Scientific Machine Learning • Physics-Informed AI • Computational Fluid Dynamics
Embedded Systems Architecture • Inverse Kinematics • Real-Time Control
System Identity

Nallabati
Venkata Durga
Sai Sarat Chandra

Designing architectures at the edge of Fluid Mechanics and Artificial Intelligence.

AMRITA VISHWA VIDYAPEETHAM
CPI: 9.27
AP POLYCET RANK: 497
Major Architectures

System Under Development

[ CLASSIFIED ]
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Operational Toolkit
HARDWARE CONTROL
  • Arduino / STM32
  • Raspberry Pi (SBC)
  • ROS / ROS2 Nav Stack
  • I2C / UART / CAN Bus
  • Sensors (LiDAR/IMU)
  • Power Distribution
SOFTWARE CORE
  • C / C++ (Embedded)
  • Python (AI/Scripting)
  • Supervised ML (Reg/Class)
  • SciML / CFD Basics
  • IBM Qiskit / SQL
  • Linux / Bash
WORKFLOW & TOOLS
  • Fusion 360 / AutoCAD
  • VS Code / Arduino IDE
  • Geany / NotebookLM
  • Google AI Studio / Soul HQ
  • Figma / Adobe XD
  • Photoshop / Canva
Embedded Modules

Minor Systems

Secure Voter
STRUCTS / FILE I/O / LOGIC
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GSM Automation
A7670C / HARDWARE RELAYS
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IoT Vitals
ESP8266 / MAX30102
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Bluetooth Rover
ARDUINO / KINEMATICS
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Academic Publication

Complexity in Autonomy

"Small Scale Raspberry Pi Based Autonomous Car: A Practical Guide to Understand Complexity"

READ ABSTRACT

Present Focus
Scientific ML
Fluid Dynamics (CFD)

Proper Orthogonal Decomposition (POD) for turbulence prediction.

Club Mirai
Pasupatha Dept. Head

Leading Embedded Systems Architecture & Control Logic.

Field Operations
EVENTS APPEARED
IEEE ICRM 2025
AMRITA PURI
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ASME EFx
CBIT HYDERABAD
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Qiskit Fall Fest
AMRITA PURI
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INTERNSHIPS
InAmigos Foundation
GRAPHIC DESIGN
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Credentials
SPACE & DATA ANALYTICS (ISRO/IIRS)
Remote Sensing
CROP FORECASTING
VERIFIED
Space Science Data
ARCHIVAL & ACCESS
VERIFIED
Ecological Modelling
SIMULATION TRENDS
VERIFIED
Urban Geospatial
ENV. MODELLING
VERIFIED
CORE AI & DESIGN
Supervised ML
DEEPLEARNING.AI
VERIFIED
Dynamic UI Dev
GOOGLE
VERIFIED
Graphic Design
XBOX / COURSERA
VERIFIED
Communication

Initialize
Connection

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Secure Digital Ballot
YEAR: 2024 (SEM 1) STATUS: COMPLETED LANG: C
THE CHALLENGE

Standard web-based voting applications are vulnerable to Cross-Site Scripting (XSS) and database injection. The objective was to build a tamper-proof voting engine that operates in an isolated shell environment, eliminating surface area for web-based attacks.

THE ARCHITECTURE

The system is architected around a deterministic state machine written in pure C. It utilizes raw memory management (Structs) to handle voter sessions and candidate registries. To ensure auditability, the system implements a custom File I/O persistence layer. Every vote cast is serialized and locked into a binary file, ensuring that data survives power cycles and program termination without relying on heavy external SQL databases.

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TECH STACK
  • C Language (Standard Lib)
  • File Handling (Binary I/O)
  • Structs & Memory Mgmt
  • Deterministic Logic
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Industrial GSM Automation
HARDWARE: A7670C PROTOCOLS: SMS/GPRS
THE PROBLEM

Industrial machinery often operates in remote agricultural fields where Wi-Fi and Bluetooth connectivity are non-existent. Traditional automation solutions fail in these off-grid environments.

THE SOLUTION

This architecture utilizes the A7670C GSM module to establish a telemetry link over the cellular network. The system parses incoming SMS text strings using a custom command interpreter on the microcontroller. It validates the command syntax and triggers high-voltage relays to actuate pumps or motors. This approach guarantees control capability over infinite distances, provided there is basic cellular signal.

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  • A7670C GSM Module
  • Arduino / ESP32
  • AT Command Parsing
  • 4-Channel Relay Control
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Real-Time Biotelemetry
LATENCY: < 200ms PLATFORM: BLYNK
SIGNAL PROCESSING

The system interfaces with a MAX30102 oximetry sensor to capture raw photoplethysmogram (PPG) data. A microcontroller processes these analog signals to filter out noise and compute Heart Rate and SpO2 levels in real-time.

CLOUD TELEMETRY

Instead of local storage, the processed vitals are serialized into lightweight packets and transmitted via the ESP8266 Wi-Fi module to the Blynk IoT Cloud. This architecture allows medical professionals to visualize patient status on a remote dashboard with sub-second latency, facilitating immediate response to critical events.

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  • ESP8266 (NodeMCU)
  • MAX30102 Oximeter
  • Real-time Data Stream
  • Blynk IoT Cloud
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Bluetooth Mobile Robot
YEAR: 2024 CONTROL: WIRELESS UART LANG: C++
CONTROL THEORY

Standard hobbyist robots use "blocking" delays, causing the processor to freeze during movement, leading to jerky controls. I implemented a non-blocking asynchronous control loop using `millis()`. This allows the processor to handle motor PWM generation and Bluetooth UART communication simultaneously.

VELOCITY PROFILING

To prevent mechanical wear and ensure smooth motion, I developed a "Soft-Start" algorithm. Instead of jumping from 0 to 100% power instantly, the firmware ramps up the Pulse Width Modulation (PWM) duty cycle linearly over time intervals. This creates a fluid velocity profile similar to industrial AGVs and enhances stability.

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TECH STACK
  • Arduino Uno R3
  • HC-05 Bluetooth Module
  • L298N H-Bridge
  • Non-Blocking C++ Kernel
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Complexity in Autonomy
CONF: IEEE ICRM 2025 STATUS: PUBLISHED (NOV 2025)
OVERVIEW

This work explores the architectural complexities of building small-scale autonomous vehicles using Raspberry Pi. It provides a practical guide for engineers to understand the interplay between hardware constraints and software efficiency, specifically focusing on TCP/IP protocols and real-time communication libraries.

AUTHORS

Nallabati Venkata Durga Sai Sarat Chandra, Nunna Mokshith, Asha C A, Sreekumar P. C

TECHNICAL SCOPE

The paper reviews Python TCP/IP libraries (socket, asyncio, Twisted, Scapy) and their implementation in differential-drive mobile robots. It discusses ethology-inspired action selection mechanisms and the integration of ultrasonic sensor arrays for precision distance measurement in automotive prototypes.

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Data-Driven Fluids
DOMAIN: CFD & AI METHOD: POD/ROM
THE COMPUTATIONAL BOTTLENECK

Solving the non-linear Navier-Stokes equations for turbulent flows via Direct Numerical Simulation (DNS) or Large Eddy Simulation (LES) is computationally prohibitive. High-fidelity simulations can take hours or days to converge, creating a major bottleneck for design optimization cycles and real-time control applications.

METHODOLOGY: PROPER ORTHOGONAL DECOMPOSITION (POD)

This research leverages Proper Orthogonal Decomposition (POD) to extract the dominant coherent structures (energy-containing modes) from flow field data. By performing Singular Value Decomposition (SVD) on the snapshot matrix, we identify a low-dimensional subspace that captures the majority of the flow's kinetic energy.

REDUCED ORDER MODELING (ROM)

We construct Reduced Order Models (ROMs) by projecting the governing equations onto these POD modes. The result is a surrogate model that retains the essential physics while reducing the degrees of freedom from millions to just a few dozen. This achieves computational speedups of O(10^3), enabling near-instantaneous flow prediction suitable for Digital Twins and active flow control.

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Team Pasupatha
ROLE: HEAD OF EMBEDDED SYSTEMS DEPT: PASUPATHA
LEADERSHIP ROLE

As the Head Engineer for the 'Pasupatha' department within Club Mirai, I lead the design and implementation of the entire embedded systems architecture for our companion robots. This involves overseeing the integration of sensors (LiDAR, IMU, Ultrasonic), power distribution units, and microcontrollers.

TECHNICAL SCOPE

My responsibility extends beyond simple kinematics. I architect the communication bus (I2C/UART/CAN) that links the high-level ROS navigation stack (running on SBCs like Raspberry Pi/Jetson) with the low-level motor controllers (Arduino/STM32). I ensure synchronization between the navigation goals and the physical actuation of the robot.

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IEEE ICRM 2025
LOCATION: AMRITA PURI ROLE: PRESENTER
CONFERENCE OVERVIEW

Presented the research paper titled "Complexity in Autonomy" at the International Conference on Robotics and Mechatronics (ICRM) 2025. The presentation focused on the architectural trade-offs in edge computing for small-scale autonomous agents.

IMPACT

The work highlighted the critical "blind time" in single-threaded robotic vision systems and proposed a novel multi-threaded solution. Engaged with industry experts on the future of real-time operating systems (RTOS) in consumer robotics.

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Qiskit Fall Fest
LOCATION: AMRITA PURI ROLE: HACKATHON SOLVER
THE CHALLENGE

The hackathon presented complex problems regarding quantum circuit optimization and state preparation using IBM's Qiskit framework.

THE SOLUTION

I successfully navigated the challenge by integrating Generative AI (LLMs) into the workflow. By leveraging AI to generate boilerplate Qiskit code and optimize gate sequences, I was able to focus on the high-level quantum logic, solving the hackathon problem statement efficiently.

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ASME EFx

Participated in the ASME Engineering Festival (EFx) held at CBIT Hyderabad. Engaged in mechanical design challenges and rapid prototyping workshops.

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InAmigos Foundation
ROLE: GRAPHIC DESIGNER STATUS: COMPLETED DATE: AUG 2025
VISUAL COMMUNICATION

Orchestrated the creation of digital assets for non-profit campaigns, focusing on fundraising and public outreach. Designed thematic posters and dynamic video reels that significantly boosted user engagement on social media channels.

DESIGN WORKFLOW

Employed a professional toolchain centering on Adobe Photoshop for complex image manipulation. Integrated AI-driven design tools to optimize workflow efficiency and create compelling visual narratives that resonate with donor audiences.

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SKILLS DEPLOYED
  • Adobe Photoshop
  • Canva / Figma
  • AI Content Generation
  • Visual Storytelling
  • Social Media Marketing

MAJOR SYSTEMS UNDER CONSTRUCTION.

REASON: Academic Clearance Level 4/8.
Deep-system integration requires advanced semester completion. Current focus remains on foundational mastery and minor system modules.

ACKNOWLEDGE