Blog
Field notes from the industrial edge.
Points of view, engineering deep-dives and educational posts on running real-time AI and control loops in OT environments.
TL;DR
- Read Helin’s articles on industrial operations, edge intelligence, and security.
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10 of 40 articles
Clear allOct 1, 2026 · 4 min
Predictive maintenance at the edge: why local processing changes what you can catch
High-frequency sensor data is too heavy to stream to the cloud, so faults slip through. How edge-resident models catch them earlier, scale across a fleet and feed your maintenance workflows.
Edge ComputingData & AnalyticsApr 13, 2026 · 6 min
Advanced analytics in red zone management
This article explores how advanced analytics in red zone management transforms real-time safety data into powerful operational intelligence, revealing hidden inefficiencies, behavioral patterns, and opportunities for optimization. By combining insights like exposure and intrusions with video and operational data, organizations can move beyond reactive safety measures and start redesigning workflows for both safer and more efficient performance.
Oil & GasSafetyData & AnalyticsFeb 19, 2026 · 6 min
Overcoming vision deep learning challenges: why bigger models aren't always better
We're launching a new Engineering Blog series, where Helin engineers share practical insights from building real-world AI systems. Jason, Tech Lead at Helin, explores the impact of “dirty” data, the limits of automated labelling, and how targeted dataset clean-up can turn a good model into a great one.
EngineeringVision AIMachine LearningData & AnalyticsDec 18, 2024 · 8 min
Best 6 real-time energy intelligence platforms (2025)
This article reviews the top six real-time energy intelligence platforms for 2025, explaining their core functionalities and benefits such as enhanced efficiency, sustainability, and grid management. It highlights Helin, SynaptiQ, Dexter Energy, Simpl Energy, Kraken Tech, and Navitasoft, detailing their specific focus areas and key features.
Data & AnalyticsRenewable EnergyEdge ComputingDec 17, 2024 · 9 min
Best 6 PV & energy curtailment software tools (2025)
If you work in the photovoltaics (PV) renewable energy sector and want to avoid suboptimal returns, you'll need to effectively control asset production. A shortlist of the best PV and energy curtailment software tools.
Renewable EnergyData & AnalyticsDec 5, 2024 · 8 min
Transitioning from developer to IPP: 4 practical tips
This article provides four practical tips for renewable energy developers looking to transition into Independent Power Producers (IPPs). It covers diversifying portfolios, optimizing O&M costs, navigating regulations, and utilizing advanced analytics for success in competitive markets.
IPP TransformationRenewable EnergyData & AnalyticsMay 15, 2024 · 2 min
Demystifying the digital landscape: A deep dive into the top 5 industrial protocols
This article explores the critical role of industrial protocols in today's interconnected digital landscape, detailing the top five prominent frameworks like OPC UA, Modbus, and CAN bus. It highlights their unique features, applications, and crucial considerations for selection, ensuring efficient and secure operational data management.
Industrial ProtocolsData & AnalyticsDec 13, 2023 · 2 min
Demystifying the digital landscape: the role of industrial protocols
Industrial protocols are crucial for seamless machine communication, driving efficiency and safety in digital landscapes. This article delves into the top five, including OPC, Modbus, CAN bus, and Profibus, discussing their versions, features, and key considerations for selection.
Industrial ProtocolsData & AnalyticsNov 21, 2023 · 2 min
Empowering Sunrock’s ambition: Accelerating growth and climate goals with the Helin platform
Sunrock, a company providing energy strategies and solutions for large logistics real estate, has partnered with the Helin platform to manage vast amounts of real-time data from its PV solar rooftop installations. This partnership enables Sunrock to unify data sources, monitor assets, and implement an arbitrage system, accelerating their climate goals.
Renewable EnergyData & AnalyticsEdge ComputingSep 21, 2023 · 2 min
The data dilemma: Unlocking efficiency without overburdening your team
This article addresses the prevalent issue of understaffing in marine and energy sectors, where a scarcity of personnel places immense strain on operations and a few key individuals. It advocates for outsourcing data collection to free up in-house experts for analysis and core tasks, thereby enhancing efficiency and mitigating risks.
Data & AnalyticsOperational Efficiency