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  • Home
  • About
  • Industry
    • Energy
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    • Sustainability
    • Finance
    • Healthcare
  • Solutions
  • Projects
  • Technology

Energy

Upstream Data Analyzer (UDA) - SAP Startup Focus Solution

Solution certified in SAP HANA which helps in instant visualization as well as predictive analysis of logs from Oil & Gas upstream operations.

  • Uses prediction models for sub-surface characteristics, drilling plans, production, etc.
  • Supports application of AI/ML algorithms for NPT (Non Productive Time) reduction strategies.
  • A/I and ML based module of lithology prediction combined with real time data can avoid drilling surprises/incidents.

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Drilling Operations Network (DrillNet)

Solution addresses the need for real-time dashboards for drilling consoles for mud, pump, drill assembly, well integrity and pit/tank monitoring - deployed as a pilot in 4 drilling sites for a major E&P operator in India.

  • Combined data-to-insights process managing WITS (level 0 – ASCII), WITSML and LAS sources
  • Allows real-time, micro-batch as well batch wise visualization as well as analytics – from a time + depth perspective.
  • Manages multiple monitoring dashboards - visibility to drilling parameters, such as mud properties, pump and casing pressure, tank volumes, etc.

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E&P Data Manager (EDM)

Solution significantly reduces the TAT (Turn Around Time) for E&P data transformations jobs and enable Process Automation in E&P data management domain - deployed as a pilot for a major E&P operator in India.

  • Adapters built in for SEGY, LAS, WITS, WITSML, PRODML, RESQML, etc.
  • Automation Scripts for Routine tasks like Splicing, Merging, Data Transformation
  • E&P Logs Visualization extensions for Enterprise Reporting Tools

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Utilities

Water Leakage Analytics

Solution leverages AI/ML models to accurate detection of leaks in water supply network using Azure IoT Hub.

  • Monitors current water flow into a water distribution system and, in near real time, detects anomalies compared to an AI/ML based prediction
  • Generates alerts in operator’s app with insights to take the appropriate actions
  • Artificial Neural Network (ANN) and Autoencoder Neural Network (AE) models

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Smart Metering Analytics for Power Utilities

Solution helps in generating daily/weekly/monthly profiles of aggregate consumption. It accurately predicted residential electricity bill amounts.

  • Analyze daily/weekly/monthly seasonality’s pattern for each of the customer industries 
  • Analyze the load/demand trends vis-à-vis the building size of consumers
  • Forecast the load/demand for each cluster of consumers 
  • Energy consumption variations vis-à-vis temperature/applied tariff rates/tariff plans

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Tariff Analytics (Tariff Rates and Tariff Plans Impact on Energy Consumption)

Solution helped in introducing different tariff plans in one of the key markets in Europe to reduce overall energy consumption.

  • Analyze energy consumption variation with respect to – temperature, tariff rates, tariff plans (Std./DToU), customer segmentation
  • Monitor dynamic time of use (DToU) plan provided users with different tariff rates (high/normal/low prices) to help users predict and guide their energy usage, thereby, reducing their overall consumption.

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Sustainability

Methane Emission Detection and Analytics

Solution helps in methane leak detection as well as analysis of logs from oil & gas operations.

  • Leak hotspots detection through Satellite Images (from the oil fields)
  • Pinpoint leak location and identify the cause of the leak 
  • Estimate emission size and impact from leaks and emission
  • Simulating effectiveness of methane leak detection programs
  • Support in ESG Reporting through digital platforms

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EV BMS (Battery Management System) Analytics

Solution helps in battery degradation prediction and failure analysis. We leverage MS Azure cloud platform for data compliance, 24x7 delivery reliability and scaling requirements.

  • Supports modelling of battery cells (electric and thermal) for accurate state estimation algorithms (e.g., SOC, SOE, SOH, SOP)
  • Targets high-performance safer and reliable battery systems (e.g., for automotive, aviation and stationary applications)
  • Enhances FMEA (Failure Mode and Effects Analysis) using AI/ML for EV’s BMS Failure Prediction

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Environment Impact Assessment (EIA)

Solution addresses the need for an EIA as well as EPA compliant for CO2 tracking from oil & gas operations.

  • Customized the GHG template for the Oil & Gas industry which will help in the calculation of Green House Gases (GHG) emissions namely CO2, CH4, N2O from the industry
  • Mapped multiple emission sources from E&P operations with the GHG compliant templates
  • Manages multiple monitoring dashboards for the environment impact assessment 

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Manufacturing

Connected Factory Models (CFM)

Solution built using MS PowerApps for remote production monitoring as part of Industry 4.0 portfolio.

  • Predict Production Stops (Machine Failures, NPT, HSE Exceptions)
  • Predict Failures from a Machine’s component to a process’s task level
  • Monitor Remotely on Production Runs using real-time KPI dashboards
  • Enable IoT operations for real-time visibility into key performance indicators in the production plant

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Remote Inspections Management (RIM)

Solution addresses the need for remote inspections and monitoring to detect outliers/defects in production units. This solution leverages image analytics as part of computer vision analytics. 

  • Defects detection using CNN (Convolution Neural Networks)
  • 3D and AR (Augmented Reality) models in lines with 3D BIMs used in the construction/EPC Industry
  • App-based streaming on inspected items to the QC team at onsite

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Logistics Safety Models (LSM)

Solution significantly reduces the TAT (Turn Around Time) for HSE/safety jobs by predicting safety/integrity issue across the logistics supply chain by leveraging advanced accident models. 

  • Predict Production Stops (Machine Failures, NPT, HSE Exceptions)
  • Predict delays, NPT, route challenges, etc. 
  • Predict HSE Impacts, Operational Integrity in the simulated planned logistics runs
  • Recommend intervention, changes to the logistics/ transportation plans

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Healthcare

Drug Discovery Workflow Platform

Solution is focused on cloud enabled AI driven workflows for drug discovery and design.

  • Built on KNIME workflows with Python scripts running on MS Azure Cloud
  • We intend to use multiple of AI/ML frameworks on identified molecules/compounds/protein structures to increase the reliability and trust from these AI results
  • Objective is to deploy and test to run as a service to aid in drug design/discovery process

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Deep Insights Analyzer (DIA) for Medical Images

Solution to help detecting anomalies in medical images using Neural Networks models.

  • Deep Learning Workbench for Medical Imagin Analytics
  • Predict Outliers/ Anomalies (Generate Risk Scores)
  • Re-train the System (from Radiologists for Errors)
  • Re-deploy training models (update the Model Registry)

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Medical Fraud Analytics

Solution to detect frauds/outliers based on exceptions applied on procedures, benchmarks, process, hospital’s capacity & productivity.

  • Rules-based claims on direct claims, with built-in prediction models on medical images and diagnosis data
  • Benchmarking, collusion maps and risk scoring applied across hospitals and ranking them
  • Benchmarking District-wise performance based on Recovery Rates, LOS, Re-admissions, Error Rates in Tests, Test Converge, etc.

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Financial Services

NPL (Non-Performing Loans) Analytics

Solutions empower recovery and collections functions with advanced portfolio governance.  

  • Supports to generate NPL portfolio value - data capture, analysis and visualization techniques to create and refine user-friendly NPL portfolio insights  
  • Early-warning and forward looking models draw on predictive analytics to improve credit portfolio quality and increase repayment rates  
  • Configurable contact process management along with communication channels aided by templates for standard notices

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Corporates/SMEs Credit Lending

Digital LOS (Loan Origination System) can be easily customized and configured as per bank’s requirements.

  • Supports model-driven apps that demonstrate how banking data model can be used with customer engagement, know your customer (KYC), referral sharing, and onboarding 
  • Customized Power BI dashboards that provide analytics around loans, applications, referrals, and the bank's customers, with drill downs into retail, commercial, or see unified visuals and dashboard spanning both lines of business 
  • Customized scripts to implement the banking data model in Azure Data Lake Storage for analytics, AI, and Machine Learning

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Blockchain Analytics

Solution to meet the growing demand for an integrated platform that provides a convenient way to trace blockchain transactions.

  • Provides an enterprise level of analytics stack which can integrate with multiple blockchain platforms such as Ethereum, Hyperledger, R3 Corda, etc.
  • Supports real-time analysis of encrypted transactions for non-compliance, fraud, contractual exceptions, urgent escalations to contractual parties involved, etc.
  • Leveraged the Trade Finance functional area where we used different IBM services - IBM Watson IoT, IBM Hyperledger, IBM Streaming Services and IBM Data Experience (DSx). 

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