Approach for Predicting Filtration Efficiency in Nanocomposite Membranes Using 2D Materials
| Authors | Shashikant Raghunathrao Deshmukh1, P. William2, Vaibhav D. Dabhade3, Laxmikant S. Dhamande4, Prasad M. Patare4, Yogeesh N5, R.A. Kapgate6 |
| Affiliations |
1Department of Computer Engineering, Sanjivani College Engineering, Kopargaon, MH, India 2Department of Information Technology, Sanjivani College of Engineering, Kopargaon, MH, India 3MET Institute of Engineering, Nashik, India 4Department of Mechanical Engineering, Sanjivani College of Engineering, Kopargaon, MH, India 5Department of Mathematics, Government First Grade College, Tumkur, Karnataka, India 6Department of Mechatronics Engineering, Sanjivani College of Engineering, Kopargaon, MH, India |
| Е-mail | shashikant.deshmukh1000@gmail.com |
| Issue | Volume 17, Year 2025, Number 4 |
| Dates | Received 23 March 2025; revised manuscript received 22 August 2025; published online 29 August 2025 |
| Citation | Shashikant Raghunathrao Deshmukh, P. William, et al., J. Nano- Electron. Phys. 17 No 4, 04029 (2025) |
| DOI | https://doi.org/10.21272/jnep.17(4).04029 |
| PACS Number(s) | 68.65.Pq, 78.67.Sc, 82.45.Mp |
| Keywords | Nanocomposite membrane, Two-dimensional (2D) materials, Water filtration, Graphene oxide (GO), Filtration quality. |
| Annotation |
Potential water purification and separation technologies include nanocomposite filtration membranes. The complex relationships between numerous components make it difficult to estimate the rejection rate and filtration flux accurately. To address this issue and improve filtration performance in nanocomposite membranes, this research presents a novel Adaptive Golden Jackal Infused Random Forest (AGJ-RF) technique to predict the filtration efficiency in nanocomposite membranes. Polyvinylidene fluoride (PVDF) is the traditional membrane used for water treatment along with the two-dimensional (2D) materials, such as MXenes and graphene oxide (GO). The characterization technique known as permeability testing is employed for maintaining the effective filtration quality. A statistical technique known as analysis of variance (ANOVA) is employed to determine the variance. This analysis utilizes the SPSS software for the performance. The proposed method's efficiency in water filtration is conducted through Python platform. It evaluates the filtration flex and rejection rate by comparing the GO, Mxenes, and traditional membranes. The proposed AGJ-RF technique was performed in various matrices like RMSE (2.1), MAE (1.5) and R2 (0.88). The experimental finding shows that the proposed technique performed more significantly in the field of predicting filtration efficiency in nanocomposite membranes using 2D material. |
|
List of References |
Other articles from this number
1) Modeling the Breakdown of the p-n Junction Based on GaAs Using Molecular Dynamics Method [04001-1-04001-6]2) Role of Grain Boundary Strengthening for Increasing the Microhardness of Aluminum Alloys Irradiated by High-Current Pulsed Electron Beam [04002-1-04002-6]
3) Theoretical and Experimental Study of a Human Inner Ear Implant with an Ultrasonic Communication Line [04003-1-04003-8]
4) Morphological and Optical Properties of Silicon Micro-nanostructures Induced by DC Corona Discharge at Atmospheric Pressure [04004-1-04004-7]
5) Oblique Incidence E-polarized Photons on Infinite Periodic Grating of Metal Strips [04005-1-04005-5]
6) Microwave Photomodulation Method for Noninvasive Analysis of Doping Profiles in Inhomogeneous Semiconductor Structures [04006-1-04006-6]
7) On Increasing the Sensitivity of a Resonator Probe with Axial Symmetry in Local Microwave Diagnostics of Nanoscale Objects [04007-1-04007-7]
8) Physical Electronics of Piezoceramic Transducer Systems and their Dependence on the Character of the Electrical Excitation of the Systems [04008-1-04008-5]
9) Improvement in the Gas Detection Capacity of ZnO-based Sensor: Impact of Static Potential [04009-1-04009-7]
10) Near-surface Superconductivity in Topological GaSb and Bi2Se3 Whiskers [04010-1-04010-7]
11) Forecasting Electricity Consumption Using ARIMA-LSTM Model [04011-1-04011-7]
12) The Impact of Electromagnetic and Optical Radiation on Physical and Biological Systems [04012-1-04012-5]
13) Fabrication of Bio-Polymer Nanocomposite EMI Shields Based on Sugarcane Bagasse and PVA/PANI/MWCNT, and Evaluation of the Shielding Effectiveness in Relation to the Various Compositions [04013-1-04013-6]
14) Nano-Enhanced IoT Sensors and Hybrid Scheduling Algorithms for Smart Agriculture: A Multi-Layered Framework Towards Sustainability [04014-1-04014-6]
15) Finite-time Stabilization of Delayed Uncertain Systems Using a Novel Integral Inequality Approach [04015-1-04015-6]
16) Inflationary Cosmological Models Using Bianchi Types II-IX: A Mathematical Approach [04016-1-04016-5]
17) Solvothermal Synthesis and Comprehensive Characterization of High-Quality Graphene Oxide [04017-1-04017-5]
18) Groove-Slotted Textile Antenna for Enhanced Wearable Healthcare Applications [04018-1-04018-5]
19) Highly-Isolated Compact Quad-Lobed UWB MIMO Antenna with Hexagonal Slot for Enhanced 5G and Industrial IoT Applications [04019-1-04019-5]
20) Compact Broadband Microstrip Patch Antenna for 5G Communication Applications [04020-1-04020-5]
21) Performance Enhancement of Microstrip Circular Ring Dual-Band Patch Antenna with Minimum Reflection for Effective Wireless Communication Applications [04021-1-04021-5]
22) Efficient Miniaturized Patch Antenna Design for Short-Range Wireless Communications [04022-1-04022-5]
23) A Y-Shaped Patches Massive MIMO Antenna for Performance Measures in 6G Application [04023-1-04023-5]
24) Hybrid Shaped Miniaturized Ultra-Wideband Microstrip Patch Antenna for Various 5G and Remote Sensing Application [04024-1-04024-5]
25) Improving Performance Using 2 x 2 Single Element Massive MIMO Antenna in 6G Devices [04025-1-04025-5]
26) Flexible Material Based Broadband Antenna for Both C-and X-band Applications [04026-1-04026-5]
27) Intelligent Approach for Analyzing Semiconductor Band Gaps in Nanomaterial Systems [04027-1-04027-5]
28) Optimization of Defect Detection in Atomic Materials Using Graphene Layer [04028-1-04028-5]
29) Optimization Technique for Parameter Estimation in Solar Photovoltaic Systems Using Nanomaterials [04030-1-04030-6]
30) Optimization Technique for Parameter Estimation in Solar Photovoltaic Systems Using Nanomaterials [04030-1-04030-5]
31) Electrophysical Properties of Nanoscale Functional Materials Based on Fe and Ge for Sensor Electronic [04031-1-04031-4]
32) Enhancing X-ray Therapy: A Monte Carlo Study of Bismuth Sulfide Nanomaterials [04032-1-04032-5]
33) Influence of Shielding Potential on the Formation Process of Nanostructured Nitride Coatings of the MoN/CrN System [04033-1-04033-6]
34) Nanomodified Concrete for Harsh Environments: Enhancing Durability Using Nano-Admixtures and Cementitious Nanotechnology [04034-1-04034-5]
35) Design and Implementation of Charge Plasma Based Dopingless MBCFET Using Ultrathin Ge for Low Power Application [04035-1-04035-5]
36) Gadolinium Nanoparticles: A Promising Agent for Enhancing Radiotherapy at Low Concentrations [04036-1-04036-6]
37) Microwave Absorption Properties of a Composite Material Based on Polyvinyl Chloride and Yttrium Iron Garnet [04037-1-04037-7]
