Scalability

Discover maximal balanced quasi-clique enumeration for signed graphs. A novel NP-hard algorithm identifies cohesive subgraphs with positive and negative edges using branch-and-bound optimization.

A decision-support model using Analytic Hierarchy Process to select optimal application server architectures by evaluating multiple design criteria and architectural trade-offs.

Fine-tuned language model provides automated question answering in large calculus courses, achieving 75% accuracy. Hybrid human-AI workflows maintain instructor oversight while scaling support.

Optimize China's carbon emission reduction through inter-provincial cooperation mechanisms. A cost-based model shows 40-80% cooperation reduces abatement costs by 60-70% while balancing regional.

Research on implementing scalable lean robotics in SMEs shows three-to-fourfold time improvements and better material efficiency in sustainable packaging production.

Implementation of YOLOv11-based facial detection system for automated student attendance at university with integration to academic databases.

CME training model produces durable improvements in primary care clinicians' readiness to deliver pediatric mental health services, with reliable measurement tool for evaluating training outcomes.

Review of heterostructures in laser-printed aluminum alloys, examining microstructural control mechanisms and mechanical performance for aerospace and engineering applications.

GeoGraphNetworks: 110 validated spatial networks spanning US and UK transportation and hydrological systems in analysis-ready JSON and XLSX formats with complete topological and geographic data.

Survey of integrated electric vehicle charging architectures combining plug-in, wireless, and auxiliary power functions in unified hardware to reduce complexity and improve efficiency.

Adaptive BPM system for SMEs integrates machine learning and serverless architecture with cybersecurity, reducing operational costs by 25-30% and improving adaptability by 35-40% in developing.

Microcavity quantum battery demonstrates superextensive steady-state electrical power generation via strong light-matter coupling under low-intensity illumination.

Chemical reaction airbag system for drones reduces impact forces by 66% during free-fall collisions, enabling safer autonomous UAV operations without excessive payload burden.

Gurukulya is an AI-powered smart campus platform combining LLMs, sentiment analysis, and automated assessment to boost student engagement, reduce evaluation time by 85%, and improve learning.

AGENT framework improves task allocation in cloud systems using elitism-guided genetic algorithm with adaptive parameters, achieving 3-29% makespan improvements for heterogeneous VM scheduling.

Evaluation of Delta Lake architecture, transaction models, and optimization techniques for analytic workload performance and data reliability at scale.

AI-assisted learnersourcing framework balancing student learning and content reusability in database programming education through structured collaborative roles between learners and LLMs.

Research examining relationships between airport boarding gate terminal design elements—lighting, amenities, aesthetics, seating—and traveler experience using mixed-methods analysis.

Distributed inference system using interleaved parallelism to dynamically balance latency-throughput trade-offs via task-aware batch management and strategic kernel scheduling across multiple GPUs.

Unified framework standardizing biodiversity monitoring data collection and policy reporting under the Global Biodiversity Framework, integrating field observations with actionable indicators.