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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

websites to Hire Freelance Academicians

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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...

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