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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40 of 40 articles
Oct 1, 2026 · 6 min
Industrial edge computing: what it is and how it works on real assets
Industrial edge computing runs software on hardware at the asset, so control decisions execute in under 100ms with no internet connection and data stays on site. How the three layers work, the four problems it solves, and where it runs today.
Edge ComputingComplianceOct 1, 2026 · 3 min
Edge computing in oil and gas: how drilling rigs handle operations without reliable connectivity
Satellite links add latency and drop out. Why safety and control decisions on a drilling rig have to execute at the rig, and what that means for data sovereignty, NIS2 and governance offshore.
Oil & GasEdge ComputingSafetyOct 1, 2026 · 3 min
Edge computing in manufacturing: how distributed production facilities use local processing
Multi-site manufacturers run different machines, protocols and teams at every plant. How a governed edge deployment model works, what the Cyber Resilience Act changes, and when edge computing makes sense.
ManufacturingEdge ComputingComplianceOct 1, 2026 · 3 min
Edge AI vs cloud AI for industrial operations: what the choice actually depends on
Cloud AI suits training and fleet analytics; edge AI is required when decisions must happen at the asset. When each fits, the hybrid architecture Helin uses, and two tests for making the call.
Edge ComputingMachine LearningCloud & AzureOct 1, 2026 · 4 min
How to choose an industrial edge platform: a checklist for teams comparing products
Seven questions to ask every vendor on your shortlist, from protocol coverage and offline behavior to security, deployment speed and hardware lock-in, plus the red flags to watch for.
Edge ComputingSecurityOct 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 & AnalyticsJul 24, 2026 · 9 min
The Split Brain: What It Takes to Run Industrial Edge Applications
Industrial edge applications bridge cloud systems and plant-floor machinery that can't always stay connected. Here's how six Zero Trust-aligned services, identity, nodes, networks, workloads, data, and observability, keep both halves secure and running independently.
EngineeringEdge ComputingCybersecurityJul 22, 2026 · 6 min
We Started by Detecting People. We Ended Up Modeling the Work.
Helin runs vision-AI inference at the edge to make the human layer of industrial operations visible. Built on Azure Machine Learning, IoT Hub, Device Registry and Microsoft Fabric, the platform turns raw detections into real-world models of how work actually happens.
Vision AIEdge ComputingCloud & AzureEngineeringJul 22, 2026 · 6 min
Seeing the Human Layer: Helin Brings Edge Vision AI to Industrial Operations on Azure
Helin and Microsoft are launching a joint solution that brings edge vision-AI to industrial operations on Azure. Built on Azure Machine Learning, IoT Hub, Device Registry and Microsoft Fabric, and available on Azure Marketplace.
Vision AIEdge ComputingCloud & AzureSafetyMay 20, 2026 · 8 min
Overcoming Vision Deep Learning Challenges: Why Stratified Sampling Matters More Than You Think
Stratified sampling builds on a core truth from the first article: better models come from better data, not just more of it. Intentional selection across camera, time, and source prevents blind spots that even clean datasets can contain.
EngineeringVision AIMachine LearningApr 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 & AnalyticsMar 17, 2026 · 4 min
IPP Transformation Series (Part 4 of 4): The invisible engine behind an IPP
At a certain scale, renewable assets stop behaving like projects and start behaving like a system. Part 4 closes the series: technology isn't a support function for IPPs, it's the foundation, real-time data, unified control, and true interoperability.
Renewable EnergyIPP TransformationAsset ManagementMar 10, 2026 · 4 min
IPP Transformation Series (Part 3 of 4): Growth brings complexity and that is where many IPPs struggle
The real challenge after becoming an IPP: how do you grow without losing control? Why scaling breaks down, and how resilient IPPs avoid firefighting by building structure early across people, process, and technology.
Renewable EnergyIPP TransformationAsset ManagementMar 3, 2026 · 4 min
IPP Transformation Series (Part 2 of 4): From developer to Independent Power Producer
How the shift to IPP actually happens: clear intent, the right capabilities, and a digital foundation that supports scale. Moving from awareness to action without losing momentum along the way.
Renewable EnergyIPP TransformationAsset ManagementFeb 24, 2026 · 3 min
IPP Transformation Series (Part 1 of 4): The traditional renewable energy business model no longer works
Price volatility, grid congestion and falling capture rates are putting margins under pressure. Why EPCs and single-asset models are under structural pressure, and why operational maturity and the IPP model now decide who captures value.
Renewable EnergyIPP TransformationAsset ManagementFeb 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 & AnalyticsFeb 18, 2026 · 4 min
From delayed insight to real-time awareness: how edge technology is advancing offshore rig safety
As rigs grow more automated and operations more complex, delayed visibility is no longer acceptable. How Safety 4.0 combines edge computing, vision AI and rig-to-shore collaboration to give crews instant awareness of the most hazardous parts of the operation.
Oil & GasSafetyEdge ComputingVision AIFeb 4, 2026 · 6 min
Cybersecurity for Renewable Energy: risks, regulations, and 5 practical steps
In 2026, cyber threats are a core operational risk for renewable asset owners and operators. Why renewable assets are vulnerable, what NIS2 and the Cyber Resilience Act mean for you, and five practical steps to strengthen your defenses — from password hygiene to a rehearsed incident response plan.
Renewable EnergyCybersecurityComplianceDec 1, 2025 · 5 min
Removing hidden kill switches in your renewable energy portfolio
Hidden remote-access features, unmonitored firmware updates and fragmented vendor ecosystems can turn a solar or wind portfolio into a cybersecurity minefield. How NIS2 and the CRA change operator responsibility, and how Helin's one box approach restores control, visibility and compliance.
Renewable EnergyCybersecurityComplianceEdge ComputingMay 1, 2025 · 15 min
Guide to Virtual Power Plants (VPP)
Virtual Power Plants (VPPs) are crucial for integrating renewable energy into electricity grids by allowing Distributed Energy Resources (DER) to function as a single power plant. This guide assists asset owners in deciding whether to create or join a VPP, outlining the necessary steps and considerations for each path.
Grid & VPPRenewable EnergyMar 11, 2025 · 7 min
Best 3 red zone monitoring systems for offshore drilling rigs (2025)
Red zones are the most dangerous areas of offshore drilling rigs, so how do you keep crews safe during drilling operations? Read our shortlist of red zone monitoring systems.
Oil & GasSafetyJan 13, 2025 · 6 min
5 tips to improve safety during offshore drilling
Offshore drilling companies can significantly enhance safety by fostering a safety-first culture and implementing robust HSE systems. Leveraging digital solutions, reviewing performance, and extending safety standards to subcontractors are crucial steps.
Oil & GasSafetyDec 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 18, 2024 · 8 min
Best 5 edge computing platforms (2025)
We're bringing you a list of the best edge computing platforms to use when you're operating large amounts of industrial assets.
Edge 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 6, 2024 · 6 min
3 best practices for effective red zone monitoring
Effective red zone monitoring on offshore drilling rigs enhances safety by preventing incidents, reducing downtime, and fostering continuous improvement. This involves understanding operations, implementing specialized monitoring tools like Helin's Red Zone Manager, and regularly analyzing performance.
Oil & GasSafetyOperational EfficiencyDec 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 & AnalyticsOct 23, 2024 · 7 min
8 tips: improving the cyber resilience of your renewable energy business
The NIS2 Directive, transposed into EU national laws, significantly impacts the renewable energy sector, mandating improved cybersecurity measures against rising cyber threats. Many companies currently neglect basic practices, leading to vulnerabilities, exacerbated by a severe shortage of cybersecurity experts.
ComplianceCybersecurityOct 15, 2024 · 12 min
How to prevent negative returns in renewable energy and solar
Renewable energy businesses often face negative returns, having to pay to offload surplus energy due to grid imbalances and volatile spot markets. This article explores strategies like curtailment, aligning generation with market dynamics, and creating local smart grids, often requiring edge computing, to prevent such losses.
Renewable EnergyGrid & VPPEdge ComputingOct 15, 2024 · 8 min
Solar cybersecurity vulnerabilities: 6 ways in which hackers target solar installations
Solar installations face significant cybersecurity risks, exemplified by a 2022 hack in the Netherlands where a hacker accessed private data and manipulated inverter firmware. This vulnerability is growing as the solar energy sector booms, prompting new EU directives like NIS2, yet the industry faces a severe shortage of cybersecurity specialists.
CybersecurityComplianceOct 13, 2024 · 2 min
Becoming a leader in renewable energy brings its own set of challenges
The Netherlands is the first European country to face significant grid congestion due to widespread renewable energy adoption and increased electricity demand, leading to delays for businesses and project postponements. While this challenge is spreading across Europe, Helin aims to alleviate it by optimizing existing grid resources and integrating smart solutions.
Grid & VPPRenewable EnergyOct 12, 2024 · 6 min
How maritime companies get more uptime with conditional and predictive maintenance
This article discusses how conditional and predictive maintenance, enhanced by edge intelligence, can significantly increase vessel uptime and reduce costly downtime for large maritime operations, highlighting its critical importance for success. It clarifies the relationship between conditional monitoring and predictive maintenance.
MaritimePredictive MaintenanceAsset ManagementMay 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 EfficiencySep 1, 2023 · 11 min
Edge AI: Paving the path forward
This article features the CTO of Helin discussing the transformative potential of Edge AI, driven by hardware evolution and open-source advancements. It highlights Edge AI's advantages like low latency and efficient bandwidth, particularly for industrial applications, where it enhances safety and operational efficiency.
Edge ComputingVision AICybersecurityAug 28, 2023 · 2 min
Digital twins: The future of operational efficiency in the marine & energy sectors
Digital twins are virtual representations of physical systems, designed to explore 'what if' scenarios, boost client satisfaction, and significantly cut operational expenses. They expedite service implementation by optimizing processes, centralizing data, and minimizing unplanned maintenance.
Edge ComputingOperational EfficiencyRenewable EnergyJul 12, 2023 · 2 min
Harnessing the power of data: Top 5 monitoring use cases
Helin's SaaS product, the Helin Platform, manages edge devices on industrial assets to boost efficiency, safety, and sustainability, particularly in marine and energy sectors. The article outlines five key monitoring use cases for businesses, including ESG, operational excellence, and condition monitoring.
Edge ComputingAsset ManagementComplianceOperational EfficiencyPredictive MaintenanceMar 17, 2022 · 2 min
Optimizing Managed Pressure Drilling operations
How Noble replaced on-site supervision with live rig-to-shore MPD monitoring, automated daily reporting, and predictive analytics that time rubber seal replacement to the drilling cycle.
Oil & GasPredictive MaintenanceAsset Management