Shankar Gharge | Bioinformatics Databases | Best Researcher Award

Mr. Shankar Gharge | Bioinformatics Databases | Best Researcher Award

Mr. Shankar Gharge ,KLE College of Pharmacy, KAHER ,India.

Mr. Shankar Gharge is an emerging researcher in pharmaceutical sciences with a robust academic foundation and a well-defined research trajectory. His work spans the synthesis and in-silico evaluation of heterocyclic analogues, with a focus on antidiabetic agents. He combines experimental pharmacology with computational tools to design, validate, and optimize novel drug candidates. Recognized with national-level awards and published in respected journals, he has made meaningful contributions to the field of medicinal chemistry.

Profile

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Early Academic Pursuits

Mr. Shankar Gharge began his educational journey with a solid grounding in science, completing his SSLC from RMG Composite Junior College in Mudhol, Karnataka, followed by his PUC from Government PU College Mudhol in 2016. His passion for pharmaceutical sciences took shape during his undergraduate studies at Maratha Mandal College of Pharmacy, affiliated with Rajiv Gandhi University of Health Sciences, Bengaluru, where he earned his Bachelor of Pharmacy degree in 2020. He then pursued a Master’s in Pharmacy with a specialization in Pharmaceutical Chemistry at KLE College of Pharmacy, Belagavi, where he honed his interest in medicinal chemistry and drug design. Currently, he is nearing the completion of his Ph.D. at the same institution, awaiting his final viva, with a focus on antidiabetic drug discovery and the synthesis of bioactive heterocyclic compounds.

Professional Endeavors

Shankar’s academic rigor naturally evolved into deep professional engagement through his roles as a postgraduate and doctoral research scholar at KLE College of Pharmacy. During his M.Pharm, he led a comprehensive investigation on sulfur and nitrogen-based heterocycles for antidiabetic activity. This foundation paved the way for his doctoral thesis, which integrates in-silico modeling, green synthesis, and in-vitro/in-vivo pharmacological evaluation. His work bridges computational design with real-world drug evaluation, making him a well-rounded researcher. Beyond the lab, his collaboration with experimental pharmacologists and computational biologists showcases his ability to work across disciplines, thereby contributing to more integrative and practical drug development strategies.

Research Focus and Scientific Contributions

Shankar’s core research is centered on designing novel antidiabetic agents using heterocyclic scaffolds. His approach is highly interdisciplinary, combining structure-based drug design (SBDD), molecular docking, molecular dynamics, DFT calculations, and network pharmacology. He has demonstrated mastery over tools like Schrodinger Suite, AutoDock, PyMOL, Discovery Studio, and Cytoscape. His doctoral research involved the synthesis and evaluation of thiazolidine and rhodanine derivatives, with outcomes leading to publications in respected journals such as Bioorganic Chemistry, RSC Medicinal Chemistry, and the European Journal of Medicinal Chemistry Reports. His use of green synthesis and focus on molecular mechanism elucidation through network pharmacology further enhances the translational value of his findings.

Accolades and Recognition

Shankar’s dedication and scientific merit have been recognized with multiple awards. Most notably, he received the prestigious Dr. P. D. Patil National Award in 2022 for Best Thesis in Pharmaceutical Sciences at the postgraduate level, awarded by Dr. D. Y. Patil Institute, Pune. He also won the Best Paper Presentation Award in 2023 at a national seminar on emerging trends in chemistry organized by GSS College, Belagavi. These honors reflect not only his research acumen but also his ability to effectively communicate complex scientific ideas to diverse audiences.

Technological Expertise and Innovation

His technical proficiency is evident in his adept handling of molecular modeling software and analytical instruments such as FT-IR, DSC, NMR, HPLC, and UV-Vis spectrophotometers. He leverages tools like Schrodinger’s Maestro, Glide, Desmond, Phase, and Jaguar for predictive modeling and compound optimization. His innovation lies in seamlessly integrating computational chemistry with experimental pharmacology, which allows him to predict biological activity and validate it through empirical testing. His ability to bridge in-silico insights with wet-lab confirmation ensures that his findings are both robust and application-ready.

Impact and Influence

Through his research, Shankar Gharge has significantly contributed to the field of antidiabetic drug discovery. His work on thiazolidinedione and quinazoline hybrids has opened new avenues for glycemic control via PPAR-γ expression modulation. His integrative use of network pharmacology has helped in understanding the systemic impact of potential drug candidates. The citation of his work in reputed scientific publications attests to its relevance and growing influence. Moreover, his collaborative mindset and thorough methodological approach are inspiring peers and juniors in the field of pharmaceutical sciences.

Legacy and Future Contributions

Shankar’s legacy is already taking shape through the foundation he has built in heterocyclic drug design and pharmacological evaluation. As he steps beyond his Ph.D., he is well-positioned to lead interdisciplinary research teams, develop innovative therapeutics, and contribute to teaching and mentorship. His commitment to sustainable synthesis and integrative pharmacology reflects a forward-looking approach that aligns with global health priorities. With a strong publication record, technical expertise, and a clear vision for translational science, he is poised to become a key contributor to future breakthroughs in drug discovery and development.

Publication

Title: Expression of PPAR-γ TF by newly synthesized thiazolidine-2, 4-diones to manage glycemic control: Insights from in silico, in vitro and experimental pharmacology in wistar rats
Authors: Gharge S, Alegaon SG, Ranade SD, Kavalapure RS, Kumar BP, Mhaske PC
Year: 2024

Title: Novel rhodanine–thiazole hybrids as potential antidiabetic agents: a structure-based drug design approach
Authors: Gharge S, Alegaon SG, Ranade SD, Kavalapure RS, Kumar BP
Year: 2025

Title: Thiazolidine Based Quinazoline Hybrids: Synthesis, Docking, DFT, Molecular Dynamic Study, and In Vitro Antidiabetic Evaluation
Authors: Gharge S, Alegaon SG, Ranade SD, Kavalapure RS
Year: 2025

Title: Design, synthesis, characterization and antidiabetic evaluation of 3,5-substituted thiazolidinediones: Evidenced by network pharmacology, Molecular docking, dynamic simulation, in vitro and in vivo assessment
Authors: Gharge S, Alegaon SG, Jadhav S, Ranade SD, Kavalapure RS
Year: 2024

Title: Recent Studies of Nitrogen and Sulfur Containing Heterocyclic Analogues as Novel Antidiabetic Agents: A review
Authors: Gharge S, Alegaon SG
Year: 2023

Title: Design, synthesis of new 2,4-thiazolidinediones: In-silico, in-vivo anti-diabetic and anti-inflammatory evaluation
Authors: Gharge S, Alegaon SG, Ranade SD, Khatib NA, Kavalapure RS, Kumar BP, Vinod D, Bavage NB
Year: 2024

Conclusion

Shankar Gharge exemplifies the integration of academic excellence, research innovation, and practical application in pharmaceutical science. His journey from foundational studies in Karnataka to cutting-edge research at KLE College of Pharmacy illustrates a relentless pursuit of knowledge and societal impact. With a bright future ahead, he is well on track to leave a lasting mark in drug discovery and inspire future scientists committed to improving human health through research.

Mr Elias BojagoDado | Temporal Databases | Young Scientist Award

Mr. Elias BojagoDado | Temporal Databases | Young Scientist Award

Mr. Elias Bojago Dado, Wolaita Sodo university,Ethiopia.

Elias Bojago Dado is an emerging environmental researcher and academic based at Wolaita Sodo University in Ethiopia. With a strong educational foundation in Environmental Science and a master’s degree specializing in Climate Change and Sustainable Agriculture from Hawassa University, Elias has cultivated both the technical skills and scientific mindset necessary for impactful research. His academic journey has been marked by a clear focus on climate dynamics, sustainability, and nature-based solutions. Professionally, Elias has transitioned through vital roles—from technical assistant positions to his current role as a lecturer and researcher—contributing to various environmental projects with expertise in GIS, remote sensing, and climate modeling. His work not only supports academic growth but also informs policy and supports community resilience against climate change.

Profile

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ORCID

Google Scholar

Early Academic Pursuits

Elias Bojago Dado began his academic journey with a strong dedication to environmental stewardship and sustainability. His Bachelor of Science in Environmental Science from Wolaita Sodo University, completed in 2019, laid the foundation for his commitment to addressing pressing ecological challenges. Elias’s undergraduate studies were enriched with insights into climate change, pollution control, conservation, and sustainable development. This educational foundation not only instilled in him a keen understanding of ecological systems but also equipped him with essential skills in data analysis, research methods, and environmental impact assessment, fostering a deep-seated passion for environmental science.

Advanced Studies in Climate Change

Continuing his academic pursuits, Elias earned his Master of Science in Climate Change and Sustainable Agriculture from Hawassa University between November 2021 and December 2023. His postgraduate education deepened his knowledge of climate dynamics and nature-based solutions, emphasizing the intersection of environmental science and sustainable agriculture. His thesis, titled “Spatio-temporal climate change and variability and their effects on farm households: the case of Wolaita zone, southern Ethiopia”, reflects a nuanced understanding of how climate variability affects rural livelihoods. This research provided valuable data-driven insights into the region’s vulnerability and resilience strategies, preparing him to contribute meaningfully to both scientific discourse and practical environmental solutions.

 Professional Endeavors in Academia

Currently serving as a lecturer and researcher at Wolaita Sodo University since January 2024, Elias has embraced his academic role with vigor and a deep sense of responsibility. He fosters engaging learning environments that inspire students to think critically and pursue solutions-oriented research. His teaching is intertwined with ongoing research in climate change modeling, climate dynamics, and machine learning applications, areas in which he is steadily building academic depth and pedagogical influence. Through these endeavors, he not only contributes to the university’s mission but also helps cultivate the next generation of environmental scientists.

Contributions and Research Focus

Elias’s research interests are grounded in climate science, environmental impact analysis, and data-driven environmental modeling. He has actively contributed to projects involving GIS, remote sensing, and statistical analysis, demonstrating an adeptness at integrating technology with environmental science. His work emphasizes localized climate impacts and practical mitigation strategies, particularly in the Ethiopian context. By applying machine learning techniques to climate data, he is at the forefront of developing predictive models that support both policy formulation and climate resilience strategies for vulnerable communities.

Accolades and Recognition

Throughout his academic and professional journey, Elias has consistently demonstrated excellence, earning recognition for his commitment to impactful research and innovative teaching. As a Chief Technical Assistant and later as a Senior Technical Assistant, he played a pivotal role in leading technical research projects and developing mitigation strategies that addressed local environmental challenges. His growing publication record in respected platforms showcases his ability to translate complex environmental data into accessible knowledge, earning respect from peers and policy influencers alike.

Impact and Influence

Elias’s work extends beyond academic walls into broader societal impact. His efforts to disseminate research findings to both scientific communities and national policymakers illustrate his dedication to real-world problem-solving. By bridging the gap between science and policy, Elias ensures that his research informs sustainable development strategies, especially in regions acutely vulnerable to climate change. His contributions have helped communities better understand environmental risks and inspired actionable interventions, reinforcing his role as a change-maker in Ethiopia’s environmental landscape.

Legacy and Future Contributions

Looking ahead, Elias Bojago Dado envisions a career deeply intertwined with innovation, sustainability, and academic excellence. He aims to expand his research in climate adaptation and environmental policy integration, particularly focusing on the interplay between agriculture and climate variability. As he continues to mentor students and lead collaborative projects, his legacy is shaping up to be one of informed leadership, grounded research, and a profound commitment to ecological well-being. Elias is poised to become a leading voice in East African environmental science, paving the way for inclusive, data-informed solutions to the region’s most pressing climate challenges.

Publication

  • Title: GIS based spatial-temporal distribution of water quality parameters and heavy metals in drinking water: Ecological and health modelling
    Authors: Bojago, E.*, Tyagi, I., Ahamad, F., & Chandniha, S. K.
    Year: 2023

  • Title: GIS-based spatio-temporal analysis of rainfall trends under climate change in different agro-ecological zones of Wolaita zone, South Ethiopia
    Authors: Bojago, E.*, Tessema, A., & Ngare, I.
    Year: 2024

  • Title: GIS and remote sensing-based wildlife habitat suitability analysis for Mountain Nyala (Tragelaphus buxtoni) at Bale Mountains National Park, Ethiopia
    Authors: Masha, M., Tadila, G., & Bojago, E.*
    Year: 2024

  • Title: Spatio-temporal rainfall variability and trends using a Kriging-interpolation and Innovative trend analysis approach: the case of Wolaita zone, south Ethiopia
    Authors: Bojago, E.*
    Year: 2024

  • Title: Quantification of Soil Erosion and Hotspot Area Identification Using GIS-Based RUSLE Model in the Damota Area Districts, South Ethiopia
    Authors: Masha, M., Belayneh, M., & Bojago, E.*
    Year: 2025

  • Title: Effects of soil and water conservation practices and landscape position on soil physicochemical properties in Anuwa watershed, Southern Ethiopia
    Authors: Bojago, E., Delango, M. W., & Milkias, D.
    Year: 2023

  • Conclusion

    Elias Bojago Dado stands at the intersection of science, education, and environmental advocacy. Through his dedication to research, teaching, and community impact, he exemplifies the role of a modern environmental scientist. With a clear vision for future contributions in climate adaptation and sustainability, Elias continues to build a legacy of scientific excellence and practical relevance. As he advances in his career, his research is set to play a significant role in shaping climate policy and empowering communities, making him a promising leader in environmental science for Ethiopia and beyond.

Dr Muhammad Bilal | Machine Learning on Databases | Excellence in Research Award

Dr. Muhammad Bilal | Machine Learning on Databases | Excellence in Research Award

Dr .Muhammad Bilal ,Harbin Engineering University, China.

Dr. Muhammad Bilal is a distinguished researcher and academic in the field of underwater acoustic communication, with a strong foundation in telecommunication engineering. His educational journey spans from Pakistan to China, culminating in a Ph.D. from Harbin Engineering University. Professionally, he has held impactful roles in both academia and government research organizations, contributing significantly to underwater vehicle technology, covert communication, and biomimetic signal processing. With over 30 research publications and several prestigious awards, including Best Teacher and Best International Student, Dr. Bilal exemplifies excellence in both scientific innovation and community leadership.

Profile

Scopus

ORICD

 

Early Academic Pursuits

Dr. Muhammad Bilal began his academic journey in Pakistan, where he earned a Bachelor of Science in Telecommunication Engineering from the prestigious FAST – National University in 2009. Building on this solid foundation, he completed his Master’s in Telecommunication Engineering at Hamdard University in 2013. His thirst for advanced knowledge led him to Harbin Engineering University in China, where he earned his Ph.D. in Information and Communication Engineering in 2021. Currently, he is engaged as a Post-Doctoral Researcher at the same institution, contributing to pioneering studies in underwater communication systems. His early academic years were marked by intellectual rigor, interdisciplinary learning, and a vision to explore the uncharted depths of wireless and underwater communications.

Professional Endeavors

Professionally, Dr. Bilal has traversed both academia and high-level technical roles in national and international institutions. Between December 2021 and May 2023, he served as a Senior Manager (Technical) at the National Engineering and Scientific Commission (NESCOM) in Pakistan, where he led several marine technology projects, including the development of underwater vehicles and indigenous communication systems. Currently, he is a Post-Doctoral Researcher at Harbin Engineering University and recently served as a Visiting Professor at Nanfang College, Sun Yat-Sen University, China, teaching computer networks. His work seamlessly bridges practical engineering and academic inquiry, highlighting a versatile career marked by global collaborations and multidisciplinary impact.

Contributions and Research Focus

Dr. Bilal’s research is deeply embedded in the fields of covert underwater acoustic communication, biomimicry in signal design, and AI-based signal processing. He is a pioneering force in developing novel methods such as Bionic Morse Coding and cepstrum-based covert communication, mimicking marine mammal vocalizations for secure data transmission. His expertise also encompasses deep neural networks for signal classification and Q-learning for energy-efficient MAC protocols in underwater sensor networks. With over 30 published papers in reputed journals and conferences, his work contributes significantly to both theoretical frameworks and practical deployments in underwater communication systems.

Accolades and Recognition

Dr. Bilal’s excellence has been acknowledged through numerous awards and honors. He was named the Best Teacher by the Heilongjiang Government in China and awarded the Best International Student title at Harbin Engineering University in 2017–2018. He has also received recognition as the Best Social Worker in HEU’s International Students Union. His leadership in global academic events includes key roles in organizing the IEEE OES China Ocean Acoustic Conference and the China Pakistan Marine Information Workshop. These accolades reflect his scholarly merit, teaching excellence, and active community engagement.

Impact and Influence

Dr. Bilal’s influence spans continents and disciplines. He is a sought-after collaborator with institutions like the University of Southampton, Bahria University, NUST, and the University of Karachi. He has been instrumental in co-supervising doctoral research in underwater acoustics and mentoring young scientists. His work has not only advanced marine communication technologies but also inspired cross-cultural academic collaborations and capacity-building efforts in Pakistan and China. Through his technical contributions and mentorship, he is helping to shape a new generation of researchers in this critical field.

Legacy and Future Contributions

With an enduring legacy in biomimetic communication research, Dr. Bilal is poised to continue shaping the future of underwater acoustics. His ongoing work explores machine learning in secure underwater data transmission and the ecological modeling of marine communication systems. As a member of leading organizations like IEEE, ACM, IET, and UKAN, he remains at the forefront of research developments. Looking forward, Dr. Bilal aims to pioneer new methods in stealth communication and intelligent network protocols, with an eye on transforming underwater surveillance, marine biodiversity monitoring, and secure naval operations.

Publication

Title: Low Probability Detection Constrained Underwater Acoustic Communication: A Comprehensive Review
Authors: Songzuo Liu, Mohsin Abrar Khan, Muhammad Bilal*, Habib Hussain Zuberi
Year: 2025

Title: Bionic Morse Coding Mimicking Humpback Whale Song for Covert Underwater Communication
Authors: Muhammad Bilal, Songzuo Liu, Gang Qiao, Lei Wan, Yan Tao
Year: 2020

Title: Symmetry Oriented Covert Acoustic Communication by Mimicking Humpback Whale Song
Authors: M. Bilal, G. Qiao, S. Liu, T. Ma, Y. Zhao, B. Kong
Year: 2019

Title: Biologically Inspired Covert Underwater Acoustic Communication—A Review
Authors: M. Bilal, G. Qiao, S. Liu, Z. Babar, T. Ma
Year: 2017

Title: Automated Classification of Humpback Whale Calls in Four Regions Using Convolutional Neural Networks and Multi-scale Deep Feature Aggregation (MSDFA)
Authors: Ali Raza, Sun Zongxin, Qiao Gang, Mubeen Javed, Muhammad Bilal*, Muhammad Mohsin, Habib Zuberi
Year: 2025 (Accepted)

Title: Clandestine Underwater Communication through Cepstrum Modulation Mimicking Pseudorca Crassidens Whistles Using Machine Learning
Authors: Muhammad Bilal, Habib Hussain Zuberi, Amar Jaffar, Songzuo Liu, Mohsin Abrar Khan, Ayman Alharbi, Wasiq Ali, Abdulaziz Miyajan, Xuanye Zhang, Yibo Zhao
Year: Under Review (Expected 2025).

Conclusion

Dr. Muhammad Bilal’s career reflects a rare blend of academic rigor, technical expertise, and international impact. His pioneering work in biomimetic and AI-driven underwater communication continues to influence global research and technology development. As a committed educator, mentor, and innovator, he stands as a role model for emerging scholars in engineering and marine technology. With a strong legacy already in place, Dr. Bilal is poised to lead future breakthroughs that will shape the next generation of secure and intelligent underwater communication systems.


 

Elias BojagoDado| Temporal Databases| Young Scientist Award

Mr. Elias BojagoDado| Temporal Databases| Young Scientist Award

Mr. Elias Bojago Dado ,Wolaita Sodo university ,Ethiopia.

Elias Bojago Dado is an emerging environmental scientist whose academic path reflects a deep-rooted commitment to addressing climate change and advancing sustainable agriculture. With a BSc in Environmental Science from Wolaita Sodo University and an MSc in Climate Change and Sustainable Agriculture from Hawassa University, he has developed a solid foundation in ecological systems, sustainability, and climate adaptation. His thesis, focusing on the spatio-temporal impacts of climate variability on farm households in southern Ethiopia, exemplifies his dedication to research that bridges scientific analysis and community resilience. Through his education, fieldwork, and critical research contributions, Elias has become a passionate advocate for nature-based solutions and sustainable rural development.

Profile

Scopus

ORCID

Google Scholar

Early Academic Pursuits

Elias Bojago Dado’s academic journey began with a passionate commitment to understanding and preserving the natural world. His undergraduate studies in Environmental Science at Wolaita Sodo University between October 2016 and July 2019 laid a comprehensive foundation in critical areas such as climate change, conservation, pollution control, resource management, and sustainable development. During this formative period, Elias honed his skills in environmental impact assessment, data analysis, and scientific research, equipping him with the tools necessary to analyze and respond to the growing environmental challenges of our time.

Professional Endeavors

Building upon his undergraduate foundation, Elias pursued a Master of Science in Climate Change and Sustainable Agriculture at Hawassa University from November 2021 to December 2023. This advanced degree expanded his knowledge of the interconnectedness of ecological systems and the specific threats posed by global climate change. His academic and practical focus on nature-based solutions empowered him to devise sustainable strategies to address climate vulnerabilities, especially within agricultural communities. His thesis, centered on the “Spatio-temporal Climate Change and Variability and Their Effects on Farm Households in the Wolaita Zone, Southern Ethiopia,” reflects his commitment to using data-driven analysis to improve the lives of those most affected by environmental change.

Contributions and Research Focus

Elias’s research is marked by a keen focus on the socio-environmental impacts of climate change, particularly on vulnerable farming communities. His academic contributions emphasize spatio-temporal climate variability, sustainable agricultural practices, and local adaptation strategies. By exploring the dynamic relationship between climate patterns and rural livelihoods, his work serves as a valuable resource for policymakers, researchers, and environmental practitioners alike. His investigations are rooted in a holistic vision of resilience, sustainability, and community empowerment.

Accolades and Recognition

Throughout his academic journey, Elias has garnered recognition from mentors and peers for his analytical rigor, dedication to environmental advocacy, and thoughtful approach to climate research. His thesis work was highly regarded for its originality and practical relevance, particularly in the context of Ethiopian climate policy and rural sustainability. His consistent academic performance and leadership in research have distinguished him as an emerging scholar in climate and agricultural studies.

Impact and Influence

Elias’s academic and research pursuits have already begun to influence how climate change is studied and addressed in local contexts. By focusing on region-specific climate variability and its tangible effects on agricultural households, he has provided a replicable model for integrating scientific insight with grassroots development. His work not only contributes to academic discourse but also informs real-world adaptation strategies that can enhance community resilience and food security in vulnerable regions.

Legacy and Future Contributions

Looking ahead, Elias aims to expand his research into broader regional studies and interdisciplinary collaborations that bridge environmental science, policy-making, and community development. His future contributions are set to include publishing peer-reviewed articles, engaging in climate policy advisory roles, and mentoring young researchers in the field. With a long-term vision focused on sustainable agricultural transformation and ecosystem resilience, he aspires to leave a legacy of actionable science that benefits both people and the planet.

Publication

Title: GIS based spatial-temporal distribution of water quality parameters and heavy metals in drinking water: Ecological and health modelling
Author(s): Tyagi, I., Ahamad, F., & Chandniha, S. K.
Year: 2023

Title: GIS-based spatio-temporal analysis of rainfall trends under climate change in different agro-ecological zones of Wolaita zone, South Ethiopia
Author(s): Bojago, E.*, Tessema, A., & Ngare, I.
Year: 2024

Title: GIS and remote sensing-based wildlife habitat suitability analysis for Mountain Nyala (Tragelaphus buxtoni) at Bale Mountains National Park, Ethiopia
Author(s): Masha, M., Tadila, G., & Bojago, E.*
Year: 2024

Title: Spatio-temporal rainfall variability and trends using a Kriging-interpolation and Innovative trend analysis approach: the case of Wolaita zone, south Ethiopia
Author(s): Bojago, E.*
Year: 2024

Title: Quantification of Soil Erosion and Hotspot Area Identification Using GIS-Based RUSLE Model in the Damota Area Districts, South Ethiopia
Author(s): Masha, M., Belayneh, M., & Bojago, E.*
Year: 2025

Title: Effects of soil and water conservation practices and landscape position on soil physicochemical properties in Anuwa watershed, Southern Ethiopia
Author(s): Bojago, E., Delango, M. W., & Milkias, D.
Year: 2023

Conclusion

In conclusion, Elias Bojago Dado is a highly promising researcher whose work in climate science, sustainable agriculture, and environmental management is both timely and transformative. His academic rigor, technical expertise, and passion for real-world impact distinguish him as a dedicated and impactful scholar. While there are opportunities for further growth in international exposure and publication scale, his current achievements—especially in integrating machine learning with climate research and influencing policy through evidence-based findings—make him a highly suitable and deserving nominee for the Best Researcher Award. His work embodies the values of innovation, relevance, and community-oriented research that this award seeks to honor.