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Stanford University’s Top 2% Scientists List: Understanding the Selection Criteria and Its Global Impact
In today’s research-driven world, recognition as one of the Stanford University top 2% world scien
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Top 8 Websites to Find and Hire Freelance Academicians and Researchers in 2025
abhishek gupta February 19, 2025
As companies change, hiring skilled freelancers has become a smart and inexpensive way to get work d
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AI Hiring index Report 2022
abhishek gupta June 18, 2022
Overview The Global AI Index Report 2022 is a joint effort between Stanford University’s Human-Cen
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Mentorship 3.0
abhishek gupta November 20, 2025
From Authority to Synergy: Why the Future of Research Belongs to Mentorship 3.0 The image of the solitary researcher—working late...
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From Local Expert to Global Mentor: Scholarscolab Impact
abhishek gupta July 19, 2025
Complete case study: How ScholarsColab's platform helped doctorates expand from local to global impact. Includes metrics and growth data.
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Uphold Scientific Integrity: Share and Access Research Simulations on ScholarsColab
abhishek gupta July 11, 2025
Uphold Scientific Integrity Respected Researcher, The scientific community is currently grappling with a significant issue: numerous research papers are being...
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The World’s Top 2% Scientists: An Overview of Prestigious Recognizing Organizations, Their Selection Criteria, and Key Comparisons
abhishek gupta July 2, 2025
In the ever-evolving landscape of academia and research, recognition as one of the top scientists globally is a testament to...
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Stanford University’s Top 2% Scientists List: Understanding the Selection Criteria and Its Global Impact
abhishek gupta June 27, 2025
In today’s research-driven world, recognition as one of the Stanford University top 2% world scientists has become a prestigious honor....
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Breaking the Research Bottleneck: How PhD Scholars Can Find Expert Guidance for Specific Problems
abhishek gupta June 24, 2025
The Universal PhD Challenge Every PhD scholar faces a familiar frustration: getting stuck on a research problem and struggling to...
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MATLAB for Audio Processing – A Comprehensive Guide for Researchers
abhishek gupta March 20, 2025
With uses ranging from voice recognition to medical diagnostics, Audio processing is an essential area of signal processing. Because of...
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Top Websites to Download Machine Learning Research Codes for Free
abhishek gupta March 4, 2025
Regular introduction of new algorithms, models, and methodologies is driving fast evolution in machine learning research. Students, researchers, and developers...
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Top 8 Websites to Find and Hire Freelance Academicians and Researchers in 2025
abhishek gupta February 19, 2025
As companies change, hiring skilled freelancers has become a smart and inexpensive way to get work done quickly. Freelance platforms...
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How to Write Code Documentation: A Guide for Researchers
abhishek gupta February 6, 2025
Code documentation for the researchers is a boon for them. Its a practice, and excelling in it increases the academia's...
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Vehicular Network as a Graph-VANET
abhishek gupta January 19, 2025
Sure! Here's a shorter summary: Vehicular Ad Hoc Networks (VANETs) are specialized Mobile Ad Hoc Networks (MANETs) for wireless communication...
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ONOS: A game-changing initiative by the Indian Government to revolutionize Indian academia!
abhishek gupta November 29, 2024
In his speech addressing the nation on 15th August, 2022 Honourable Prime Minister of India, Shri Narendra Modi had given...
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Real-time automatic control in a smart energy-hub
Sakthivel R May 28, 2024
This paper proposes a real-time optimal scheduling strategy based on GRL to improve the economy and safety of ADN operations,...
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GCN for UAV coverage control
Sakthivel R May 27, 2024
This paper introduces a novel method for managing UAV groups using graph convolutional multi-agent reinforcement learning (MARL), which reduces energy...
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Multi-energy microgrid through RL
Sakthivel R May 26, 2024
The proposed safe RL technique for MEMG energy management integrates a dynamic security assessment layer to respect physical boundaries, ensuring...
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Proactive Routing Strategy in Smart Power Grids Using GRL
Sakthivel R May 26, 2024
Reference: Islam, M. A., Ismail, M., Atat, R., Boyaci, O., & Shannigrahi, S. (2023). Software-Defined Network-Based Proactive Routing Strategy in...
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Adaptive Dispatch for Renewable Energy
Sakthivel R May 25, 2024
An adaptive active power rolling dispatch approach based on distributed deep reinforcement learning is proposed to address uncertainties in high-proportion...
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Optimal energy management strategies for energy internet
Sakthivel R May 23, 2024
This paper explores innovative energy management solutions within the Energy Internet using model-free deep reinforcement learning, demonstrating significant advancements through...
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Transient stability preventive control based on GCN and DRL
Sakthivel R May 22, 2024
Reference: Wang, T., & Tang, Y. (2023). Transient stability preventive control based on graph convolution neural network and transfer...
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PV inverter based on VAR control using GRL
Sakthivel R May 22, 2024
Reference: Yan, R., Xing, Q., & Xu, Y. (2023). Multi agent safe graph reinforcement learning for PV inverter s...
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Decentralized Volt-VAR control using Multi-agent GRL
Sakthivel R May 21, 2024
MASAC-HGRN, a multi-agent graph-based DRL technique, enhances Volt/Var control under partial observation, outperforming conventional methods and advanced RL algorithms in...
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DRL for Energy optimization in buildings
Sakthivel R May 21, 2024
Distributed Reinforcement Learning (DRL) optimizes energy use across multiple buildings, surpassing other control methods in efficiency, precision, and resilience.
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GRL for inverter-based active voltage control
Sakthivel R May 20, 2024
This paper introduces a decentralized multi-agent approach, utilizing the Dec-POMDP framework, to minimize voltage deviation and network loss in active...
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GRL for user preference- energy sharing systems
Sakthivel R May 20, 2024
Advanced Energy Sharing System (ESS) that significantly improves efficiency and energy transfer by incorporating customer preferences and employing novel heuristics.
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GRL for line flow control
Sakthivel R May 19, 2024
This research presents a semi-distributed learning strategy combining a GCN and DRL for generation units to adjust bids and handle...
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GRL for service restoration
Sakthivel R May 19, 2024
In this paper, a multi-agent graph reinforcement learning strategy utilizing attention mechanisms is proposed for service restoration, which is modeled...
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Resource management in dense cellular network using GRL
Sakthivel R May 14, 2024
The blog proposes using MARL with GAT in DRL to tackle NS challenges in dense cellular networks. This approach manages...
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PV-Rich Networks: Voltage Management Boosting
Sakthivel R May 14, 2024
Voltage violations in active distribution networks, driven by distributed photovoltaic systems, pose challenges. An innovative edge intelligence approach integrating GAN...
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GCRL for Advanced Energy-Aware Process Planning
Sakthivel R May 12, 2024
Reference: Xiao, Q., Niu, B., Xue, B., & Hu, L. (2022). Graph convolutional reinforcement learning for advanced energy-aware process planning. IEEE...
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A GRL for rapid charging stations
Sakthivel R May 12, 2024
The paper addresses the urgent need for eco-friendly transportation amidst rising energy consumption. It introduces a fast charging recommendation algorithm...
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GRL approach for smart building energy and comfort optimization
Sakthivel R May 7, 2024
"Optimizing building energy usage is crucial due to its environmental impact. Authors propose leveraging information technology and real-time occupancy sensors...
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Power Optimization using DRL for the Energy Internet
Sakthivel R May 5, 2024
Reference: Xu, S., & Guo, S. (2024). Distributed Reactive Power Optimization for Energy Internet via Multiagent Deep Reinforcement Learning With...
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A GRL for Dynamic Renewable Energy Dispatch
Sakthivel R May 3, 2024
This study proposes a novel graph reinforcement learning (GRL) algorithm to tackle the challenges of dynamic economic dispatch (DED) in...
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physics assisted GRL for PV voltage regulation
Sakthivel R April 29, 2024
The authors propose a voltage control technique combining surrogate model DRL and a representation network, utilizing a tree topology graph...
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Job scheduling in manufacturing systems using GRL.
Sakthivel R April 28, 2024
This research presents a unique PPO algorithm with Rollback for balancing efficiency and dynamic adaptation in manufacturing systems, combined with...
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Energy Harvesting for Dynamic Computation Offloading using GRL
Sakthivel R April 28, 2024
The author introduces GCN-DDPG for JPORA in MEC with EH. Traditional DDPG struggles with dynamic MEC environments. GCN-DDPG combines DDPG...
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GRL for Sequential Distribution System Restoration Learning
Sakthivel R April 23, 2024
A GRL architecture for distribution service restoration in power systems is presented in this study. It combines a GCN with...
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GCN – Topology embedded DRL for Voltage Stability Control
Sakthivel R April 23, 2024
A GCN-DRL framework for managing topology changes in power system voltage stability control is presented in this research. When compared...
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AN IMAGE IS WORTH 16X16 WORDS: TRANSFORMERS FOR IMAGE RECOGNITION AT SCALE
Pratham Goyal April 19, 2024
AN IMAGE IS WORTH 16X16 WORDS: TRANSFORMERS FOR IMAGE RECOGNITION AT SCALE Reference: Alexey Dosovitskiy, Lucas Beyer, Alexander Kolesnikov, Dirk...
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Research of spatial context convolutional neural networks for early diagnosis of Alzheimer’s disease
Pratham Goyal April 19, 2024
Research of spatial context convolutional neural networks for early diagnosis of Alzheimer’s disease Reference: Yinsheng Tong, Zuoyong Li, Hui Huang,...
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Graph RL for High renewable Energy penetration
Sakthivel R April 18, 2024
Reference: Li, P., Huang, W., Dai, Z., Hou, J., Cao, S., Zhang, J., & Chen, J. (2022, March). A Novel...
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Graph-Based RL for Dynamic Network Scheduling
Sakthivel R April 18, 2024
This paper integrates Graphical Attention Networks (GAT) and Deep Deterministic Policy Gradient (DDPG) to optimize real-time control of active distribution...
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Electrical System for Varying Topologies using Graph based DRL
Sakthivel R April 17, 2024
This paper presents a novel graph-based DRL framework for autonomous power dispatch in complex and uncertain modern power systems. Using...
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VGG-TSwinformer: Transformer-based deep learning model for early Alzheimer’s disease prediction.
Alka Gupta April 15, 2024
VGG-TSwinformer: Transformer-based deep learning model for early Alzheimer’s disease prediction. Patient suffering from Alzheimer’s disease Reference:- Zhentao Hu, Zheng Wang,...
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GRL-based residential electricity behavior
Sakthivel R April 9, 2024
This paper proposes NILM model to capture user behavior effectively and HEMS strategy to address issues arising from ignoring appliance...
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Unveiling the Art of Research Paper Writing: Mastering the Marketing Stunt
abhishek gupta May 21, 2023
Mastering the art of research paper writing means transforming it into a captivating marketing stunt. Craft an engaging title, employ...
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AI Hiring index Report 2022
abhishek gupta June 18, 2022
Overview The Global AI Index Report 2022 is a joint effort between Stanford University’s Human-Centered AI Institute and the Center...
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Literature Review Analysis on WSN Clustering-Free-Thesis
abhishek gupta April 3, 2022
WSN clustering optimization is curated by several researchers. so to identify a new solution, a significant literature review has to...
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Remembering the sacrifice of Freedom Fighters of India
abhishek gupta August 12, 2020
India is celebrating its 74th Independence Day on 15th August. Independence Day is an annual observance day which is celebrated on every 15th August. India...


















































