTs based nanofluids have many applications in drug delivery, cancer treatment, tissues regeneration, mechanical engineering, optical devices, electrically powered devices, and industrial production, particularly in solar thermal systems where heat transfer performance can boost energy capture and storage efficiency. The data used in this study is collected using Adams numerical technique and is then fine-tuned using the LMA-RNNs. The LMA-RNNs is performed with 80% of data to train the model and another 10% is used to test the model and the left over 10% is used for validation. In terms of plots for SWCNTs and MWCNTs further information is provided regarding the impacts of critical physical aspects on the field of velocity and temperature, and from the results presented in this article it is observed that an increase in suction parameter leads to a decrease in velocity and temperature profiles. It is found that increase in the form of higher Eckert number, it can come to an abstraction that the temperature profile increases as well. Furthermore, it is noticed that higher Pr values lead to lower values of thermal diffusivity, which mean that the thermal layer is thinner, or that there is less diffusivity of heat. For the assessment of the performance of the applied LMA-RNNs, the fitness of mean squared error, regression plots and error distribution in histograms is presented. The reduced MSE reveals that predictions of model are less likely to deviate from the true values and are more accurate this validates the proposed approach.</div></div>","PeriodicalId":21042,"journal":{"name":"Results in Physics","volume":"70 ","pages":"Article 108175"},"PeriodicalIF":4.4,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143562188","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}