Chris Boljkovac
Process Optimization
Data Reconciliation
Process Modeling
Process Control
Software Development
About Me
Engineering, Business, Software
Welcome!
I'm a Chemical Engineer with expertise in process optimization, data reconciliation, process modeling, and process control. I have over 20 years of experience in the oil, gas, and petrochemical industries, along with nearly 10 years in commercial simulation software and projects.
Most recently, I developed and maintained numerous online systems to improve operating margins, monitor process and equipment performance, monitor mass balances and meter health, and ensure safe and reliable operations. Previously, I developed process modeling software and solution algorithms, built prototypes, supported users, and evaluated emerging technologies.
Have a look around. Be sure to check out my Projects page and Blog posts.
I hope you enjoy your visit.
What I Do
Process Optimization
Real-time systems to improve the performance of industrial processes
Process Modeling
Steady state and dynamic process models for online and offline applications
Process Control
Advanced regulatory and model-based process control applications
Software Development
Commercial process simulation and mathematical software
Employers




Select Clients






Fun Facts
Hours Worked
63,000+Major Projects
40+Industries Served
7Cups of Coffee
23,000+Resume
Experience and Skills
Professional Experience
Aug 2006 - May 2025
Senior Optimization Specialist (2017-2025), RTO Engineer (2006-2017)
Shell (Ft. Saskatchewan, AB)Led the development and maintenance of online process models, data reconciliation, and optimization systems for a refinery, two heavy oil upgraders, and two petrochemical plants. Ensured that all systems were expanded and utilized in innovative ways to improve margin, safety, quality, and reliability. Worked closely with operations, economics, and technical teams to identify new opportunities that aligned with business goals.
- Delivered $10-15M per year in operating profit improvement by developing and maintaining a refinery-wide real-time optimization (RTO) system that generated 40+ targets across the crude, hydrocracker, aromatics, and gas recovery units.
- Achieved $1-2M per year improvement in operating profit by implementing two heavy oil upgrader A&V unit RTO systems, with tools to monitor constraint relaxation values and heat exchanger cleaning benefits.
- Increased refinery margin by $1-4M monthly by implementing an online, model-based relief load estimator for a crude column that enabled maximum feed diet flexibility while ensuring safe operation.
- Increased operating profit by $40K per day by developing a non-linear control method to produce high-quality C5-C6 diluent using existing advanced control (APC) and optimization (RTO) applications.
- Produced $20K per day in crude unit yield improvement by deploying a rigorous online furnace model to enhance firing limit prediction, enabling up to a 4°C increase in outlet temperature.
- Increased crude furnace inlet temperature by 2-5°C by incorporating hydraulics into an existing online process model, allowing optimal heat exchanger bypass flows to be calculated.
- Created a new back-blended bulk pricing method for unit RTO systems that offered more precise internal stream valuation compared to earlier cutpoint-based methods.
- Deployed data reconciliation systems for refinery, chemical plant, and upgrader units and promoted their use in process analysis, flow meter performance monitoring, and production accounting.
- Developed a comprehensive site optimization plan that highlighted the benefits of including new feed and
product analyzers, integrating tank inventory and product blending systems, and adopting new optimization technologies. - Conducted offline simulation studies to analyze current performance, forecast future performance, and assess proposed process changes and de-bottlenecking strategies.
- Led corporate teams that established best practices for data reconciliation and optimization systems, equipment modeling, and fostering talent growth.
- Provided site technical expertise, managed projects, performed troubleshooting, trained users, and developed site configuration standards for a 390K+ point data historian (AVEVA PI).
Sep 2003 - Nov 2005
Senior Automation Engineer
Domtar (Cornwall, ON)Managed over 500 control loops, more than 200 operator displays, a data historian (AVEVA PI), and advanced controls for a pulp mill, steam system, and wastewater treatment plant. Monitored distributed control system (DCS) health, addressed system issues, and performed hardware and software upgrades. Developed DCS programming standards, long-term automation upgrade plans, and capital project proposals.
- Increased production rates by 3-5% and reduced product quality variations by enhancing the parameter update method in a model-based batch digester control system.
- Saved $30K per trip in lost production by enhancing the load rejection of a 230 tonne per hour utility boiler.
Sep 2000 - Nov 2002
Senior Research and Development Engineer
AspenTech (Calgary, AB), formerly HyprotechLed the integration of open-equation technologies into HYSYS, including solution algorithms, optimization features, and process unit models. Provided technical expertise for real-time optimization (RTO) system proposals, designs, and project teams.
- Saved $50K in cost overruns on a HYSYS.RTO project by creating a mixed integer nonlinear programming (MINLP) algorithm for steam and power equipment selection.
- Increased solution speed by 5 to 10 times for challenging simulations by enabling the embedding of open-equation models in HYSYS flowsheets.
Aug 1998 - Aug 2000
Technology Manager, Co-founder
Open Models (London, ON), acquired by HyprotechDirected the development of simulation software for operator training (OTS), process control, process design, and cloud-based modeling applications. Evaluated new simulation technologies, mentored software developers, and developed new modeling features, database interfaces, and prototypes.
- Generated $100K in additional license sales with the release of new MASSBAL modeling features.
- Secured a $200K operator training (OTS) project by developing an interface between MASSBAL and Simulink to support control system modeling.
Aug 1993 - Jul 1998
Senior Analyst (1997-1998), Team Leader (1994-1997), Analyst (1993-1994)
Honeywell (London, ON)Led the development of the OPTIMIZER platform for real-time optimization (RTO) projects. Created a real-time executive system, including steady-state detection, data screening, and data interfaces. Upgraded the MASSBAL simulator with refinery reactor models (fluid catalytic cracker, hydrocracker, and HF-alkylation), distillation and heat transfer models, and thermodynamic packages. Implemented data reconciliation, gross error detection, and optimization algorithms.
- Awarded over $1.0M in real-time optimization (RTO) projects following the initial release of the OPTIMIZER platform.
- Secured a $300K multi-year process design and control project by prototyping a dynamic fired-boiler MASSBAL model for a client.
Expertise
- Process Optimization
- Data Reconciliation
- Process Modeling
- Process Control
- Production Economics
- Software Development
Skills
- Project Management
- Team Leadership
- Mentoring
Process Simulation
AVEVA ROMeo
AVEVA PRO/II
Honeywell UNISIM
AspenTech HYSYS
Advanced Control
Shell SMOC
Honeywell RMPCT
Control Systems
Foxboro I/A
Honeywell TDC-3000
Process Data
AVEVA PI
AVEVA Historian
OPC
Programming
C/C++
Fortran
MATLAB
Python
SQL
Education
Sep 1991 - Apr 1993
Research Asssistant, Graduate Courses
McMaster University (Hamilton, ON)Digital Process Control, Time Series Analysis, Stochastic Adaptive Control, Process Control Design
Sep 1986 - Apr 1990
Bachelor of Applied Science, BAScH
Queen's University (Kingston, ON)Chemical Engineering
Projects
Compiled Works
Process Optimization
2023
Real-Time Optimization System Standardization
Shell (Canada)Standardized online sequences, model implementations, and data exports for three real-time optimization (RTO) systems to enhance monitoring and maintenance efficiency.
2012
Optimal Heat Exchanger Bypass Using Hydraulic Models
Shell (Canada)System to generate optimal heat exchanger bypass flow targets by adding network hydraulics to an existing preheat model. Resulted in significant increases in feed preheat temperatures and reduced energy costs.
2008
A&V Unit Real-Time Optimization System
Shell (Canada)Design and implementation of a real-time optimization (RTO) system for a 155K bbl per day upgrader A&V unit. Generated 36 advanced control (APC) targets with tools to monitor target utilization, constraint relaxation, and heat exchanger cleaning benefits.
2002
Energy Optimization System
Dow (USA)Online optimization of a steam/power system using HYSYS.RTO. System included equipment selection/line-up optimization and what-if cases.
1997
Refinery Steam Real-Time Optimization System
Repsol (Spain)Real-time optimization system for a refinery steam/power plant. Operating targets included changes to boiler status and drive selections.
1996
Hydrocracker Unit Real-Time Optimization System
Petrochemia Plock (Poland)Real-time optimization system for a new hydrocracker unit (HCU) at a 200K bbl per day refinery. Delivered as part of an advanced control and automation project.
1994
Energy Management System
Samsung Chemicals (South Korea)Real-time optimization system for the steam/power plant at a large petrochemical complex.
1994
Multi-Site Energy System Analysis
Dow-Bayer-NOVA (Canada)Study of the economic benefits of coordinating the operation of a multi-site steam/power system.
Data Reconciliation
2020
Crude Feed Composition Estimation
Shell (Canada)Novel data reconciliation technique for crude feed composition estimation (FCE) that utilized a piecewise linear function for pseudo-component adjustment, and component collections for pure component adjustment.
2014
Flow Meter Gross Error Workflow
Shell (Canada)A systematic approach for troubleshooting meters in gross error (operation, installation, design, compensation, and technology) and identifying short- and long-term actions.
2013
Refinery and Chemical Plant Data Reconciliation System
Shell (Canada)Implementation of a data reconciliation system consisting of 430+ flow measurements and 120+ mass balances across 21 refinery and chemical plant operating units. Reconciled flows adopted by business, technical, and environmental groups for reporting and analysis.
2011
Upgrader Data Reconciliation System
Shell (Canada)Implementation of a multi-plant bitumen upgrader data reconciliation and mass balance system consisting of 560+ flow measurements and 150+ mass balances across 16 operating units. Used to monitor flow meter health and daily mass balances.
Process Modeling
2019
Crude Column Relief Load Estimation
Shell (Canada)Implementation of a model-based relief load estimator for a crude column. Online estimation of feed composition changes allowed maximum feed diet flexibility while ensuring continued safe operation. [Executive VP Award for Increasing Capacity]
2019
Corrosion Monitoring Tool
Shell (Canada)Online prediction of NH4Cl salt formation temperature and ionic dewpoint in preflash, atmospheric, and vacuum column overhead systems using process models.
2018
Heat Exchanger Fouling and Cleaning Benefits
Shell (Canada)Online model to estimate heat exchanger fouling, flow distribution, and bypass flows for a heat exchanger network. Resulting fouling rates and economic sensitivities were used to produce cleaning benefits and schedule.
2016
Fired-Heater Safeguarding
Shell (Canada)Development of an adaptive online model for firing limit prediction. The system ensured safe on-going operation while maximizing crude column product yields.
2011
Performance and Flooding Prediction of Crude Unit Columns
Shell (Canada)Calculation of vapor and liquid loading parameters for crude unit distillation columns. Allowed continuous online monitoring of column section performance and the potential for jet flood, downcomer flood, and flash zone entrainment.
Process Control
2015
Model-Based Control of Diluent Production
Shell (Canada)Development of a non-linear control method to produce high quality C5-C6 diluent with existing advanced control (APC) and optimization (RTO) applications.
2004
Kraft Pulp Digestors Batch Control
Domtar (Canada)Enhancement of a large-scale batch digester advanced control program. Resulted in reduced cycle time and improved product quality.
2003
Utility Boiler Advanced Control
Domtar (Canada)Performance analysis, modification, and tuning of the advanced control system for a 230 tonne per hour utility boiler to improve load disturbance rejection.
Process Economics
2023
Third-Party Steam Cost Tracking System
Shell (Canada)Online calculation of a multi-tiered take-or-pay steam purchase contract with a third-party supplier using PI-AF. Generated daily cost projections and analysis for use by plant operators.
2010
Pricing Method for Intermediate Process Streams
Shell (Canada)System to estimate intermediate stream prices for use in real-time optimization (RTO) systems. Method utilized linear programming (LP) volumetric yields, variable unit production costs, and fence-line product prices to calculate back-blended break-even values.
Dynamic Simulation
1999
Nickel Smelter Dynamic Model
Falconbridge (Canada)Dynamic model of a 45 MW electric furnace to predict matte, slag, and off-gas compositions. Used to investigate alternative operating conditions and evaluate process design changes.
1998
Water Management System
SA Water (Australia)Water reservoir process model and case study to determine the feasibility of developing a real-time inventory management system.
1995
Refinery Steam System Dynamic Model
Exxon (USA)Dynamic fired boiler process model with advanced steam drum controls. Used to evaluate process modifications and control designs to improve disturbance rejection.
Software Development
2002
Mixed Integer Nonlinear Programming (MINLP) Algorithm
Hyprotech (Canada)Development of an object-oriented mixed integer optimization algorithm (MINLP) for HYSYS.RTO. The algorithm was used for selection optimization in a steam/power real-time optimization (RTO) project.
2001
Open-Equation Models in HYSYS
Hyprotech (Canada)Added the ability to embed open-equation models in HYSYS process flowsheets. Greatly improved solution speed for highly interactive simulations.
1999
Dynamic Process Model Simulink Interface
Open Models (Canada)Development of an interface between MASSBAL dynamic process models and Simulink for use in control design and operator training (OTS) projects.
1996
Open-Equation Refinery Kinetic Reactor Models
Honeywell (Canada)Creation of equation-based refinery reactor kinetic models from closed-form versions. hydrotreating/hydrocracking (HTR/HCR), fluid catalytic cracking (FCC), and HF-alkylation reactors were required for real-time optimization (RTO) projects.
1995
Online Process Modeling System
Honeywell (Canada)Development of the OPTIMIZER platform for use in online process monitoring and optimization systems. Components included online executive, real-time data interfaces, steady-state detection, and data screening.
1995
Equation-Based Simulator for Real-Time Optimization
Honeywell (Canada)Modification of the MASSBAL process simulator to support hydrocarbon process models, data reconciliation and gross error detection, and optimization. Developed distillation models, physical property packages, real-time process data interfaces, and solution algorithms.
Process Data
2024
Data Visualization Client Migration
Shell (Canada)Migration of 6000+ displays from PI-ProcessBook to PI Vision for 140+ users. Developed standards, site-wide navigation pages, and access control model.
2023
Performance Equation Migration
Shell (Canada)Migration of 7700+ PI performance equations to PI-AF including ownership, templating, retirement, and validation. The project methodology developed was subsequently used for sites world-wide.
2023
Digital Twin Live Data
Shell (Canada)Method to incorporate PI process data on "live" design, process, and instrumentation diagrams. Developed the use case for process monitoring notifications using process data.
2022
Data Archive Configuration Tool
Shell (Canada)Trained 50+ site staff on the use of a PI tag configuration tool for point creation and maintenance. Developed 100+ templates for control system, laboratory, and advanced control data sources using best practices and site standards.
2022
PI Landscape Re-Architecture
Shell (Canada)Consolidated over a dozen systems of a 390K+ point archive into a highly reliable and simplified architecture, resulting in lower support costs and streamlined workflows. [General Manager's Award for Process Simplification]
2021
Online Production Rate
Shell (Canada)Online calculation of total upgrader production rate using PI-AF. System included measurement error-handling, unit status, feed/product routings, and an update method for end-users.
2018
Data Archive Performance Assessment
Shell (Canada)Evaluation of archive read performance for a proposed regional PI system. Used standard clients and developed custom applications. Poor performance results led to system architecture changes.
Environment
2019
Correction of Orifice Meter Flows for Improved GHG Reporting
Shell (Canada)Tool to correct historic vent gas flow measurements using updated design data. The flow measurements were required for greenhouse gas (GHG) emissions reporting.
2014
Reconciled Flow Measurements for GHG Reporting
Shell (Canada)Incorporation of flow meter health and reconciled measurements into the workflow for refinery greenhouse gas (GHG) reporting.