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Data Analysis: Signal Analysis

SG Energy Solutions can leverage its I&C expertise to ensure seamless integration of EtaPro signals, APR, and Virtual Plant data, enabling accurate, timely recommendations for CROs by utilizing advanced data analysis technologies. We also analyze EtaPro signals to detect inefficiencies and guide real-time heat rate improvements. Frequency domain analysis is used to detect early faults in machinery, enhancing the ability to diagnose and detect capabilities by identifying subtle vibration patterns that may indicate equipment issues. Vibration analysis can also be used to detect fatigue in machinery components, a common issue caused by wear and tear that can be identified through changes in vibration patterns.

Focusing on specific vibration patterns enables early detection of faults. Advanced processing and specialized hardware support high-bandwidth signal analysis for effective monitoring of multiple machines and fault detection. These processes provide actionable intelligence for operational improvements. Companies across the energy sector rely on advanced data analysis to optimize performance and support decision-making.

Our analysts bring expertise in interpreting complex signal data. To perform effective analysis and decision-making, analysts require access to advanced data systems. Ensuring accurate diagnosis and detection of machinery faults is a key part of our approach. Understanding these processes is crucial for compliance with environmental legislation and overall environmental protection.

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Data is one of your most powerful assets when harnessed correctly. SG Energy Solutions transforms raw operational data into actionable insights, helping plant operators optimize efficiency and meet key performance indicators. The phases of data analysis include collecting raw data and measurements from various sources, including variables such as age, operational hours, or equipment cycles, cleaning and processing this information, and ultimately preparing a comprehensive report of results to ensure accuracy and reliability throughout the workflow, using evidence to substantiate findings.

Our team supports:

  • Heat rate and performance trend analysis, including analyzing the history of performance metrics

  • Emissions tracking and regulatory reporting

  • Sensor calibration and signal normalization

  • Integration with advanced I&C systems for continuous feedback

  • Using data visualization to communicate key findings and support decision-making

With our customized dashboards and expert analysis, operations teams can identify minor deviations before they become costly problems. Examples include using dashboards to monitor equipment status, track emissions, and optimize fuel usage. The ability to analyze average performance metrics and generate comprehensive reports enables teams to maintain an account of findings and decisions, supporting operational excellence and making informed decisions based on reliable data.

Transforming Data Into Operational Excellence

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Advanced Signal Integration for Modern Energy Systems

 

Our deep knowledge of instrumentation and controls (I&C) allows us to connect disparate data sources, normalize inputs, and unify critical signal pathways. We integrate digital signal processing and advanced image analysis techniques to enhance data interpretation and system insight. Normalization techniques help surface key relationships within the data, enabling more effective analysis.

Users interact with these data platforms to extract insights, retrieve specific data points, and arrange information for analysis, highlighting the user's central role in the data analysis process.

Key data platforms supported:

  • Real-time process historians

  • Laboratory information management systems (LIMS)

  • Enterprise resource planning (ERP) systems

  • Custom databases and cloud-based analytics solutions

  • Deployment and testing of multiple models for comprehensive system analysis, allowing for model combination and improved prediction accuracy

We ensure your data ecosystem supports not just monitoring, but continuous improvement across system performance, emissions, and reliability, while managing data infrastructure and workflows efficiently. Advanced processing capabilities enable real-time data integration and drive ongoing system development and improvement. Users interact with these data platforms to extract insights, retrieve specific data points, and arrange information for analysis. Our solutions are designed to adapt to evolving operational needs, ensuring flexibility and scalability in diverse environments.

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Real-Time Heat Rate Optimization

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Improving your plant’s heat rate requires more than just data logging. Our real-time analysis techniques allow continuous performance tracking that feeds back into the operation. Developed models are used to test and measure key performance indicators, and the results are analyzed and interpreted to explain operational changes, ensuring data remains within normal parameters. Customers benefit from timely insights that help optimize operations and address their specific needs.

Benefits include:

  • Reduced fuel consumption and energy waste

  • Improved power generation cost-efficiency

  • Lower environmental impact and increased compliance

  • Real-time decision-making support for CROs and engineers

  • Ability to interpret and explain data analysis results for improved decision-making

  • Data-driven solutions tailored to meet customer needs and expectations

  • Early detection of faults or deviations as they occur, supporting proactive maintenance

Use Cases for Data & Signal Analysis

Our services are used across diverse energy installations to ensure smarter, more sustainable operations. Data analysis techniques can also be applied to environmental or biological datasets, such as monitoring protein levels to detect anomalies. Effective data analysis often requires a thorough search for relevant data, facts, or scenarios to ensure comprehensive evaluations.

Common Applications Include:

  • Combined-cycle gas turbine optimization – Track component-level performance across compressors, turbines, and HRSG systems

  • Battery Energy Storage Systems (BESS) – Monitor charge/discharge cycles and temperature thresholds

  • Solar + Storage Systems – Track inverter signals, output variation, and battery integration health

  • Grid Modernization Projects – Analyze load balance, grid frequency, and renewable integration in real-time

  • Environmental Compliance – Automatically log emissions data and generate reports for state/federal agencies

By aligning with plant goals—whether it’s reducing NOx emissions or boosting megawatt output—our analytics framework adds value across departments, from operations to regulatory.

Contact SG Energy Solutions Today

Unlock the full potential of your operational data with SG Energy Solutions. Contact us today to schedule a discovery call or site walkthrough.

  • How much travel is required?
    We travel to various power plants all over the country for 8-10 months of the year or more and travel to the site for the project duration is needed.
  • Is there paid training or other opportunities to advance in my career with SGES?
    No matter what role or level you begin your career with, SGES offers both paid training and career advancement opportunities.
  • What are the perks or benefits offered in addition to wages?
    SGES offers Medical, Dental, Vision, Life, and Long / Short-term Disability Insurance to team members after 90 days of employment. There are other competitive perks, including a 401k program, FSA, and HSA health savings account.
  • What is your safety culture like?
    Our safety culture is not only a part of our core values, it is part of our DNA. Every decision we make is rooted in our world-class safety program.
  • What are the next steps once I’ve submitted my application?
    First, congratulations on taking the first step towards your future! Applications are screened by our recruiting team. If you are a good fit for a currently open position, a recruiter will reach out and complete an initial interview. If chosen for the role, you will go through the onboarding process (typically 1-3 weeks). Upon successful completion, you’ll be assigned to a project.

Why Choose SG Energy Solutions?

Company Highlights

  • Over 810 Turbine Projects Completed Since 2010

  • Dedicated In-House Logistics Manager

  • We Can Mobilize Anywhere in the USA in 24–48 Hours, ensuring our clients receive timely and efficient service.

Our business strategies focus on renewable energy and optimizing operations across various markets.

SG ENERGY COLLABORATES WITH ENERGY SECTOR LEADERS

Our company is a leading player in the energy sector, known for our extensive partnerships with top industry leaders. We work closely with these partners to drive innovation and efficiency in the market.

Our combined efforts with these partners are focused on advancing renewable energy and improving the efficiency of gas-fired power plants through combined-cycle operation.

You have questions. SG Energy has answers.

  • SG Energy Solutions provides end-to-end upgrade options for your instrumentation systems. We have deep experience with Combustion Dynamics Monitoring Systems (CDMs), Hazardous Gas Detection Systems, and more.

    SGES technicians approach every project with the goal of improving turbine and generator performance and building customized scopes of work based on the specific needs of each client. Our extensive experience with CDMs allows us to assess your system and recommend the most effective upgrade options to improve performance, reduce maintenance costs, and extend the life of your equipment.

  • SGES technicians handle all aspects of your instrumentation upgrades, from removing old system components to installing new components, installing the wiring that terminates the instrumentation at your control cabinets. Our technicians are experienced and knowledgeable in a wide range of instrumentation types and brands, ensuring that your upgrade is done efficiently and correctly.

    SG Energy is proud to provide industry-leading training and support to our technicians to ensure they're prepared to handle various systems and situations, giving you the peace of mind that the job is being completed correctly.

  • SG Energy Solutions offers a wide array of tailored I&C services to the energy sector, including:

    • DCS to PLC Programming

    • Calibration and installation of field instrumentation and devices

    • Advanced troubleshooting capabilities

    • Advanced loop-checking capabilities

    • Reading & interpreting wiring diagrams and P&IDs

    • Low-voltage electrical experience

    • Self-directed and able to direct less experienced I&C technicians

Connect with SG Energy to learn why our experts are trusted around the world.

Electrical and mechanical engineering

Resident onsite engineers

On call support

Complex systems overhauls

Over 25 years of experience

Customized scopes of work

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