Filtration Demand and Capacity Modeling

15 to 20K GPD filtration shortfall; 31,520 GPD peak demand; WDV above 22,000 GPD; 138 LMH average flux.

• Project Ownership

  Full lifecycle project ownership

  Owned the full project lifecycle: capital planning and prioritization, need definition, feasibility and scope development, engineering and AFE justification, procurement and vendor coordination, construction sequencing and field oversight, commissioning, turnover, and post-startup support. Connected operating requirements with technical scope, funding decisions, execution readiness, and the needs of operations and maintenance.

• Filtration Supplier

  Project Reference Context

  Reference Context

  Filtration supplier performed the 2018 filterability study used as a membrane-performance design baseline; those laboratory results are separate at the facility commercial operation.

Owned the full project lifecycle: capital planning and prioritization, need definition, feasibility and scope development, engineering and AFE justification, procurement and vendor coordination, construction sequencing and field oversight, commissioning, turnover, and post-startup support. Connected operating requirements with technical scope, funding decisions, execution readiness, and the needs of operations and maintenance.

Compared filtration options against demand and lifecycle requirements, integrated CIP and instrumentation with dedicated electrical feeds, and developed clean-water-flux tracking and maintenance follow-up. Ion-exchange testing extended the investigation into product clarity and quality, while modular expansion planning connected the equipment choice with future operating demand.

• Adapt Statistical Methods When Assumptions FailApplication relevance
  Why these connect

  Which factors affect the response and are the model assumptions defensible? Alternative estimation methods require an observed assumption failure; none is invented here.

• Analyze Operating States and Equipment AvailabilityApplication relevance
  Why these connect

  How do variable demand, operating states and uncertain consequences affect the decision? Operating states are recorded; a fitted Markov transition model is not asserted.

• Analyze Queues, Throughput and Work in ProcessApplication relevance
  Why these connect

  How do variable demand, operating states and uncertain consequences affect the decision? Flow and bottlenecks are relevant; numerical queueing results require consistent observed boundaries and time bases.

• Assess Statistical Confidence and Sample AdequacyApplication relevance
  Why these connect

  Is the measured difference meaningful given variation, sampling and instrument limits? This connection identifies where the capability can support the recorded work; it does not add a completed test or result.

• Automate Analysis and Performance ReportingApplication relevance
  Why these connect

  Are data definitions and calculation bases reliable enough for the decision? This connection identifies where the capability can support the recorded work; it does not add a completed test or result.

• Automate Data Preparation and Analysis with PythonApplication relevance
  Why these connect

  Can extraction, transformations and models be reproduced from identified inputs? Data processing and scenario review are relevant; a particular Python library is not inferred from this connection.

• Check Model Fit and Statistical AssumptionsApplication relevance
  Why these connect

  Which factors affect the response and are the model assumptions defensible? This connection identifies where the capability can support the recorded work; it does not add a completed test or result.

• Compare Production-Rate Factors and Group DifferencesApplication relevance
  Why these connect

  Which factors affect the response and are the model assumptions defensible? Production-rate comparisons provide application context; a specific Tukey HSD calculation on these projects is not asserted.

• Develop Analytical Scripts and Data InterfacesApplication relevance
  Why these connect

  Can extraction, transformations and models be reproduced from identified inputs? This connection identifies where the capability can support the recorded work; it does not add a completed test or result.

• Develop Forecasts and Scenario AnalysesApplication relevance
  Why these connect

  Are data definitions and calculation bases reliable enough for the decision? This connection identifies where the capability can support the recorded work; it does not add a completed test or result.

• Establish Process Baselines and Interpret VariationApplication relevance
  Why these connect

  Is the measured difference meaningful given variation, sampling and instrument limits? This connection identifies where the capability can support the recorded work; it does not add a completed test or result.

• Evaluate Forecast Accuracy and BiasApplication relevance
  Why these connect

  How do demand and lead-time uncertainty affect inventory and material movements? This connection identifies where the capability can support the recorded work; it does not add a completed test or result.

• Ceramic Filtration, Membranes, and Polishing — Application ReviewCapability application review
• Data Analytics, BI, and Operational Reporting — Application ReviewCapability application review
• Demand Forecasting and Forecast ErrorAnalytical decision brief
• DOE, Regression, and Empirical Statistical Modeling — Application ReviewCapability application review
• Engineering, Automation, and Enterprise Toolchain — Application ReviewCapability application review
• Flow, Queues and Operating-State ReviewAnalytical decision brief
• Forecasting, Inventory, Supply Chain, and Logistics — Application ReviewCapability application review
• Process Baselines, Variation and CapabilityAnalytical decision brief
• Production-Rate Models and Statistical InterpretationAnalytical decision brief
• SQL, Python, R, and Data Automation — Application ReviewCapability application review
• Statistical Quality, Measurement Systems, and Sampling — Application ReviewCapability application review
• Stochastic Models and Uncertainty Analytics — Application ReviewCapability application review