Energy & Natural Resources
Optimizing production with AI, data, and the intelligent edge
Data holds incredible opportunities for energy producers.
Utilities, power generation, oil and gas companies are all in the position to tap into this digital resource to improve efficiencies, increase reliability, and drive business performance.
Optimize your production and gain an industry advantage with Neal Analytics. Our expertise ranges from creating roadmaps and data strategies to implementing cutting edge technology, advanced analytics, and AI/ML.
Learn how our solutions can help you activate your data to improve forecast accuracy, scale with automation, leverage IoT, build autonomous systems, and more below.
We leverage our industry solution accelerators, cloud platform expertise, and digital consulting services to help our customers optimize their business and extract more value from their data.
Neal Analytics solutions are designed to support one, or several, of the following objectives:
Featured customer stories
Autonomous Systems combine simulation and Deep Reinforcement Learning (DRL) to achieve new levels in equipment performance. Rather than programmed rules, these systems self-learn through trial and error.
Trial-and-error training can’t happen in your production environment. Therefore, the first step in any Autonomous Systems project is to build a reliable simulator that will then be used to train the AI agent using DRL techniques.
Autonomous Systems are ideal for optimizing control systems that require extreme robustness despite being non-linear and multi-variable systems. For instance, Autonomous Systems have been used to optimize oil yield in underground horizontal drilling, controlling the yaw of wind turbines to maximize energy output, decide the optimal material feed rates and throat settings of a gyratory rock crusher, and more.
AI for Reliability
AI for Reliability is an end-to-end suite of offerings designed to improve the reliability of valuable assets in the field. Identify problems ahead of time, reduce equipment downtime, and lower costs with a solution engineered from data on historical failures, sensors, and external factors.
Reduce costs and scale up operations across the value chain by bringing AI capabilities to the edge. Our expertise in intelligent edge technologies helps businesses take advantage of AI-enhanced reliability, vision analytics, IoT monitoring, and process automation for improved safety and efficiency.
Scale your operations by automating inefficient, manual processes, and maximizing your workforce. Our predictive model solutions leverage historical data and patterns to automate processes that range from calibrating virtual meters to investigating customer billing errors.
Get the information you need to respond quickly and strategically to market changes with accurate macro and granular forecasts. Our Advanced Forecasting solution helps energy producers better predict demand, consumption, workforce needs, individual well production, and more without sacrificing detail.
Transform sensor data and field equipment information into intuitive visuals for high-level insights across sites over time. Leverage our Power BI expertise to create custom dashboards and consolidate data into easy-to-navigate visual representations of production, transport, and distribution processes.
Capture streaming data from your equipment for real-time insights and a bird’s eye view of the entire field. Reduce downtime by leveraging IoT architecture, remote sensors, and the cloud to prevent unplanned shutdowns, identify the root cause of equipment failure, and respond proactively.