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How the cloud's effective data management reduces costs and affects the scalability of hydrogen projects
Publication date:
13
.
11
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2023
Reading time:
5 min

How the cloud's effective data management reduces costs and affects the scalability of hydrogen projects

Team Semantive
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In the quest to become a crucial part of future energy, the hydrogen industry stands at the forefront, yet it grapples with formidable challenges. Until now, heavy emphasis was put on physical infrastructure and industrial solutions. But how to pivot towards greener production amidst a maturing supply chain? This juncture in the hydrogen industry isn't just about adopting new technologies; it's a crucial step towards a harmonious blend of technological advancement and environmental stewardship.

Is cloud-based data management one of the keys to redefining the hydrogen industry? This transformation extends beyond environmental imperatives, striking at the core of operational scalability and economic appeal. Cloud computing offers tangible benefits that go far beyond the environmental edge over traditional data centres. It empowers hydrogen companies with robust data platforms that enhance control over complex processes and drive cost reduction. This shift is about strategically harnessing innovation and sustainability, where every decision is an opportunity to bolster environmental integrity and achieve greater operational efficiency through sophisticated data management

Current State of the Hydrogen Industry

The hydrogen industry, while set for significant growth, faces formidable challenges in scaling operations. These challenges not only influence investment decisions but also impact the market's attractiveness. Recent reports, like Hydrogen Insights 2023 and Global Hydrogen Review 2023 emphasize following issues: 

  • Despite over 1,000 hydrogen projects announced, demanding a colossal investment of USD 320 billion, only a fraction has progressed beyond planning, with just 10% having passed Final Investment Decision (FID). This gap highlights the need for robust financial planning and investment models, where cloud-based analytics and predictive modeling can play a crucial role in enhancing investor confidence and streamlining investment decisions​
  • Supply Chain Maturity: The supply side is attracting significant investments, but challenges in maturity persist, with most investors active in specific regions like Europe and North America. This geographical imbalance presents challenges in developing a globally integrated hydrogen market, particularly in operational clean hydrogen supply. Data technologies can aid in optimizing supply chain logistics and production processes, providing real-time data analysis to improve efficiency and scalability​
  • Production Potential vs. Reality: The potential for low-emission hydrogen production is vast, but actual progress is lagging. Here, cloud-based process management and monitoring tools can help manage and plan  production volumes and control process losses Significant Costs and Financial Strain: Inflation and supply chain issues are inflating costs and threatening projects viability. Implementing cloud-based supply chain management systems can mitigate these risks by providing greater visibility and cost control, helping to manage financial strains more effective.
  • Delayed Government Support: Government funding and incentives are crucial, but the slow rollout is delaying projects. Cloud-based compliance and reporting tools can expedite the process of meeting regulatory requirements and accessing government support, thereby accelerating project execution​.

The convergence of these issues shapes the current state of the hydrogen industry. These elements collectively influence the industry's scalability, investment attractiveness, and market position in the global energy landscape. To solve them, the hydrogen industry is increasingly intersecting with information technology to address its complex challenges and scale up operations, in the hope of enabling a paradigm shift in how the industry operates. 

Importance of Data Management in Hydrogen Projects

The hydrogen industry, historically focused on developing robust physical infrastructure, has often overlooked the crucial role of software and data architecture. This traditional approach, while fundamental for establishing a physical base for operations, has inadvertently placed constraints on the industry's adaptability and responsiveness to market and environmental demands.

In the initial stages, the emphasis was heavily tilted towards building physical assets such as production facilities, storage units, and distribution networks. This focus, while essential, often sidelined the development of sophisticated software solutions and data management systems. As a result, many hydrogen projects still lack the robust data infrastructure necessary for efficient process control, predictive maintenance, and real-time decision-making.

The necessity for effective process control and flexibility in data management has become increasingly apparent. There is an increasing need for domain-specific accounting and data management software to handle the complexity of hydrogen production as the industry scales up. This need is driven by the emergence of large-scale hydrogen production facilities and the global transition towards renewable energy sources.

Adaptable solutions in data management are essential, varying according to hydrogen production methods. For instance, in small-scale, yet highly attractive in terms of decarbonization green hydrogen production by electrolysis, efficiency monitoring and optimization are critical due to associated significant losses and the necessity to control energy sources. The requirements in data management are multifaceted, encompassing internal processes like production optimization and external factors such as regulatory compliance.

Furthermore, in the hydrogen production, the complexity of controlling the flow through the entire value chain is recognized, particularly due to critical parameters like pressure, temperature, and losses in production and transportation. These factors significantly influence the profitability and efficiency of projects. To address these complexities, there is a concerted effort to enhance the value derived from data using systems specifically designed for the energy industry. These systems are instrumental in facilitating production reporting, allocation, and hydrocarbon accounting. They ensure that the quantities of hydrogen produced align accurately with sales and transportation needs, taking into account the critical variables that impact production control and overall project viability.

This evolution underscores the necessity of effective process control and flexibility in data management. By leveraging advanced data management, the hydrogen industry can overcome long-term limitations and adapt more effectively to changing market demands and regulatory environments, achieving better forecasting, and enabling scaling up production and decreasing costs. 

As we see, while the initial focus on physical infrastructure laid the groundwork for the hydrogen industry, the integration of advanced data management,software solutions and AI is now imperative. It's a shift that promises not only improved operational efficiency but also a strategic edge in an increasingly competitive and environmentally conscious market.

Benefits of Data Platforms Management in Cloud

Cloud-based data management plays a pivotal role in enhancing scalability, elasticity, and cost optimization in the hydrogen industry. Of course, general benefits of cloud computing still apply here: nearly limitless resources, crucial for managing growth and variable production typical for hydrogen, scalability and efficiency helping handle extensive data requirements, elasticity allows for quick resource adjustments, so vital for adapting to market changes without incurring significant costs. But data platforms running in the cloud go even further, playing a crucial role in optimizing the entire value chain, from production to distribution. Their advantages can be recognized in fields such as: 

  • Management of Structural and Time Series Data: These data platforms handle diverse data types, including structural data (like asset groups and their relations, contracts, storage, and production capacity) and time series data related to generation, storage, transportation, and consumed volumes. This comprehensive data integration allows for configurable processes and rules, catering to the specific needs of the hydrogen industry.
  • Smart Monitoring and IoT Integration: Internet of Things (IoT) devices are invaluable in the hydrogen industry for rapid anomaly detection, asset and KPI tracking, and security. These tools, leveraging data modeling and real-time communication, provide real-time oversight of plant operations and asset status, contributing to a substantial reduction in operational costs. 
  • AI Analytics for Data-Driven Decision Making: AI analytics in hydrogen data platforms coordinate data into actionable business intelligence. This begins with data collection from various sources, including tanks, pipes, and the abovementioned  IoT monitoring devices. The analytics platform then uses this data for preventative maintenance and corrective actions, optimizing hydrogen production and utilization. Benefits include minimized energy and yield losses, optimized electrolyzer uptime, and reduced operating expenses.
  • Digital Twinning of Hydrogen Production: Digital twin involves modeling a system within a digital environment, providing greater insight into the processes and overall performance. In hydrogen power, this translates into a transparent overview of  electrolysis process, essential for optimizing hydrogen production. This technology streamlines everything from equipment maintenance to regulatory compliance, offering a virtual replica of electrolysis, production, and output processes​
  • Data Exchange Platforms for Collaboration: these solutions enable a centralized  view of data and processes within the hydrogen ecosystem, enhancing collaboration. They offer good transparency, auditability, and convenient communication, both internally and externally. This aids in making insight-led business decisions, and supporting new fundings. 

These advantages of cloud data management are integral in transforming the hydrogen industry. They not only drive technological advancements but also contribute significantly to the industry's sustainability and economic viability.

Clouds Shaping Future of Hydrogen Industry

The transformative impact of cloud data management in the hydrogen industry cannot be overstated. Its role in enhancing scalability and reducing operational costs is pivotal, enabling the sector to navigate the challenges of modernizing production and managing complex supply chains more effectively. This technological leap is not merely a convenience; it's a strategic necessity for sustainable growth and efficiency.

Therefore, the hydrogen sector's adoption and integration of cloud technologies is imperative, especially as this technological synergy becomes an attractive investment opportunity. After all, recent BCG's report highlights the growing interest of private investors in low-carbon hydrogen projects, pointing to a promising future for cloud-enhanced hydrogen infrastructure. 

Team Semantive

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