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Rishabh-bgp/README.md
Banner in a cyberpunk, machine-vision and tactical HUD style: RISHABH ARYAN, callsign RA-01, AI/ML Researcher and R&D Engineer. IIIT Bhagalpur · IIT Jammu Summer School 2026 · IIT Ropar × NIELIT Ropar Typing animation: ML that holds up under scrutiny

M.Tech AI & Data Science IIIT Bhagalpur IIT Jammu Summer School 2026 IIT Ropar × NIELIT Ropar Real Estate ML Trilogy Thesis: An Investigation into Advanced Techniques for Wind Speed Forecasting with Applications to Renewable Energy Grid Integration

Rishabh Aryan · AI/ML researcher and R&D engineer · M.Tech in Artificial Intelligence & Data Science, IIIT Bhagalpur · machine learning, deep learning, wind power forecasting, quantum machine learning, explainable AI (SHAP, LIME), real estate price prediction, NLP and healthcare AI · Python, scikit-learn, PyTorch, FastAPI

> mission_briefing --operator RA-01
  NAME     Rishabh Aryan
  ROLE     AI/ML Researcher & R&D Engineer
  BASE     M.Tech, AI & Data Science @ IIIT Bhagalpur
  AFFIL    IIIT Bhagalpur · IIT Jammu Summer School 2026
           · IIT Ropar × NIELIT Ropar
  OBJECTIVE
    Machine learning that holds up under scrutiny:
    leakage-aware benchmarks, honest evaluation,
    reproducible research code.
ID tag: ARYAN, RISHABH · CALLSIGN RA-01 · M.TECH AI & DS · IIIT BHAGALPUR · IIT JAMMU SUMMER SCHOOL 2026 · IIT ROPAR × NIELIT ROPAR

FIELD DEPLOYMENT: IIT Jammu Summer School 2026

IIT Jammu Summer School 2026, internship in AI (LLMs, GenAI, Automation & AI Agents), 10 Jun – 10 Aug 2026, with Techible and I3C IIT Jammu. Built Cobratate, an esoteric programming language, in a 24-hour hackathon

🎯 Internship: AI (LLMs, GenAI, Automation & AI Agents) · Summer School 2026, IIT Jammu, in collaboration with Techible and I3C IIT Jammu · 10 Jun – 10 Aug 2026

Hackathon op: built Cobratate, an esoteric programming language with a Python interpreter, in a 24-hour hackathon at IIT Jammu. ▶ Try it live

MISSION LOG: focus areas

Sector Mission Proof of work
🌬️ Time-series & wind forecasting Wind speed forecasting from ARIMA/SARIMA to CNN-BiLSTM-Attention, probabilistic TCN and load forecasting 14 thesis repos · morocco-city-aware-load-forecasting · prediction-as-power · wind-turbine-power-model
⚛️ Quantum & hybrid QML Variational quantum circuits and tensor networks combined with deep forecasters (PyTorch + PennyLane) hybrid-vqc · cbma-tn-vqc · hcq-lstm-clqgwo
🧠 Deep learning CNN, LSTM/BiLSTM, attention, gating, knowledge tracing and gene-perturbation models in PyTorch cnn-bilstm-attention-* · wuweidl · vedic-math-hybrid-kt · virtual cell
👁️ Computer vision (YOLO) Ultralytics YOLO11 detection, segmentation, pose and classification, with ONNX models running in the browser machine-learning-part-2 · ROAD//SCAN
🛡️ NLP spam & scam detection Explainable SMS/email scam detection for English, Hindi and Hinglish, and stylometric detection of LLM-rewritten text SPAM//SCAN · coda-synth
⚖️ Responsible AI Fairness gaps with bootstrap CIs, mitigation Pareto fronts, SHAP/LIME/permutation audits, governance crosswalks FAIR//AUDIT · xai-shap-lime · boston (race feature excluded)
🧬 EEG / biomedical ML Provenance audits, leakage-aware seizure-type classification, RNA-Seq tumour typing with conformal reliability, CKD and BCI reviews beed-ml-study · pan-cancer · CKD in HIV
🤖 LLMs, GenAI & agents Multi-agent operations, n8n automation, agentic commerce simulation, GenAI and agentic-engineering ebooks fleet chief of staff · iot-n8n · Agentic-Engineering-Ebook
🚀 Deployment GitHub Pages web apps, in-browser ONNX and JS models, FastAPI services, Docker, CI, and a Flask app on Render ROAD//SCAN · SPAM//SCAN · Taiwan valuation app · iris-classification
🌐 Web development Modern UI/UX websites and browser games in plain HTML, CSS and JavaScript logistics · zoo · snakes-and-ladders

TARGETS ACQUIRED: featured projects

> SECTOR 01 :: IIT ROPAR × NIELIT ROPAR AI/ML PROGRAM

Project What it is Live
beed-ml-study Provenance audit & leakage-aware benchmark on the Bangalore EEG Epilepsy Dataset —
pan-cancer-classification Leakage, equivalence & conformal reliability on UCI TCGA Pan-Cancer RNA-Seq —
real-estate-valuation-taiwan Capstone: house price per ping prediction for Xindian, New Taipei — gradient boosting, FastAPI, in-browser web app with OpenStreetMap ▶ open
boston-house-price-prediction Capstone: Boston home-value prediction — gradient boosting with the race feature B excluded, FastAPI, in-browser web app ▶ open
california-house-price-prediction Capstone: California block-group value prediction: gradient boosting, spatial CV, $500k cap handled, FastAPI, Leaflet map app ▶ open
iris-classification Iris classifier: scikit-learn model comparison, FastAPI /predict, Docker, CI and an in-browser ML demo ▶ open
machine-learning-part-1 Heart-disease classification & insurance-cost regression with scikit-learn —
machine-learning-part-2 Computer vision with YOLO11: detection, segmentation, pose & potato leaf disease classification (99.5% top-1) —
machine-learning-part-3 Road damage detection with YOLO11: potholes, cracks & manholes, in-browser ONNX demo (mAP50 0.496) ▶ open
responsible-ai-uci-adult Responsible-AI audit on UCI Adult: fairness gaps with bootstrap CIs, mitigation Pareto front, SHAP/LIME/permutation audit, governance crosswalk. 10-seed repeated runs: XGBoost accuracy 0.867 ± 0.004, AUC 0.928 ± 0.002 ▶ open
NIELIT-MACHINE-LEARNING-PROJECTS Nineteen end-to-end ML projects with runnable notebooks —

> SECTOR 02 :: FIELD OPERATIONS

Project What it is Live
spam-scan Explainable spam/phishing/Indian-scam detector (TF-IDF + LR, Flask) ▶ open
cobratate Esoteric programming language with a Python interpreter — built at a 24-hour hackathon at IIT Jammu ▶ open
logistics-website-capstone Kargonaut Logistics — claymorphism, glassmorphism & neumorphism ▶ open
lovelight-leap Love-themed 2D platformer in vanilla JS canvas ▶ play
zoo-website-capstone Fictional zoo website built twice: a beginner version and a cinematic advanced version ▶ open
snakes-and-ladders Original Snakes & Ladders browser game: SVG board, 3D dice, 2–4 humans or bots, save/resume ▶ play
kbc-game Kaun Banega Crorepati quiz game for the terminal: 16-question prize ladder, safe levels, 4 lifelines —

> SECTOR 03 :: RESEARCH LAB

Project What it is Live
coda-synth Stylometric detection of LLM-rewritten dark-web documents with sparse TF-IDF + LinearSVC (public/synthetic corpora only) ▶ open
morocco-city-aware-load-forecasting City-aware short-term load forecasting and peak detection on Moroccan smart-meter data (5 zones), Random Forest —
prediction-as-power Hourly European electricity-market simulator comparing NWP and AI wind forecasts via merit-order prices and imbalance costs —
wind-turbine-power-model Single-turbine power curves and wind-farm simulation with Weibull statistics and windpowerlib —
building-a-virtual-cell-in-python Predicts a cell's gene-activity pattern after a single-gene knockout —
vedic-math-hybrid-kt Rule-based Vedic sutras + RF tag cleaning + LSTM knowledge tracing with focal loss —
Meeting-of-Machines Agentic-commerce case study: simulation of human, naive and governed agent matching and hidden fulfilment risk —
Predicting-Hot-Events Bayesian early-stage event prediction (BEEP) for social networks from time-series and structural features —
Chronic-Kidney-Disease-Stage-Identification Supervised-ML review of CKD stage detection in HIV patients (SVM, RF, XGBoost, DNN) —
Brain-Computer-Interfaces-and-Cognitive-Computing Introduction to brain–computer interfaces and cognitive computing —

> SECTOR 04 :: KNOWLEDGE BASE & TRAINING GROUNDS

Project What it is Live
IIT-ROPAR-GENAI-FOUNDATIONS Open-source Generative AI foundations ebooks from an IIT Ropar AI tools workshop —
Agentic-Engineering-Ebook Notebook-book on specifying, generating and verifying multi-tenant SaaS built with coding agents —
NIELIT-PYTHON- Python teaching notebooks: a language reference and five capstone programs —
NIELIT-DATA-SCIENCE NumPy, Pandas and Matplotlib tutorial notebooks for the NIELIT Data Science curriculum —
100-days-of-python Original offline solutions to all 100 projects of the 100 Days of Code Python curriculum —
logistic-regression Multi-class logistic regression on Iris: stratified CV, GridSearchCV, decision boundaries (96.67% accuracy) —
linear-regression-model- Linear regression on the scikit-learn diabetes dataset using BMI —
knn-classifier K-Nearest Neighbors classifier on Iris —

REAL ESTATE ML TRILOGY: industry capstone with KFPN

Industry capstone with KF Property Network Pte Ltd (KFPN), a Knight Frank Singapore subsidiary

Part Operation Theatre Live Deployed model (repeated K-fold CV)
◆ I real-estate-valuation-taiwan Xindian, New Taipei · 414 sales ▶ open R² 0.715 · RMSE 7.136 · MAE 4.551 (10k TWD/ping)
◆ II boston-house-price-prediction Boston, USA · 506 tracts ▶ open R² 0.877 · RMSE 3.157 · MAE 2.119 ($1000s)
◆ III california-house-price-prediction California, USA · 20,640 block groups ▶ open R² 0.840 · RMSE 0.461 · MAE 0.291 ($100k)

Personal portfolio projects on public datasets, text credit only. They are not endorsed by, or official products of, KFPN or Knight Frank.

THESIS WORK: M.Tech in AI and Data Science, IIIT Bhagalpur

M.Tech thesis: An Investigation into Advanced Techniques for Wind Speed Forecasting with Applications to Renewable Energy Grid Integration
14 reference implementations in five method groups

M.Tech in AI and Data Science, IIIT Bhagalpur: Thesis Work

Wind power forecasting reference implementations: clean Python rebuilds on synthetic data, because the original SCADA data is confidential. Results will differ from the published papers.

> QUANTUM AND HYBRID QUANTUM MACHINE LEARNING

Repository What it is Live
08 ☰ 乾 Qian hybrid-vqc-wind-speed-forecasting Hybrid variational quantum circuit (Conv1D-LSTM + VQC), PyTorch + PennyLane ▶ open
10 ☵ 坎 Kan cbma-tn-vqc-wind-green-hydrogen CNN-BiLSTM-MultiHead attention + tensor-network VQC, wind forecasting for green hydrogen ▶ open
12 ☶ 艮 Gen hcq-lstm-clqgwo-wind-forecasting Physics-informed hybrid classical-quantum LSTM tuned by a chaotic Lévy-flight quantum-inspired grey wolf optimizer ▶ open

> METAHEURISTIC-OPTIMIZED HYBRIDS

Repository What it is Live
04 ☷ 坤 Kun geoai-hybrid-ga-pso-anfis-wind-forecasting GeoAI hybrid: GA → PSO → ANFIS → CNN-LSTM probabilistic multi-site forecasting. 1-h RMSE 0.67 vs 0.73 persistence (m/s, synthetic data) ▶ open

> DEEP LEARNING WITH ATTENTION AND GATING

Repository What it is Live
01 ☴ 巽 Xun cnn-bilstm-attention-synthetic-scada CNN-BiLSTM-Attention on synthetic SCADA-style data vs ARIMA, LSTM, XGBoost, Random Forest and SVR. Demo model 1-h RMSE 0.77 vs 0.80 persistence (m/s, synthetic data) ▶ open
02 ☳ 震 Zhen cnn-bilstm-attention-real-scada CNN-BiLSTM-Attention pipeline for real turbine SCADA data (run here on synthetic data, the real data is confidential). Demo model 1-h RMSE 0.77 vs 0.80 persistence (m/s, synthetic data) ▶ open
03 ☰ 乾 Qian cnn-bilstm-attention-benchmarking-indian-scada Benchmark of CNN-BiLSTM-Attention vs ANN, LSTM, SVM and ARIMA-ANN with Diebold-Mariano tests. Demo model 1-h RMSE 0.77 vs 0.80 persistence; LSTM ranks first in the quick benchmark (m/s, synthetic data) ▶ open
05 ☲ 離 Li xai-shap-lime-cnn-bilstm-attention-wind Explainable CNN-BiLSTM-Attention forecasting with SHAP and LIME. 1-h RMSE 1.01 vs 1.08 persistence (m/s, synthetic data) ▶ open
06 ☲ 離 Li wind-forecasting-mathematical-formulations-validation Equation-by-equation ANN, LSTM/BiLSTM, SVR, ARIMA-ANN and CNN-BiLSTM-Attention with optimizer, learning-rate and statistical validation studies. Demo model 1-h RMSE 0.77 vs 0.80 persistence (m/s, synthetic data) ▶ open
09+13 ☵ 坎 Kan wuweidl-daoist-gated-wind-forecasting WuWeiDL: Wu Wei gating and Feng-Qi turbulence encoding. 1-h RMSE 0.97 vs 1.08 persistence (m/s, synthetic data) ▶ open
16 ☴ 巽 Xun rso-net-wind-grid-stabilization RSO-Net: recursive self-optimizing TCN-Attention probabilistic forecasting with grid-stabilization proposals ▶ open

> IOT, AUTOMATION AND MULTI-AGENT SYSTEMS

Repository What it is Live
14 ☳ 震 Zhen iot-n8n-wind-turbine-predictive-maintenance IoT + forecasting + n8n automation for wind-turbine predictive maintenance. 1-h RMSE 1.00 vs 1.08 persistence (m/s, synthetic data) ▶ open
15 ☱ 兌 Dui multi-agent-turbine-fleet-chief-of-staff Multi-agent AI chief of staff for wind-turbine fleet operations. 1-h RMSE 1.01 vs 1.08 persistence (m/s, synthetic data) ▶ open

> STATISTICAL TIME-SERIES MODELS

Repository What it is Live
07 ☵ 坎 Kan arima-sarima-wind-speed-chennai ARIMA(3,0,2) and SARIMA(0,1,2)(0,1,2,4) daily wind speed forecasting for Chennai. 30-day RMSE 0.72 (ARIMA) vs 0.85 (SARIMA), R² near zero (m/s, synthetic data) ▶ open

LOADOUT: tech stack

Tech stack: Python, scikit-learn, PyTorch, Flask, HTML, CSS, JavaScript, Git, GitHub, Linux

pandas · NumPy · LightGBM · XGBoost · statsmodels · PennyLane · Ultralytics YOLO11 · ONNX Runtime Web · fairlearn · SHAP · LIME · FastAPI · Docker · n8n · matplotlib · seaborn · Jupyter

TRAINING LOG: education and training

Period Programme
— M.Tech, Artificial Intelligence & Data Science — Indian Institute of Information Technology (IIIT) Bhagalpur
— 6-Month Industrial Training & Certification Program in AI & ML — jointly offered by IIT Ropar and NIELIT Ropar, under MeitY, Govt. of India
10 Jun – 10 Aug 2026 Internship: AI (LLMs, GenAI, Automation & AI Agents) — Summer School 2026, IIT Jammu, in collaboration with Techible and I3C IIT Jammu. During this internship I built Cobratate at a 24-hour hackathon at IIT Jammu.

PUBLICATIONS: papers, chapters and patents

Publications

51 entries from publications.csv: papers, book chapters, books, patents and a copyright registration. Grouped by year, newest first.

> 2026 · 40 entries

Papers, chapters and books (36)

  • Towards Immersive Classrooms: Practical Approaches to AR and VR Adoption in Indian Educational Institutions. Aryan, Er. Rishabh. The Future of Engineering Innovations: Smart Technologies and Advanced Design @ 2026, vol. 3, p. 103, Chyren Publications, 742, Ground Floor, Maruti Chowk, Ghitorni, Delhi-30.
  • Automated Multi-Class Chest X-Ray Classification: A Hybrid cGAN-Transfer Learning Framework for Detecting Normal, Tuberculosis, Pneumonia, and COVID-19 Severity Levels. Aryan, Er. Rishabh. The Future of Engineering Innovations: Smart Technologies and Advanced Design @ 2026, vol. 3, p. 121, Chyren Publications, 742, Ground Floor, Maruti Chowk, Ghitorni, Delhi-30.
  • Predicting Student Dropout and Satisfaction in Virtual Learning Environments: A Comparative Study of ML Algorithms. Aryan, Er. Rishabh. The Future of Engineering Innovations: Smart Technologies and Advanced Design @ 2026, vol. 3, p. 136, Chyren Publications, 742, Ground Floor, Maruti Chowk, Ghitorni, Delhi-30.
  • Predictive Maintenance for Construction Sites: Leveraging IoT and AI for Minimizing Downtime. Aryan, Er. Rishabh. International Journal of Engineering Development and Research.
  • Chronic Kidney Disease Stage Identification in HIV Infected Patients Using Supervised Machine Learning: A Review. Aryan, Er. Rishabh. International Journal of Versatile Research and Analysis.
  • Comparative Analysis of Traditional Machine Learning Algorithms for Text Classification in Natural Language Processing: A Study of Naive Bayes, Random Forest, and Support Vector Machine with TF-IDF Vectorization. Aryan, Er. Rishabh. High Technology Letters.
  • Machine Learning-Based Fault Detection and Recovery Prediction in Digital Microfluidic Biochips: An Integrated XGBoost-SMOTE Framework. Aryan, Er. Rishabh. Xi'an Jianzhu Keji Daxue Xuebao/Journal of Xi'an University of Architecture and Technology.
  • Mathematical Modeling and Image Processing Techniques for Early Detection of Tumor Heterogeneity in Medical Imaging. Dr. C. Balaji, Er. Rishabh Aryan, Rachit Ahuja, Dr. Prabhat Bansal, Dr. Krishnan Bandyopadhyay, Prem Kumar. Scientific Culture.
  • Hybrid Deep Learning Models with Attention Mechanisms for Short-Term Wind Speed Forecasting: A Comprehensive Review and Benchmarking of CNN–BiLSTM–Attention Using Synthetic SCADA-Style Data for Robust Preliminary Validation. Er. Rishabh Aryan, Prof. Dr. Tryambak Hiwarkar. International Journal of Multidisciplinary Engineering in Current Research (IJMEC).
  • Hybrid Deep Learning Models with Attention Mechanisms for Short-Term Wind Speed Forecasting: A Comprehensive Review and Benchmarking of CNN–BiLSTM–Attention on Real SCADA Data. Er. Rishabh Aryan, Prof. Dr. Tryambak Hiwarkar. International Journal of Multidisciplinary Engineering in Current Research (IJMEC).
  • Performance Benchmarking of a Novel CNN–BiLSTM–Attention Hybrid Model for Short-Term Spatiotemporal Wind Speed Forecasting Using Indian SCADA Data. Er. Rishabh Aryan, Prof. Dr. Tryambak Hiwarkar. International Journal of Engineering and Science Research (IJESR).
  • A Unified GeoAI Hybrid Framework for African Windscapes: Integrating Evolutionary Swarm, Fuzzy-Neuro Computing, and Probabilistic Spatio-Temporal Wind Forecasting for Sustainable Regional Energy Planning. Er. Rishabh Aryan, Prof. Dr. Tryambak Hiwarkar. African Journal of Geography and Regional Planning (AJGRP).
  • Explainable AI for Wind Speed Forecasting: SHAP and LIME Interpretability of the CNN–BiLSTM–Attention Model on Real-World Indian Wind Farm Data. Er. Rishabh Aryan, Manimozhi I. Journal of African Development (JAD).
  • Mathematical Formulations, Optimization, and Statistical Validation of Hybrid Deep Learning Models for Short-Term Wind Speed Forecasting: A Comparative Analysis of ANN, LSTM, SVM, ARIMA-ANN, CNN-BiLSTM, and CNN-BiLSTM-Attention Architectures. Er. Rishabh Aryan, Manimozhi I. International Journal for Research in Advanced Computer Science and Engineering.
  • Modeling and Forecasting of Wind Speed Using ARIMA and SARIMA Models: An Empirical Study of Chennai City. Er. Rishabh Aryan, Manimozhi I. International Journal for Research in Advanced Computer Science and Engineering.
  • Enhancing Dermatological Diagnosis Through Multimodal Deep Learning and Visual–Textual Data Fusion. I. Manimozhi, D. Lakshmi, Er. Rishabh Aryan. Revista Latinoamericana de la Papa.
  • Neuro-Symbolic Deep Learning for Interpreting Pre-Columbian Geoglyphs and Rock Art in the Brazilian Amazon: Implementation of a Multimodal Model, Explainability Analysis, and Governance Frameworks for Indigenous Cultural Sovereignty. Aryan, Er. Rishabh. Revista Latinoamericana de la Papa.
  • Trust, Explainability, and Workflow Integration of Multimodal AI in Dermatology: Insights from Indian Dermatologists. Er. Rishabh Aryan, Manimozhi I. International Journal of Engineering Development and Research.
  • Revolutionising Dental Care Through Artificial Intelligence: Applications in Oral Surgery and Diagnostics. Er. Rishabh Aryan, Prof. Dr. Tryambak Hiwarkar. Revista Latinoamericana de la Papa.
  • Machine Learning Applications in Autism Spectrum Disorder Therapy: Personalized Intervention Planning, Behavioral Monitoring, and Outcome Prediction. Er. Rishabh Aryan, Prof. Dr. Tryambak Hiwarkar. Revista Latinoamericana de la Papa.
  • Riding the Wind Like Liezi: Re-Embodying Daoist Wu Wei and Feng-Qi Dynamics in Hybrid Deep Learning Models for Ultra-Accurate Wind Speed Forecasting. Er. Rishabh Aryan, Manimozhi I. Multidisciplinary Journal of Academic Publications.
  • Wind Speed Forecasting Using Quantum Computing: A Hybrid Variational Quantum Circuit Approach on Indian SCADA Data. Er. Rishabh Aryan, Sonam Eyden. Engineering Universe For Scientific Research And Management.
  • Introduction to AI and Machine Learning for Modern Systems. Aryan, Er. Rishabh. Intellect Jurists Publishers - International Publishers and Distributors (India).
  • Quantum-Classical Hybrid Intelligence for the Green Hydrogen Revolution: Quantum-Inspired Tensor Networks and Variational Quantum Circuits Integrated with CNN-BiLSTM-Multihead Attention for Hyper-Accurate Wind Speed Forecasting and Real-Time Electrol. Er. Rishabh Aryan, Sonam Eyden, Manimozhi I, Dr. Tryambak Hiwarkar. Tanz Research Journal.
  • A Retrieval-Augmented Large Language Model Framework for Intelligent Maritime Decision Support Systems. I. Manimozhi, D.Lakshmi, A.Akila, Rishabh Aryan. Amet Global Maritime Summit (AGMS 2026), 1(1), p. 255.
  • Physics-Informed Hybrid Classical-Quantum LSTM Network for Wind Speed Forecasting, Optimized via a Chaotic Lévy-Flight Quantum-Inspired Grey Wolf Metaheuristic. Aryan, Rishabh. International Conference on Multidisciplinary Research and Global Perspectives (ICMRIGP 2026).
  • Physics-Informed Hybrid Classical-Quantum LSTM Network for Wind Speed Forecasting, Optimized via a Chaotic Lévy-Flight Quantum-Inspired Grey Wolf Metaheuristic. Aryan, Rishabh. Dianwang Jishu/Power System Technology, 50(3), pp. 245 - 279, Power System Technology Press.
  • Artificial Intelligence Applications in Modern Defense Strategy and Decision Making Processes. Aryan, Er. Rishabh. Artificial Intelligence: Theory, Techniques, and Real-World Integration V6B77, vol. 1, pp. 100-109, Iterative International Publishers (IIP Series).
  • Mathematical Foundations of AI. Aryan, Rishabh. Artificial Intelligence: Theory, Techniques, and Real-World Integration V6B77, vol. 1, pp. 86-99, Iterative International Publishers (IIP Series).
  • Integration of Real Time IoT Sensor Networks and Advanced Wind Speed Forecasting Models Within an N8n Based Automation Framework for Predictive Maintenance of Wind Turbines and Enhanced Renewable Energy Grid Stability. Aryan, Er. Rishabh. International Journal of Engineering Applied Science and Management, 7(8), pp. 1-30, IJEASM Assosiation, Bhopal, Madhya Pradesh (India).
  • Multi-Agent AI Chief of Staff for Turbine Fleet Operations: Integrating Advanced Wind Speed Forecasting to Optimise Real Time Performance, Maintenance and Grid Integration. Aryan, Er. Rishabh. International Journal of Artificial Intelligence and Computer Electronics, 2(3), pp. 1-32, IJAICE, Taurusavenue 105 2122 LS, Hoofddorp, Netherlands.
  • Recursive Self-Optimizing Neural Architectures for Ultra-High-Resolution Wind Speed Forecasting and Autonomous Grid-Stabilization Protocols Under Extreme Uncertainty. Aryan, Er. Rishabh. International Journal of Artificial Intelligence and Communication Networks, 2(3), pp. 5-29, U.S. Center for Scholarly Excellence, 265 E River Park Circle, 1st Floor ….
  • From Rule-Based Systems to Retrieval-Augmented LLMs: A Comparative Review of AI Approaches for Maize Pest and Disease Management in Punjab. Rishabh Aryan, Anju, Satpal, Nishtha Kalia, Dr. Sarwan Singh. Cadernos de Pós-Graduação em Direito Político e Econômico, 26(2), pp. 1069-1092, Centro de Estudos Acadêmicos Press (Center for Academic Studies Press).
  • Wind-Aware Multi-Agent UAV Coordination for Targeted Pesticide Application: A Chemical Exposure and Occupational Health Risk Assessment for Fall Armyworm Management in Spring Maize, Punjab. Rishabh Aryan, Anju, Satpal, Nishtha Kalia, Dr. Sarwan Singh. Journal of Chemical Health Risks (JCHR), 16(5), pp. 169-188, Islamic Azad University.
  • A Hybrid CNN-Vision Transformer Framework for Multi-Class Plant Disease Identification from Leaf Images. Rishabh Aryan, Anju. Journal of Machine Learning Innovations and Artificial Intelligence Horizons, 1(2), pp. 153-171, Notation Trendplus Publishing Pvt. Ltd.
  • Integrating Digital Agriculture and Smart Farming Technologies for Climate-Smart Crop Management: A Field-Based Evaluation of AI, IoT, and Precision Systems. Rishabh Aryan, Anju. Journal of Environmental Agriculture and Agroecosystem Management, vol. 1, Vol. 1 No. 1 (2026): October, pp. 165-183, Notation Trendplus Publishing Pvt. Ltd.

Patents and copyright (4)

  • Wearable Sensor for Sports and Medical Use. Dr. CMA. Nayankumar Manilal Malde, Mr. Bhaskar J. Raskar, Maj. Dr Rahul Dilipkumar Magdum, Nishant Bharti, Er. Rishabh Aryan, Dr. Gitam Singh, Dr. Phatangare Ambadas Somnath, Dr. Mohit Kumar. Patent 496859-001 (IN).
  • AI-Based Autonomous Multi-Agent Cyber Threat Detection and Response System. Vivek Kothuru, Dr. R Sarath Babu, Dr. Roshan Suresh Bhanuse, Dr. Shyamal Mandal, Er. Rishabh Aryan, Dr. P. Ramasubramanian. Patent 510316-001 (IN).
  • Embodying Wu Wei and Ziran in Comptemporary Practice: Daoist Philosophical Principles Applied to a Hybrid CNN-BiLSTM-Attention Model for Spatiotemporal Wind Speed Forecasting-Insights from Indian SCADA Data, Chennai ARIMA/SARIMA Analysis, and African. Aryan, Er. Rishabh. Government of India (Copyright Office), LD-34737/2026-CO.
  • Hybrid Mechanical Waste-to-Energy Processing System. Shende, Prashant N., Chowdhury, Prasun, Gaikwad, Amol Dilipkumar, Aryan, Rishabh, Tolani, Smita Chandar, Ravi, S. Robert. Patent 20,262,107,892 (IN).

> 2025 · 2 entries

Papers, chapters and books (2)

  • Investigation of Farmer Livelihoods and the Role of Digital Technologies in Empowering Rural Communities in Bhagalpur, Bihar, India. Rishabh Aryan, Abdul Kalam. Revista Latinoamericana de la Papa.
  • Early-Stage Hot Event Prediction in Social Networks Using a Bayesian Modeling Framework. Er. Rishabh Aryan, Dr. Bhanu Priya. International Journal of Information Technology and Computer Engineering.
> 2024 · 6 entries (click to expand)

Papers, chapters and books (6)

  • Comprehensive Survey of Evolution of User Interface Banking and Financial Services Industry. Rishabh Aryan, Mr. Abdul Kalam. International Research Journal of Humanities and Interdisciplinary Studies.
  • Designing Bio-Inspired Clay Bricks for Sustainable Construction: Harnessing Nature's Design for Reduced Environmental Impact and Enhanced Performance. Rishabh Aryan, Mrs. Mahima Yadav, Mr. Abdul Kalam. International Journal of Advance Research and Innovative Ideas in Education.
  • Optimization of the Brick Making Process: Identifying Pain Points and Opportunities for Improvement in Bhagalpur, Bihar. Rishabh Aryan, Er. Chandan Kumar Pandey, Dr. Jaswinder Kaur. International Journal of Advance Research and Innovative Ideas in Education.
  • IoT-Driven Parking Solution to Enhance DIT University’s Infrastructure. Ishaan Chaudhary, Rishabh Aryan, Abhishek Parmar, Gopal Lohar. International Journal of Original Recent Advanced Research.
  • Enhancing Government-Citizen Interaction: Bridging Service Gaps Through Digital Design Solutions in Bihar, India. Rishabh Aryan, Abdul Kalam. Revista Latinoamericana de la Papa.
  • Connecting the Dots: Mapping & Mastering the TSDPL Customer Experience. Rishabh Aryan, Abdul Kalam, Mahima Yadav, Subhash Chandra Pandey. Revista Latinoamericana de la Papa.
> 2023 · 1 entry (click to expand)

Papers, chapters and books (1)

  • A Study on Digital Marketing and its Impact on Revenue Generation. Rishabh Aryan, Poonam Gupta. Revista Latinoamericana de la Papa.
> 2022 · 2 entries (click to expand)

Papers, chapters and books (2)

  • Dakshin Bihar Gramin Bank: Redefining the Digital Banking Experience with a Unified UI. Rishabh Aryan, Poonam Gupta. Revista Latinoamericana de la Papa.
  • To Study the Insurance Claims Detection Using Machine Learning. Rishabh Aryan, Amit Kumar Sahu. Revista Latinoamericana de la Papa.

SCORECARD: verified stats

Scorecard, verified via the GitHub API on 2 Nov 2026: 57 public repositories (51 original, 6 forks), 25 GitHub Pages sites all returning HTTP 200, 8 featured ML projects, 14 thesis repositories, 51 publications and patents, 3 real estate capstones

GitHub stats for Rishabh-bgp Most used languages of Rishabh-bgp

Contribution telemetry from the GitHub GraphQL API: total contributions, this year, current and longest streak (date stamped on the card)

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  ALL SYSTEMS ONLINE — open to research collaborations in applied ML.

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  1. Chronic-Kidney-Disease-Stage-Identification-in-HIV-Infected-Patients-Using-Supervised-ML Chronic-Kidney-Disease-Stage-Identification-in-HIV-Infected-Patients-Using-Supervised-ML Public

    ML is transforming Chronic Kidney Disease (CKD) detection in HIV patients, catching early asymptomatic stages to stop rapid decline. Reviewing tools like SVM, RF, and XGBoost based on eGFR, the stu…

    Jupyter Notebook

  2. building-a-virtual-cell-in-python building-a-virtual-cell-in-python Public

    A cell has a normal gene-activity pattern. Knock out one gene and that pattern changes. This project trains a small model to guess the new pattern from (1) the normal pattern and (2) a numeric fing…

    Jupyter Notebook 1

  3. wind-turbine-power-model wind-turbine-power-model Public

    Single-turbine power curves + wind-farm simulation. Weibull wind stats, hourly NASA-style speed data, and windpowerlib. Topics: wind-energy, wind-turbine, power-curve, weibull, windpowerlib and pyt…

    Jupyter Notebook

  4. morocco-city-aware-load-forecasting morocco-city-aware-load-forecasting Public

    City-aware short-term load forecasting and peak detection on high-resolution Moroccan smart-meter data (5 zones). Random Forest regression + classification, feature engineering from timestamps, Gri…

    Jupyter Notebook

  5. Predicting-Hot-Events-in-the-Early-Period-through-Bayesian-Model-for-Social-Networks Predicting-Hot-Events-in-the-Early-Period-through-Bayesian-Model-for-Social-Networks Public

    This notebook details the implementation and evaluation of a Bayesian perspective Early stage Event Prediction (BEEP) model. The goal is to build a model capable of predicting events based on time …

    Jupyter Notebook

  6. vedic-math-hybrid-kt vedic-math-hybrid-kt Public

    Hybrid Vedic Math AI: rule-based sutras (Urdhva-Tiryagbhyam, Nikhilam, Yavadunam) plus RF classifier that cleans noisy skill tags and LSTM knowledge tracing with Focal Loss. Generates 10k problems,…

    Jupyter Notebook