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  • Home
  • Services
    • Assessment & Design
      • PI System Health Audit & Assessment
      • Asset Framework Design & Contextualization
      • PI System Specialist Services
    • Migration & Integration
      • Historian Migration & Upgrade
      • Databricks & Analytics Integration
      • Aspen InfoPlus.21 & Inmation
      • Data Source Integration
    • Analytics & Operations
      • Condition-Based Monitoring & Anomaly Detection
      • Reporting & Dashboard Development
      • Managed PI System Support
    • Advisory
      • PI System Training & Enablement
      • Merger & Acquisition Consulting
  • Industries
    • Energy
      • Power Generation
      • Transmission & Distribution
      • Renewables
    • Oil & Gas
    • Industrial & Process Manufacturing
  • About
    • Our Approach
    • Careers
  • Blog
  • Contact us
Contact Us
Contact Us

info@lamrconsulting.com

Contact Us
Contact Us

info@lamrconsulting.com

  • Home
  • Services
    • Assessment & Design
      • PI System Health Audit & Assessment
      • Asset Framework Design & Contextualization
      • PI System Specialist Services
    • Migration & Integration
      • Historian Migration & Upgrade
      • Databricks & Analytics Integration
      • Aspen InfoPlus.21 & Inmation
      • Data Source Integration
    • Analytics & Operations
      • Condition-Based Monitoring & Anomaly Detection
      • Reporting & Dashboard Development
      • Managed PI System Support
    • Advisory
      • PI System Training & Enablement
      • Merger & Acquisition Consulting
  • Industries
    • Energy
      • Power Generation
      • Transmission & Distribution
      • Renewables
    • Oil & Gas
    • Industrial & Process Manufacturing
  • About
    • Our Approach
    • Careers
  • Blog
  • Contact us
  • Home
  • Services
    • Assessment & Design
      • PI System Health Audit & Assessment
      • Asset Framework Design & Contextualization
      • PI System Specialist Services
    • Migration & Integration
      • Historian Migration & Upgrade
      • Databricks & Analytics Integration
      • Aspen InfoPlus.21 & Inmation
      • Data Source Integration
    • Analytics & Operations
      • Condition-Based Monitoring & Anomaly Detection
      • Reporting & Dashboard Development
      • Managed PI System Support
    • Advisory
      • PI System Training & Enablement
      • Merger & Acquisition Consulting
  • Industries
    • Energy
      • Power Generation
      • Transmission & Distribution
      • Renewables
    • Oil & Gas
    • Industrial & Process Manufacturing
  • About
    • Our Approach
    • Careers
  • Blog
  • Contact us

Recent Posts

  • What Happens When the One Person Who Understands Your Historian Retires
  • Event Frames: the Most Underused Feature in the PI System
  • Data Quality in Operational Technology: the Metrics Worth Tracking
  • Running PI and Aspen InfoPlus.21 Together: Federate or Consolidate?
  • Why Your Production, Finance and Environmental Reports Disagree

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Popular posts

An asset performance curve declining over time toward a design minimum, with the projected remaining useful life marked.
Advanced Asset Performance Man… 05 Mar 25 3184 Views
A condition indicator trending upward over time, crossing an action limit and triggering a maintenance work order.
Condition Based Monitoring (CB… 04 Mar 25 899 Views
Three correlated process signals that move together until their relationship breaks, highlighting a multivariate anomaly.
Rapid Anomaly Detection 04 Mar 25 689 Views
Three historian interfaces feeding a Data Archive, each marked with a healthy, warning or failed status indicator.
What a PI System Health Audit… 23 Jul 26 4 Views
A set of operational data quality metric tiles showing stale tags, bad quality proportion, flatline counts and gaps against interface outages.
Data Quality in Operational Te… 17 Oct 26 3 Views

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  • Renewables
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Two historian archives side by side with a migration arrow between them and a reconciliation step verifying the transfer.

Planning a Historian Migration Without Losing the Archive

September 28, 2026 Oil & Gas No Comments 2 Views

The data you are moving is the only record of how the plant behaved. There is no way to regenerate 1998.

A process trend crossing an alarm threshold twice: once during a normal startup transition and once during a genuine fault.

Condition-Based Maintenance Fails for Three Reasons, and None of Them Are the Algorit

September 21, 2026 Power Generation No Comments 2 Views

Most CBM programmes that quietly die were not defeated by the detection method. They were defeated by context, operating state, and the absence of a path to action.

A process signal showing which sample points a historian stores and which exception and compression discard.

What Your Historian Threw Away, and Why It Matters for Analytics

September 14, 2026 Industrial & Process Manufacturing No Comments 1 Views

Exception and compression are the reason decades of history fit on modest hardware. They are also why naive resampling models the algorithm instead of the equipment.

A cryptic tag name on the left transforming into a structured site, unit and attribute hierarchy on the right.

Your Tag Names Are Institutional Knowledge. That Is the Problem.

September 9, 2026 Industrial & Process Manufacturing No Comments 1 Views

PLANT2.U3.BRG.VIB.01 means something to one engineer and nothing to anyone else. Asset Framework is where that changes.

Reference architecture diagram showing AVEVA PI System, Aspen InfoPlus.21, SCADA and OPC UA data flowing via Delta Sharing and Lakeflow Connect into bronze, silver and gold Delta Lake layers governed by Unity Catalog, delivering anomaly detection, condition-based monitoring and asset performance management.

From Historian to Lakehouse: What Operators Are Actually Getting From OT Data in Data

September 1, 2026 Power Generation, Renewables No Comments 3 Views

Delta Sharing and Lakeflow have removed the integration barrier between industrial historians and the lakehouse. The engineering effort now sits where it belongs — carrying asset context across, so the data can answer

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We bring extensive experience across multiple industries, including oil and gas, utilities and power, renewables, water and wastewater, and food and beverage.

Recent News

A single expert holding system knowledge, with that knowledge transferred outward to a team through runbooks and documentation.
What Happens When the One Pers… 01 Nov 26 3 Views
A process trend with two startup periods captured as event frames, each carrying a duration attribute that makes them directly comparable.
Event Frames: the Most Underus… 23 Oct 26 3 Views

Posts Gallery

A single expert holding system knowledge, with that knowledge transferred outward to a team through runbooks and documentation.
A process trend with two startup periods captured as event frames, each carrying a duration attribute that makes them directly comparable.
A set of operational data quality metric tiles showing stale tags, bad quality proportion, flatline counts and gaps against interface outages.
Two architecture options compared: consolidating two historians onto one platform, versus federating them under a common model.
Three reports showing different totals for the same quantity, resolving into a single definition held in the asset model.
Two historian archives side by side with a migration arrow between them and a reconciliation step verifying the transfer.

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