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Welcome to IgMin Research – an Open Access journal uniting Biology, Medicine, and Engineering. We’re dedicated to advancing global knowledge and fostering collaboration across scientific fields.

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Welcome to IgMin, a leading platform dedicated to enhancing knowledge dissemination and professional growth across multiple fields of science, technology, and the humanities. We believe in the power of open access, collaboration, and innovation. Our goal is to provide individuals and organizations with the tools they need to succeed in the global knowledge economy.

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Early Online

Early Online (Volume - 3 | Issue - 10) at IgMin Research

We promote fostering alliances across disciplines to catalyze the rapid development of ideas.

Engineering Group (2)

Prospective Article ID: igmin319
Cite

Open Access Policy refers to a set of principles and guidelines aimed at providing unrestricted access to scholarly research and literature. It promotes the free availability and unrestricted use of research outputs, enabling researchers, students, and the general public to access, read, download, and distribute scholarly articles without financial or legal barriers. In this response, I will provide you with an overview of the history and latest resolutions related to Open Access Policy.

Biomimicry and Materials Engineering: A Perspective on Re-shaping Classroom Chemistry Education
by Sanjiv SonkariaSesha S Srinivasan and Vasha Khare

Is classroom chemistry in need of a radical change? In nature, chemistry is entangled in a complex relationship with its surroundings. From an educator’s perspective, this could be challenging as we struggle to connect the dots in the face of a teaching curriculum that is not well coordinated to this idea.

Materials Science
Research Article Article ID: igmin318
Cite

Open Access Policy refers to a set of principles and guidelines aimed at providing unrestricted access to scholarly research and literature. It promotes the free availability and unrestricted use of research outputs, enabling researchers, students, and the general public to access, read, download, and distribute scholarly articles without financial or legal barriers. In this response, I will provide you with an overview of the history and latest resolutions related to Open Access Policy.

Clustering of Three-dimensional (3-D) Objects by Means of Phase- only Digital Holographic Information using Machine Learning
by Uma Mahesh RN and Madhusudhan KV

In this study, clustering of four distinct three-dimensional (3-D) objects—‘triangle-square’, ‘circle-square’, ‘triangle-circle’, and ‘square-triangle’—was performed using a phase-only digital holographic image dataset. The dataset was generated through Phase-Shifting Digital Holography (PSDH), wherein digital holograms of the objects were captured and numerically reconstructed to extract the corresponding phase images. To enhance dataset diversity, each phase image was subjected to ro...tational augmentation at 0.5-degree intervals, resulting in a total of 2880 images. Three clustering algorithms—k-means, affinity propagation, and mean shift—were independently applied to the dataset to evaluate their effectiveness in grouping the holographic phase images. The clustering performance was quantitatively assessed using a comprehensive set of evaluation metrics, including: accuracy score, Rand index, adjusted Rand index, mutual information score, adjusted mutual information score, homogeneity score, completeness score, V-measure, Fowlkes–Mallows index, silhouette score, Calinski–Harabasz index, and Davies–Bouldin index. In addition, the contingency matrix and pair confusion matrix were employed to further substantiate the clustering results. The performance of the k-means algorithm was benchmarked against the affinity propagation and mean shift methods to validate its relative efficacy. These comparative results provide a robust justification for the chosen methodology and offer insights into the suitability of clustering algorithms for phase-only digital holographic image analysis.

Machine Learning Artificial Intelligence

General Science Group (1)

Research Article Article ID: igmin317
Cite

Open Access Policy refers to a set of principles and guidelines aimed at providing unrestricted access to scholarly research and literature. It promotes the free availability and unrestricted use of research outputs, enabling researchers, students, and the general public to access, read, download, and distribute scholarly articles without financial or legal barriers. In this response, I will provide you with an overview of the history and latest resolutions related to Open Access Policy.

Semiclassical Potential Function of B–B Interaction: Reduction to Integrable Form
by Levan Chkhartishvili

The paper represents Part 1 of 2 of the study aimed at constructing a semiclassical interaction potential between a pair of boron atoms in an analytical form, thus allowing one ab initio determination of the key ground state parameters of the diboron molecule B2. Based on semiclassical expressions for the electron orbitals of the B atom, the B–B potential function is reduced to a linear combination of exponential integrals, which can be calculated in elementary functions.

Physics

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