$150 - $210/hr
Practical application of RL or model predictive control (MPC) for control algorithms in production autonomy environments * Experience working with pose estimation systems * Experience with ...
New
$150 - $210/hr
Practical application of RL or model predictive control (MPC) for control algorithms in production autonomy environments * Experience working with pose estimation systems * Experience with ...
New
$104 - $130/hr
You will strengthen predictive control of lipid functionality and shelf-life (especially oxidative ... Leverage analytical, modeling, and digital tools to improve experimental efficiency and generate ...
New
$104 - $130/hr
You will strengthen predictive control of lipid functionality and shelf-life (especially oxidative ... Leverage analytical, modeling, and digital tools to improve experimental efficiency and generate ...
New
$116 - $169/hr
Export Control/ITAR:* Certain roles may be subject to U.S. export control laws, requiring U.S ... Predictive analytics* Deep learning* Time-series analysis* Model validation* Explainable AI*
$116 - $169/hr
Export Control/ITAR:* Certain roles may be subject to U.S. export control laws, requiring U.S ... Predictive analytics* Deep learning* Time-series analysis* Model validation* Explainable AI*
$140 - $200/hr
Support predictive modeling using Azure Machine Learning, AWS SageMaker, GCP Vertex AI, or other ... Support security boundary, ATO, data management, access control, and AI governance requirements.
New
$140 - $200/hr
Support predictive modeling using Azure Machine Learning, AWS SageMaker, GCP Vertex AI, or other ... Support security boundary, ATO, data management, access control, and AI governance requirements.
New
Data Scientist
Lexington, KY · On-site +1
We focus on developing and maintaining predictive models that support all domains across the ... version control, and agile frameworks using tools like Azure DevOps. Skills / Knowledge ...
Data Scientist
Lexington, KY · On-site +1
We focus on developing and maintaining predictive models that support all domains across the ... version control, and agile frameworks using tools like Azure DevOps. Skills / Knowledge ...
$116 - $181/hr
Leverage emerging AI/ML technologies to improve diagnostics, predictive maintenance, and ... Ability to model Argonne's core values of impact, safety, respect, integrity, and teamwork.
New
$116 - $181/hr
Leverage emerging AI/ML technologies to improve diagnostics, predictive maintenance, and ... Ability to model Argonne's core values of impact, safety, respect, integrity, and teamwork.
New
$140 - $206/hr
Export Control/ITAR:* Certain roles may be subject to U.S. export control laws, requiring U.S ... predictive analytics, agent-based modeling (ABM) or equivalent, and decision support in a ...
$140 - $206/hr
Export Control/ITAR:* Certain roles may be subject to U.S. export control laws, requiring U.S ... predictive analytics, agent-based modeling (ABM) or equivalent, and decision support in a ...
... model to a proactive and predictive one. Directs maintenance and controls technicians, manages ... Strong knowledge of PLC control and programming, HMIs, VFDs, servo systems, robotics, and ...
... model to a proactive and predictive one. Directs maintenance and controls technicians, manages ... Strong knowledge of PLC control and programming, HMIs, VFDs, servo systems, robotics, and ...
$140 - $206/hr
Export Control/ITAR:* Certain roles may be subject to U.S. export control laws, requiring U.S ... Develop, test, and evaluate predictive models and statistical analyses to support mission-focused ...
$140 - $206/hr
Export Control/ITAR:* Certain roles may be subject to U.S. export control laws, requiring U.S ... Develop, test, and evaluate predictive models and statistical analyses to support mission-focused ...
$90 - $162/hr
Experience with scalable software development practices, version control, testing, and reproducible ... Experience with machine learning, statistical modeling, predictive analytics, optimization, or data ...
$90 - $162/hr
Experience with scalable software development practices, version control, testing, and reproducible ... Experience with machine learning, statistical modeling, predictive analytics, optimization, or data ...
$120 - $190/hr
This is not classical predictive modeling. The object of measurement is the LLM system itself ... Build and calibrate LLM-as-judge pipelines; validate judges against human labels and control for ...
New
$120 - $190/hr
This is not classical predictive modeling. The object of measurement is the LLM system itself ... Build and calibrate LLM-as-judge pipelines; validate judges against human labels and control for ...
New
... model to a proactive and predictive one. Directs maintenance and controls technicians, manages ... Strong knowledge of PLC control and programming, HMIs, VFDs, servo systems, robotics, and ...
... model to a proactive and predictive one. Directs maintenance and controls technicians, manages ... Strong knowledge of PLC control and programming, HMIs, VFDs, servo systems, robotics, and ...
LifeMade - Manager, Reliability Automation
Erlanger, KY · On-site
$90 - $140/hr
... model to a proactive and predictive one. Directs maintenance and controls technicians, manages ... Strong knowledge of PLC control and programming, HMIs, VFDs, servo systems, robotics, and ...
LifeMade - Manager, Reliability Automation
Erlanger, KY · On-site
$90 - $140/hr
... model to a proactive and predictive one. Directs maintenance and controls technicians, manages ... Strong knowledge of PLC control and programming, HMIs, VFDs, servo systems, robotics, and ...
$120 - $150/hr
You will lead complex analytical initiatives, develop predictive models, guide measurement ... Strong software engineering fundamentals; version control (Git), testing, code reviews ...
New
$120 - $150/hr
You will lead complex analytical initiatives, develop predictive models, guide measurement ... Strong software engineering fundamentals; version control (Git), testing, code reviews ...
New
... predictive return-to-service models, and leading-indicator tools that flag risk before it becomes a ... Control leadership to coordinate maintenance responses and build repeatable, scalable recovery ...
... predictive return-to-service models, and leading-indicator tools that flag risk before it becomes a ... Control leadership to coordinate maintenance responses and build repeatable, scalable recovery ...
... predictive return-to-service models, and leading-indicator tools that flag risk before it becomes a ... Control leadership to coordinate maintenance responses and build repeatable, scalable recovery ...
... predictive return-to-service models, and leading-indicator tools that flag risk before it becomes a ... Control leadership to coordinate maintenance responses and build repeatable, scalable recovery ...
Aircraft Maintenance Manager - Operations, Maintenance Operations (MXO), Amazon Air
Erlanger, KY · On-site
... predictive return-to-service models, and leading-indicator tools that flag risk before it becomes a ... Control leadership to coordinate maintenance responses and build repeatable, scalable recovery ...
Aircraft Maintenance Manager - Operations, Maintenance Operations (MXO), Amazon Air
Erlanger, KY · On-site
... predictive return-to-service models, and leading-indicator tools that flag risk before it becomes a ... Control leadership to coordinate maintenance responses and build repeatable, scalable recovery ...
$120 - $180/hr
... thermal control, risk management, supply chain management, performance testing, advanced ... life ‑ modeling), leveraging innovative analytical methods to improve predictive accuracy.
$120 - $180/hr
... thermal control, risk management, supply chain management, performance testing, advanced ... life ‑ modeling), leveraging innovative analytical methods to improve predictive accuracy.
$100 - $160/hr
Propulsion Engineer, Propulsion Simulation & Data Analysis Develop predictive models of Raptor ... Experience with control feedback loop design and implementation * Experience with numerical ...
New
$100 - $160/hr
Propulsion Engineer, Propulsion Simulation & Data Analysis Develop predictive models of Raptor ... Experience with control feedback loop design and implementation * Experience with numerical ...
New
$90 - $130/hr
... control. The successful candidate will contribute to the development of high-performance simulation tools and predictive modeling capabilities that enable deeper understanding of stellarator plasma ...
$90 - $130/hr
... control. The successful candidate will contribute to the development of high-performance simulation tools and predictive modeling capabilities that enable deeper understanding of stellarator plasma ...
Model Predictive Control information
What is model predictive control?
Model Predictive Control (MPC) is an advanced method of process control that uses a mathematical model to predict and optimize the future behavior of a system. It works by solving an optimization problem at each control step to determine the best sequence of control actions, taking into account system constraints and objectives. MPC is widely used in industries such as chemical processing, energy, and automotive because it can handle multivariable control problems and anticipate future events. Its predictive nature allows for improved performance, stability, and efficiency compared to traditional control methods.
What are the typical challenges faced by engineers working with model predictive control systems in an industrial setting?
Engineers working with Model Predictive Control systems often encounter challenges related to model accuracy, computational demands, and real-time implementation. Ensuring the process model accurately represents the plant dynamics is critical, as discrepancies can lead to suboptimal control performance. Additionally, MPC algorithms can be computationally intensive, particularly for large-scale or fast processes, requiring careful tuning and optimization to maintain real-time operation. Collaboration with process engineers and IT specialists is common, as integrating MPC with existing control systems and plant infrastructure is a key part of the role.
What are the key skills and qualifications needed to thrive as a model predictive control engineer, and why are they important?
To thrive as a Model Predictive Control Engineer, you need strong foundations in control theory, applied mathematics, and process engineering, usually supported by a degree in engineering or a related field. Proficiency with simulation tools such as MATLAB/Simulink, programming languages like Python or C++, and familiarity with industrial automation systems are typically required. Analytical thinking, problem-solving abilities, and effective communication skills help distinguish top performers in this role. These skills are essential for designing, implementing, and optimizing advanced control algorithms that improve system performance and reliability in complex industrial environments.
What is the difference between Model Predictive Control vs Control Systems Engineer?
| Aspect | Model Predictive Control | Control Systems Engineer |
|---|---|---|
| Credentials | Engineering degree, control theory, process modeling | Engineering degree, control systems, automation |
| Work Environment | Industrial automation, process control, manufacturing | Design, develop, and maintain control systems across industries |
| Industry Usage | Process industries, chemical, oil & gas, manufacturing | Automation, robotics, embedded systems, industrial sectors |
Model Predictive Control (MPC) focuses on advanced control algorithms for optimizing processes, while Control Systems Engineers design and implement various control systems. MPC is a specialized skill within control engineering, often requiring knowledge of process modeling and optimization, whereas Control Systems Engineers have broader responsibilities across multiple control technologies. Both roles are essential in industrial automation but differ in scope and application.
What does a model predictive control do?
A Model Predictive Control (MPC) engineer designs control systems that use a mathematical model to predict future system behavior and optimize control actions accordingly. MPC is commonly used in industries like process control and robotics, requiring skills in control theory, programming, and system modeling. The role involves developing algorithms, tuning controllers, and ensuring system stability and efficiency.
What are popular job titles related to Model Predictive Control jobs in Kentucky?
For Model Predictive Control jobs in Kentucky, the most frequently searched job titles are:
What job categories do people searching Model Predictive Control jobs in Kentucky look for?
The top searched job categories for Model Predictive Control jobs in Kentucky are:
$150 - $210/hr
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Job description
Join the team bringing advanced autonomy to the built world
#J-18808-LjbffrAt Bedrock, we're moving AI out of the lab and into the real world. Our team includes veterans who helped launch Waymo, scaled Segment to a $3.2B acquisition, and grew Uber Freight to $5B in revenue. Today, we're deploying autonomous systems on heavy construction equipment across the country, improving safety on job sites and accelerating schedules on critical infrastructure projects.
We're not here debating the future of AI. We're deploying it in the real world. In just two years, we've raised $350M and achieved the first fully autonomous excavator deployments in construction.
This is where algorithms meet steel-toed boots. You'll work alongside construction veterans and world-class engineers to solve physical-world problems that simulations can't touch. If you're ready to do meaningful work on hard problems, we'd love to have you join us.
We are building our first fleet of autonomous construction machines and are seeking a Controls and Robot Learning Engineer. In this role, you will contribute to the development of crucial components of our onboard and offboard autonomy system. You will be responsible for creating models to be used for onboard controls, as well as analyzing, evaluating and simulating the system dynamics of complex, 100,000-pound construction robots.
What You'll Do-
Onboard Control: Develop control laws for the base vehicle and automated arms, utilizing techniques such as MPC, Reinforcement Learning, linear and non linear control, computed torque, vehicle dynamics, and impedance control.
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System Identification and Modeling: Build models that capture the state and control input propagation of complex construction robots like excavators. This involves a deep understanding of the direct and inverse geometry of robot arms (4 to 7 DOFs), vehicle dynamics, and overall system calibration.
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5+ years of professional engineering or research experience in control and real-time embedded systems
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MSc or PhD in Computer Science or Robotics
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Deep understanding of reinforcement learning, imitation learning, and optimization for dynamic systems
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Strong programming skills (C++/Rust, Python)
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Strong data analysis skills
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Experience with safety-critical systems
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Experience with machine learning training pipelines, especially reinforcement learning (RL) using learned or simulated plant models
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Practical application of RL or model predictive control (MPC) for control algorithms in production autonomy environments
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Experience working with pose estimation systems
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Experience with controlling and modeling hydraulic systems
Bedrock Robotics is an Equal Opportunity Employer
We’re committed to building a diverse and inclusive workplace. We consider all qualified applicants for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, ancestry, age, disability, veteran status, genetic information, or any other protected characteristic.
Reasonable Accommodations
We want our hiring process to be accessible to everyone. If you need an accommodation to participate in the application or interview process, please let your recruiter know so we can support you.