ni7labs

Evidence & exploration

The Labs

Abstracted highlights from solution and platform architecture, conversational enterprise AI, operational analytics, certification programs, research synthesis and surveys, and large-scale academic IT—paired with peer-reviewed publication output.

Case study

Conversational AI over Enterprise Data

A high-fidelity information retrieval system for complex regulatory and operational data—grounded citations, domain-tuned chunking, and evaluation loops that stand up to compliance scrutiny.

Case study

Operational Forecasting & Agentic Analytics

Forecasting and multi-agent analytics for asset-heavy and regulated operations: historical and real-time signals, maintenance records, environmental factors, and asset condition combined into demand or continuity estimates, risk scoring, alerting, and prioritized actions for capacity planning and reliability programs.

Case study

ISO 42001 AIMS Certification

Lead implementation of an ISO 42001 Artificial Intelligence Management System for a large utility—gap analysis, policies, AI-specific risk treatment, audit evidence, and continuous improvement to sustain certification in a safety-critical sector.

Case study · Academia

Higher-Education Cloud & Digital Campus

As CTO and digital-learning leadership for a multi-campus university: cloud migration to Microsoft Azure with observability (Application Insights / Azure Monitor), a modern .NET-based academic software stack, SAP S/4 HANA rollout across campuses, and LMS plus virtual learning platforms to sustain instruction, accreditation-aligned operations, and continuity under pressure.

Case study · Architecture

Solution Architecture & Design

End-to-end ownership from requirements and reference architecture through integration patterns and delivery: multi-tier enterprise systems (Java and .NET ecosystems), high-volume transactional domains, API and data contracts, performance tuning, security and coding standards, vendor coordination, and modernization roadmaps—spanning capital-markets-grade platforms, product engineering, and complex stakeholder landscapes over two decades.

Case study · Research

Research Synthesis, Systematic Reviews & Technology Surveys

Evidence-led studies for teams that need defensible answers before roadmaps or investment: systematic and mapping literature reviews, scoping of emerging domains (e.g., AI/ML and software engineering), bibliometric or text-mining views of publication corpora, and survey-style assessments of tools and practices. Grounded in a long publication record, grant-funded research, and graduate supervision—this pattern is what ni7labs references when clients need research-backed diligence before roadmaps or funding decisions.

Research & publications

Works listed on Google Scholar (sorted by publication date, newest first). Metrics and citations update on Scholar.

Selected papers below are a curated subset of higher-impact work from that profile—not the complete bibliography. For every title, use the Scholar link above.

Open full list on Scholar

Selected publications

2025

  • Enhancing software quality with AI: A transformer-based approach for code smell detection

    Applied Sciences 15 (8), 4559

2022

  • Decoding the user's movements preparation from EEG signals using vision transformer architecture

    IEEE Access 10, 109446-109459

  • Towards automatic license plate detection

    Sensors 22 (3), 1245

  • Content-aware SLIC super-pixels for semi-dark images (SLIC++)

    Sensors 22 (3), 906

2021

  • Development of enhanced stimulus content to improve the treatment efficacy of EEG-based frontal alpha asymmetry neurofeedback for stress mitigation

    IEEE Access 9, 130638-130648

  • Bimodal data fusion of simultaneous measurements of EEG and fNIRS during lower limb movements

    Brain Sciences 11 (6), 713

2020

  • Block compressive sensing single-view video reconstruction using joint decoding framework for low power real time applications

    Applied Sciences 10 (22), 7963

  • Real-time stress assessment using sliding window based convolutional neural network

    Sensors 20 (16), 4400

  • Deep Network for the Iterative Estimations of Students' Cognitive Skills.

    IEEE Access 8

2019

  • Investigating neurofeedback protocols for stress mitigation: a comparative analysis of different stimulus contents

    IEEE Access 7, 141021-141035

  • Block compressive sensing (BCS) based low complexity, energy efficient visual sensor platform with joint multi-phase decoder (JMD)

    Sensors 19 (10), 2309

2018

  • Explicit content detection system: An approach towards a safe and ethical environment

    Applied Computational Intelligence and Soft Computing 2018 (1), 1463546

2017

  • Smart wearable EEG sensor

    Procedia Computer Science 105, 138-143

2016

  • Stock market prediction using machine learning techniques

    2016 3rd international conference on computer and information sciences…

  • Wind Farm Layout Design Using Cuckoo Search Algorithms

    2016 5th International Conference on Smart Cities and Green ICT Systems…

2009

  • Comparative analysis of data mining techniques for financial data using parallel processing

    Proceedings of the 7th international conference on frontiers of information technology

  • Implementation of association rule mining using CUDA

    2009 International Conference on Emerging Technologies, 332-336