International Conference on Robotics, Communication and Soft Computing
RCSC' 2025
10th - 12th April 2025
Organized By
National Institute of Technology Sikkim
Ravangla, Sikkim - 737139, India
import numpy as np;
import pandas as pd;
import tensorflow as tf;
from sklearn.model_selection import train_test_split;
from sklearn.metrics import accuracy_score;
from tensorflow.keras.models import Sequential;
from tensorflow.keras.layers import Dense, Dropout;
from tensorflow.keras.utils import to_categorical;
// Load and preprocess dataset
data = pd.read_csv('data/ai_conference_data.csv');
X = data.drop('label', axis=1).values;
y = data['label'].values;
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42);
y_train = to_categorical(y_train);
y_test = to_categorical(y_test);
// Build the neural network model
model = Sequential();
model.add(Dense(64, activation='relu', input_shape=(X_train.shape[1],)));
model.add(Dropout(0.5));
model.add(Dense(32, activation='relu'));
model.add(Dropout(0.5));
model.add(Dense(y_train.shape[1], activation='softmax'));
model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']);
// Train the model
history = model.fit(X_train, y_train, epochs=50, batch_size=32, validation_data=(X_test, y_test));
// Evaluate the model
y_pred = model.predict(X_test);
y_pred_labels = np.argmax(y_pred, axis=1);
y_true_labels = np.argmax(y_test, axis=1);
accuracy = accuracy_score(y_true_labels, y_pred_labels);
console.log(`Model accuracy: ${accuracy * 100:.2f}%`);
// Function to make predictions
function makePrediction(inputData) {
inputData = np.array(inputData).reshape(1, -1);
const prediction = model.predict(inputData);
const predictedClass = np.argmax(prediction, axis=1);
return predictedClass;
}
// Evaluate the model
y_pred = model.predict(X_test);
y_pred_labels = np.argmax(y_pred, axis=1);
y_true_labels = np.argmax(y_test, axis=1);
accuracy = accuracy_score(y_true_labels, y_pred_labels);
console.log(`Model accuracy: ${accuracy * 100:.2f}%`);
// Example prediction
const sampleData = X_test[0];
const prediction = makePrediction(sampleData);
console.log(`Predicted class for sample data: ${prediction[0]}`);
// More AI and ML code snippets can be added here
About Us
The objective of Robotics, Communication and Soft Computing is to provide a common platform to researchers, academicians, scientists and industrialists who are working in the area of Robotics and Automation, System Control, Information and Communication, Image Processing, Artificial Intelligence/ Computational Intelligence, etc.
The aim of the conference is to highlight the most recent advances, problems and challenges as well as to present the latest outcomes in related fields with a connection to scientific research and its practical applications. The main purpose of RCSC 2025 is to bring together experts, leading researchers and developers to share knowledge, exchange their views and ideas in the fields of above-mentioned areas. This conference especially encourages participation from the young researchers and invite them to present their work on this platform.
Sponsors
To be updated soon
Important Dates
-
Submission Deadline
31st January 2025
-
Acceptance Date
10th March 2025
-
Conference Dates
10th - 12th April 2025
Publisher
Elsevier (Awaiting Confirmation)
About Sikkim
Discover the natural beauty and cultural richness of Sikkim. Nestled in the Himalayas, Sikkim offers breathtaking landscapes, vibrant festivals, and warm hospitality. Explore its serene monasteries, lush valleys, and adventure trails that make it a paradise for travelers and nature enthusiasts. Ravangla, a picturesque town in southern Sikkim, is one of the most serene and beautiful destinations in the state. Perched at an altitude of 7,000 feet, Ravangla offers stunning views of the snow-capped peaks of the Eastern Himalayas, including Kanchenjunga, Pandim, and Siniolchu.
The town is a gateway to some of the most scenic treks in Sikkim and is surrounded by dense forests, verdant tea gardens, and quaint villages. One of the major attractions in Ravangla is the Buddha Park (Tathagata Tsal), which features a magnificent 130-foot statue of Lord Buddha. The park is a peaceful place, perfect for meditation and reflection, with beautifully landscaped gardens and panoramic views of the mountains. The area around Ravangla is also rich in biodiversity, making it a great spot for birdwatching, especially in places like the Maenam Wildlife Sanctuary.
About College
NIT Sikkim is a public engineering and research institution near the city of Ravangla, Sikkim, India. It is one of the 31 NITs in India and has been declared as an Institute of National Importance by the Government of India. It is an autonomous institute functioning under the aegis of the Ministry of Education, Government of India. NIT Sikkim is one among the ten newly sanctioned National Institutes of Technology by the Government of India under the 11th Five-year Plan, 2009.
NIT Sikkim started functioning in August 2010. Currently, it is being operated from a temporary campus at the Barfung Block, Ravangla Sub-Division of Namchi district. Ravangla campus is surrounded by great scenic beauty. It is likely to continue its activities at Ravangla campus until its permanent campus comes up at Khamdong, Sikkim. All courses and examinations are conducted in the English language as the only mode of instruction. NIT Sikkim offers a 4-year Bachelor of Technology (B.Tech.) programme in various engineering fields, as well as a 2-year Master of Technology (M.Tech.), Master of Science (M.Sc.) and Ph.D. Programmes. Admissions to undergraduate programmes are taken through IIT-JEE (Mains). Admission to the postgraduate courses is through the GATE/JAM.
Topics of Event
Robotics & Mechatronics
➼ Robotics Control & Navigation
➼ Robot Perception & Sensing
➼ Human-Robot Interaction
➼ Robotics Applications & Systems
➼ Mechatronic System Design
➼ Intelligent Control Systems
➼ Robotic Hardware & Mechanism
Artificial Intelligence
➼ Supervised Learning
➼ Unsupervised Learning
➼ Reinforcement Learning
➼ Neural Networks
➼ Natural Language Processing (NLP)
➼ Text Classification
➼ Sentiment Analysis
➼ Computer Vision
➼ AI Ethics, Fairness & Bias
System Control & Optimizations
➼ Control Theory & Techniques
➼ Multi-Agent Systems & Distributed Control
➼ Stochastic Control & Estimation
➼ Optimization Algorithms and Techniques
➼ System Identification & Parameter Estimation
➼ Adaptive & Learning Control Systems
➼ Knowledge Base Management Systems (KBMS)
Expert System
➼ Knowledge Representation & Acquisition
➼ Rule-Based Systems
➼ Ontologies & Semantic Networks
➼ Inference Engines & Reasoning
➼ Decision Support Systems
➼ Bias & Fairness in Expert Systems
➼ Knowledge Base Management Systems (KBMS)
Information and Communication Technology
➼ Telecommunication Networks & Systems
➼ Internet of Things (IoT) and Smart Cities
➼ Cloud Computing & Virtualization
➼ Cybersecurity and Privacy
➼ Software Defined Networks
➼ 5G/6G
Image Processing
➼ Image Enhancement
➼ Image Restoration
➼ Image Segmentation
➼ Feature Extraction and Representation
➼ Object Detection & Recognition
➼ Biomedical Image Analysis
➼ Remote Sensing Image Processing
➼ Real-Time Image Processing
AI in Control Application
➼ Model-Free Control Methods
➼ Model-Based Control with Machine Learning
➼ Deep Learning in Control Systems
➼ Machine Learning for Non-linear control
➼ Interpretability & Explainability in Learned Control Systems
Soft Computing/Computational Intelligence
➼ Fuzzy Systems
➼ Evolutionary Algorithms
➼ Swarm Intelligence
➼ Rough Sets and Granular Computing
➼ Metaheuristic Optimization
➼ Multi-Objective Optimization
➼ Explainable and Interpretable Soft Computing
➼ Bio-Inspired Computing
Keynote Speakers
Committee
Sponsorship Opportunities
RCSC' 2025 provides a variety of sponsorship options that enable small and big businesses and organizations to participate in one of the best conferences. This will lead to the exchange of ideas in the field of mental health and innovation globally, with over 200 projected participants from all over the world.
For more information, please contact RCSC’ 2025 Sponsorship Chairs:
Dr. Vishal Vishnoi
+91-9855273397
vishal.vishnoi@nitsikkim.ac.in
Dr. Bam Bahadur Sinha
+91-9199610251
bambahadursinha@nitsikkim.ac.in
Sponsorship Packages
Platinum Sponsorship (Rs. 3 Lakh)
• Title Sponsorship ( in associated with NIT Sikkim)
• Print online logo with NIT Sikkim
• Event landing page (prominent space )
• Event landing page (prominent space )
• Logo on Brochure colored front page
• Logo on event ID’s
• Branding with conference kit
• Logo will be mentioned in all documents (booklet)
• (except in conference proceedings)
• Logo will be included in all sort of advertisements
• Will be given 4 stands
Gold Sponsorship (Rs. 2 Lakh)
• Logo on Brochure colored back page
• Logo will be present on website
• Will be given 3 stands
Silver Sponsorship (Rs. 1 lakh)
• Logo on brochure(backside of the front page)
• Logo will be present on website
• Will be given 1 stand
Contact Us
Dr. Vishal Vishnoi
vishal.vishnoi@nitsikkim.ac.in
+91-9855273397
Dr. Bam Bahadur Sinha
bambahadursinha@nitsikkim.ac.in
+91-9151522251
How to Reach Us
National Institute Of Technology Sikkim, 79X4+2W7, Barfung Rd, Block, Ravangla, Sikkim 737139