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. 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. 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