Abstract he current study explores the production of charged Higgs particles through photon-photon collisions&amp;#xD;within the context of the Two Higgs Doublet Model, including one-loop-level scattering amplitudes of&amp;#xD;Electroweak and QED radiation. The cross-section has been scanned for plane (mϕ0 , √s) investigating&amp;#xD;the process of γγ → H+H−. Three particular numerical scenarios i.e., low-mH , non-alignment, and short-&amp;#xD;cascade are employed. The decay channels for charged Higgs particles are examined using h0 for low-mH0&amp;#xD;and H0 for non-alignment and short-cascade scenario incorporating the new experimental and theoretical&amp;#xD;constraints along with the analysis for cross-sections. It reveals that at low energy, it is consistently higher&amp;#xD;for all scenarios. However, as √s increases, it reaches a peak value at 1 TeV for all benchmark scenarios.&amp;#xD;The branching ratio of the decay channels indicates that for non-alignment, the mode of decay W ±h0 takes&amp;#xD;control, and for short cascade, the prominent decay mode remains t¯b, while in the low-mH the dominant&amp;#xD;decay channel is of W ±h0. In our research, we employ contemporary machine-learning methodologies&amp;#xD;to investigate the production of high energy Higgs bosons within a 3.0 TeV γγ collider. We have used&amp;#xD;multivariate approaches such as Boosted Decision Trees (BDT), LikelihoodD, and Multilayer Perceptron&amp;#xD;(MLP) to show the observability of heavy-charged Higgs Bosons versus the most significant Standard Model&amp;#xD;backgrounds. The purity of the signal efficiency and background rejection are measured for each cut value.Content from this work may be used under the terms of the Creative Commons Attribution 3.0 licence. Any further distribution of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI. Article funded by SCOAP3 and published under licence by Chinese Physical Society and the Institute of High Energy Physics of the Chinese Academy of Science and the Institute of Modern Physics of the Chinese Academy of Sciences and IOP Publishing Ltd

Ijaz Ahmed

Abdul Quddus

Jamil Muhammad

Muhammad Shoaib

Saba Shafaq

Chinese Physics C

CHINESE PHYSICS C涵盖以下领域的理论、实验和应用的最新进展和成果：粒子物理；核物理；粒子与核天体物理；宇宙学；加速器物理。该期刊发表原创研究论文、信件和评论。信函部分涵盖了有关最新重要科学成果的简短报告，并尽快发表。此类突破性研究文章是出版的重中之重。编委会由约 50 名杰出的物理学家组成，他们负责对提交的论文进行审查，并确保期刊的科学质量。该期刊已被授予中国科学院多次获得科学“优秀期刊”奖，被国家新闻出版总署认定为中国百强重点科技期刊之一。

Chinese Physics C covers the latest theoretical, experimental, and applied advancements in the fields of particle physics, nuclear physics, particle and nuclear astrophysics, cosmology, and accelerator physics. The journal publishes original research papers, letters, and reviews. The letters section focuses on brief reports of significant recent scientific findings and aims for rapid publication. Such groundbreaking research articles are a priority for the journal. The editorial board consists of approximately 50 distinguished physicists who are responsible for reviewing submitted papers and ensuring the scientific quality of the journal. The journal has been awarded the 'Excellent Journal' prize multiple times by the Chinese Academy of Sciences and is recognized as one of the top 100 key scientific and technological journals in China by the National Press and Publication Administration.

《Chinese Physics C》涵盖粒子物理、核物理、粒子与核天体物理、宇宙学和加速器物理等领域的最新理论、实验和应用进展。该期刊发表原创研究论文、信件和评论。信件部分专注于最新重要科学成果的简短报告，并尽快发表。这类突破性研究文章是期刊出版的重点。编委会由约50名杰出的物理学家组成，负责审查提交的论文，确保期刊的科学质量。该期刊多次获得中国科学院的“优秀期刊”奖，并被国家新闻出版总署认定为中国百强重点科技期刊之一。

Category	Quartile
物理与天体物理	2
物理与天体物理, 物理核物理	3
物理与天体物理, 物理粒子与场物理	3

Probing Heavy Charged Higgs Boson Using Multivariate Technique at Gamma-Gamma Collider

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Journal Info

Category	Quartile
PHYSICS, PARTICLES & FIELDS	2