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Industrial Digital Strategy

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Industrial Digital Strategy

  1. 1. SMART INDUSTRY CLOUD TIME SERIES -STORAGE ANALYTICS - DIGITAL TWIN VISUALIZATION - DASHBOARD SECURITY PLANT INDUSTRIAL PLANTS Reactors Columns Turbo Machines Exchangers Vessels Piping Valves PLC – 1 µs MACHINE CONTROLLERS - 40 ms DCS – 1 s APC – 1 min DEVELOPMENT HISTORICAL DATA DATA SCIENCE ADVANCED SIMULATION LAN 100 ms VIRTUAL PLANT COMMUNICATION SERVER EQUIMENT MODELS USER INTERFACE HARDWAREAUXILIARIES CONTROLS PLANT MODEL HUMAN DECISION SYSTEM OPERATORS MANAGEMENT TECHNICAL TEAM VISUALIZATION/KPI OPC MODBUS SQL TCP/IP CSV TESTING OPC MODBUS DEPLOYMENT PYTHON JAVA MATLAB ACTION SHUTDOWN MAINTENANCE OPTIMIZE OPTIMIZECONTROLSAFETY DISPLAY INTERPRET ALARMS TRENDS KPIS INPUT DATA
  2. 2. APPLICATIONSMODELINGINPUTS INDUSTRIAL DATA SCIENCE EXPLORATORY DATA ANALYSIS Run Charts, Pair Plots, Histograms, Descriptive Statistics PROCESSING Synchronization, Structured Dataset CLEANING Deletion, Imputation, Interpolation, Simulation CAUSE & EFFECT MATRIX DIMENSION REDUCTION PCA, Dimensionless Numbers MODELS Parameter Fitting, Non Linear Regression, Logistic Regression, ANN PREDICTION What ifs, Hazops & Risk Analysis, Monte Carlo Method STEADY STATE OPTIMIZATION Newton’s Method, Penalty Methods, Least Squares TRANSIENT OPTIMIZATION Constrained Differential Equations, Langrage Multipliers ANOMALY DETECTION Diagnostics, Decision Trees HISTORICAL DATA Historian LIMS LOGS PFD P&ID Datasheets EXPERIENCE PHYSICS DEVLOPMENT TOOLS R STUDIO PYTHON MATLAB VISUAL STUDIO TABLEAU MSEXCEL
  3. 3. OUTCOME CLOUD TRANSFORMATION DIGITAL DEPARTMENTS SAVINGS ENORMOUS DELIVERY BLITZ QUALITY 6 SIGMA DESIGN ROBUST CUSTOMERS HAPPY CURRENT PROCESSES HISTORICAL DESIGNS/DRAWINGS GENERATE DETAILED PROCESS MAP STANDARDIZE STREAMLINE SIMPLIFY GENERATE RULES, TEMPLATES AUTOMATE CUSTOMER REQUREMENTS/INPUTS PREPROCESSING STANDARDS, RULES, PRACTICES, TEMPLATES COMPARATOR HISTORICAL DESIGNS COMPARATOR AUTOMATED DESIGN REVIEW/SUCCESSFUL DESIGN LEARNING ARCHIVE AVAILABLE

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