Article

Digital Twins & Sustainability: A Pathway to Building Positive-Energy Districts

Posted December 3, 2024 | Sustainability | Technology | Amplify
Digital Twins & Sustainability: A Pathway to Building Positive-Energy Districts
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AMPLIFY  VOL. 37, NO. 11
  
ABSTRACT
Angela Greco, assistant professor of innovation management at TU Delft, and Andrea Kerstens, a TNO scientist and PhD candidate in innovation management at TU Delft, draw on their experience with Syn.ikia, an EU-funded Innovation Living Lab for positive-energy building districts that leverage energy efficiency and renewable energy sources. Digital innovations like digital twins have been essential to unlocking positive-energy districts. For instance, digital twins that combine physical models of buildings and AI models of user behavior allow building districts to predict and optimize usage of excess solar energy. Their article presents three lessons learned from the project. 

 

We are witnessing two pivotal transitions: the shift toward a low-carbon economy and the rapid digitization of our landscape. The first is progressing too slowly and needs to accelerate; the second is surging forward with unstoppable momentum, transforming our daily lives in unprecedented ways.

Given the contrasting paces of these transitions, failing to innovate solutions that harmonize both transitions while enhancing their synergies is a recipe for disaster. Sustainability-driven technologies are quickly becoming outdated, and organizations are experiencing lock-ins and innovation inertia, challenging their ability to reinvest and redesign and forcing them to reorganize at an unbearable pace.1

This phenomenon is already unfolding in the built environment. Construction companies are under pressure to lower their emissions. As they struggle to meet environmental targets like carbon and nitrogen reduction, the advent of digital twins offers the construction industry opportunities to manage buildings more efficiently throughout their lifecycle and beyond. Yet many struggle to embrace this shift: to digitize or not to digitize buildings?

Although purposeful implementation of digital tools to achieve sustainability outcomes is promising, it may lead to unintended consequences.2,3 In this article, we argue that if these undesirable consequences are not addressed from the outset, digital sustainability could undermine social and environmental outcomes rather than enhance them.

Below, we discuss the potential of digital twins and provide critical insights gleaned from a pilot project on digital twins for a positive-energy social housing district. These insights can help organizations responsibly implement digital twins.

Digital Twins for Positive-Energy Buildings

Globally, buildings are responsible for approximately 40% of total energy consumption and nearly 36% of CO2 emissions. In comparison, industry accounts for around 26% of energy use. Shifting sustainability efforts from individual buildings to the neighborhood, district, and city levels is essential to effectively mitigate climate change and achieve the goals of the Paris Agreement.

Digital twins (dynamic digital representations of physical entities updated via Internet of Things [IoT] sensors, smart algorithms, machine learning, and cloud services) are crucial to this shift. They constitute a key technology that improves our ability to predict building demands in response to user needs and weather forecasts.4 They also mitigate the risks of grid congestion resulting from peaks in energy consumption and surges in renewable energy production (solar and wind), currently a significant barrier to urban energy transitions.5 This allows for more adaptive, efficient, and responsive energy use, improving comfort and overall quality of life within buildings. By leveraging digital twins, we can enhance energy efficiency at the building level and even across neighborhoods, creating favorable positive-energy districts that significantly contribute to climate mitigation efforts.

The Syn.ikia Innovation Living Lab

Syn.ikia, an initiative funded by the European Commission, aims to develop sustainable neighborhoods with surplus renewable energy across Europe. The name comes from the Greek words “syn” (συν), meaning “together” or “with,” and “ikia” (οικία), meaning “house.” This reflects the initiative’s focus on collaboration and community-driven housing solutions. Its mission is to increase the number of neighborhoods that achieve surplus renewable energy while providing resilient, affordable living spaces across diverse contexts, climates, and markets in Europe.

The initiative includes 13 partners from six European countries. Together, they aim to increase the share of plus-energy houses in Europe by delivering a blueprint for sustainable plus-energy districts.

Syn.ikia has piloted four Sustainable Plus Energy Neighborhoods to demonstrate their functionality to European countries. These were tailored to four areas: Spain (Mediterranean climate), Austria (continental climate), the Netherlands (maritime climate), and Norway (subarctic climate). Built between 2020 and 2024, the neighborhoods serve as living labs for testing social and technological innovations.

Innovations include a participatory process for user-centric communities and social cohesion, advanced business models for positive-energy districts, implications for policy and financial instruments, and new ways to manage energy.6-9 The latter includes complementary buildings consisting of edifices with different energy demands that can symbiotically share energy (e.g., an office that mainly needs energy during the day and a residential building that predominantly needs energy at night and on weekends).10

Digital twins are among the innovations being tested. In Uden, the Netherlands, the digital twin combines a virtual model for the building and its installations with an AI model that simulates user behavior and other dynamic factors (e.g., energy use, environmental conditions, and system performance).11 Syn.ikia’s partners are implementing this predictive twin in a model predictive controller to optimize excess on-site solar energy.

Lessons Learned

Below are some key learnings from the Uden pilot. Some insights trace back to when the future inhabitants of the Uden neighborhood were first informed about the upcoming digital twin implementation. Others came later, when we cocreated possible approaches with project partners and present and future stakeholders to responsibly manage this technology at the intersection of digitization and sustainability.

Ethical Data Management Is Key

Imagine a winter day with a sudden drop of -10 degrees Celsius. You feel cold, reach for a blanket, and decide to increase your home’s indoor temperature. When your home runs on gas boilers, you can turn on the heat by rotating a radiator valve or thermostat. You feel the radiator’s warmth within minutes. If your home runs on sustainable energy and is heated through a geothermal heat pump, it may take hours to days to increase the temperature, depending on your system’s capacity, your house’s insulation, and the speed of the outside temperature drop.

If your home has a digital twin, you might not even realize the temperature had dropped and be surprised at how cold it is when you go outside. A predicting twin connected to a weather station knew there would be a temperature drop for a few days, and it slowly but steadily (hence, efficiently) heated your home to prepare for the temperature change. Digital twins can significantly reduce buildings’ emissions by better preparing for future energy demands while ensuring comfort. The problem is that they need data (lots of data) to work.

Imagine you spend only a few hours at home and return home around the same time every day. Your digital twin knows you usually boil water at 6 pm, shower shortly after that, then turn on all the lights, the TV, the oven, and 60% of your other electrical devices. Knowing there will be a rise in energy demand coming from your apartment, the digital twin can prepare for your arrival while efficiently managing your energy demand and that of your neighbors. To do so, the digital twin needs to thoroughly understand the daily behaviors of those in the building.

Now imagine energy service companies have access to this data and are directly or indirectly managing the digital twin. These insights might impact energy pricing and energy contracts.12 In a world run by renewables, where energy supply is sustainable but unstable, flexible energy pricing is becoming more common.13

Clearly, data protection must be a priority when implementing a digital twin, and the EU is working to ensure regulations keep pace with this fast-moving technology. But companies must also store and process data safely, something they are currently ill-incentivized and ill-equipped to do. As buildings become more digitized, there is a pressing need to protect users by making them aware of traceability risks and potential unethical implication, which leads to the next point.

Do Not Forget the End User!

User-centric design is not new. Over the past 50 years, design has become increasingly user-led, user-driven, and user-centric.14 Architects and engineers have made significant strides in democratizing design, minimizing technocracy, and significantly reducing disempowering practices, something recognized as even more crucial to achieving sustainability outcomes in the built environment.15 Nevertheless, digital twins may inherently limit user freedom by turning building management into an expert-only practice by sidelining nonexperts (i.e., disempowering them from engaging with and influencing the environments they inhabit).

Currently, digital twin developers are not framing this innovation as socio-technical, focusing instead on technical interactions. This is somewhat puzzling but not surprising. The advent of smart buildings (in which IoT sensors automate systems like HVAC, lighting, and security) led to many users expressing frustration about losing control over simple tasks like adjusting curtains or heating.16 They are forced to rely on automated decisions made based on an average demographic that doesn’t reflect individual preferences.

Digital twins still lack user-friendly interfaces. This may lead to users feeling alienated from their environments, reducing their sense of ownership and satisfaction. To truly empower users, digital twin development must prioritize intuitive interfaces and personalized control over automated systems. There’s also a need to design platforms that foster community-driven solutions, empowering inhabitants while simplifying building management for all.17 But this cannot be achieved by one actor alone and requires coordinated efforts across the entire building value chain.

Make It Value Chain–Proof

The building industry is notoriously fragmented.18 Components, systems, and stakeholders often don’t work together as smoothly as designs demand. This lack of integration can result in projects that seem patched together rather than cohesive solutions.19 We might fix glaring short-term problems with minimal effort, but long-term issues like faulty installations or poor insulation could remain invisible for years, if not forever, negatively impacting the actual energy performance and CO2 emissions of buildings.

Unfortunately, learning from past mistakes isn’t part of the industry’s DNA. Companies in the construction sector rarely analyze what went wrong on previous projects, and even less frequently do they share feedback across teams, organizations, and stakeholders. In an industry driven by deadlines and budgets, solutions that could lead to better designs are often lost in the shuffle.20 Without a feedback loop to improve on past experiences, digital twin technology risks reinforcing silos rather than breaking them down.

To make digital twins value chain–proof, they must become real-time learning and collaboration tools. They need to bring together all stakeholders (architects, contractors, engineers, users, and maintenance teams) to ensure everyone is reading from the same playbook. If we can close the feedback loop, we’ll create systems that adapt and improve with every project, helping us spot potential failures before they happen and use data to guide better decision-making. Only then can digital twins benefit the entire value chain by fostering collaboration and continuous improvement (see Figure 1).

Figure 1. Digital twins benefit the entire value chain by fostering collaboration and continuous improvement
Figure 1. Digital twins benefit the entire value chain by fostering collaboration and continuous improvement

The Path Forward

For digital twins to deliver on their promise, we must focus on synergies rather than disjunction. This means creating a seamless flow between the technology, users, and the environment rather than introducing fragmented solutions that alienate one from the other. Architects, engineers, policymakers, and users must work together, learning from one another and feeding that knowledge back into the system. Without this, digital twins risk reinforcing the very silos they’re meant to break.

And here’s the reality: we may soon have no choice. As energy regulations tighten and sustainability targets become nonnegotiable, digital twins will move from a novel innovation to a necessary tool. The question isn’t whether you will adopt them but how prepared you’ll be to make them work for you and your community.

References

Greco, Angela. “Changing Constellations of Hybridity Through the Phases of Sustainable Business Model Innovation.” Academy of Management Proceedings. Academy of Management, 2024.

Falcke, Lukas. “Digital Sustainability Strategies: Digitally Enabled and Digital-First Innovation for Net Zero.” Academy of Management Perspectives, 18 March 2024.

Bohnsack, René, Christina M. Bidmon, and Jonatan Pinkse. “Sustainability in the Digital Age: Intended and Unintended Consequences of Digital Technologies for Sustainable Development.” Business Strategy and the Environment, Vol. 31, No. 2, December 2021.

Deng, Min, Carol C. Menassa, and Vineet R. Kamat. “From BIM to Digital Twins: A Systematic Review of the Evolution of Intelligent Building Representations in the AEC-FM Industry.” Journal of Information Technology in Construction, March 2021.

Hadush, Samson Yemane, and Leonardo Meeus. “DSO-TSO Cooperation Issues and Solutions for Distribution Grid Congestion Management.” Energy Policy, Vol. 120, September 2018.

Kerstens, Andrea, Bartje Alewijnse, and Angela Greco. “Innovation Management, Exploitation, Market Uptake and Business Models: An Overview of Financing Opportunities and Strategies to Link Them to Syn.ikia Innovations and Investors.” Syn.ikia, December 2023.

Bukovszki, Viktor, et al. “Six Lessons Learned by Considering Social Sustainability in Plus-Energy Neighbourhoods.” In the Neighbourhood: Vienna Congress on Sustainable Building. IBO Publishing, 2021.

Taranu, Victoria, Batra Zuhaib, and Sriraj Gokarakonda. “Quantifying Multiple Benefits of Sustainable Plus Energy Neighbourhoods for Investment and Policy Decision-Making.” ECEEE Summer Study Proceedings. European Council for an Energy Efficient Economy (ECEEE), 2024.

Kerstens, Andrea, and Angela Greco. “From Buildings to Communities: Exploring the Role of Financial Schemes for Sustainable Plus Energy Neighborhoods.” Energies, Vol. 16, No. 14, July 2023.

10 Andresen, Inger, et al. “Design and Performance Predictions of Plus Energy Neighbourhoods — Case Studies of Demonstration Projects in Four Different European Climates.” Energy and Buildings, Vol. 274, November 2022.

11 Borsboom, Wouter, B. Eslami Mossallam, and R.J.P. van der Linden. “Reducing Peak Load of Renewable Energy at District Level with Predictive Twins.” IOP Conference Series: Earth and Environmental Science. IOP Science, 2022.

12 Steriotis, Konstantinos, et al. “A Novel Behavioral Real Time Pricing Scheme for the Active Energy Consumers’ Participation in Emerging Flexibility Markets.” Sustainable Energy, Grids and Networks, Vol. 16, December 2018.

13 Akbari, Ehsan, et al. “Network Flexibility Regulation by Renewable Energy Hubs Using Flexibility Pricing-Based Energy Management.” Renewable Energy, Vol. 206, April 2023.

14 Sharma, Shanu, and Koumudi Patil. “Past, Present and Future of Collaborative Design: From User Centric to User Driven Design.” Research into Design for Communities, Volume 1, Proceedings of the International Conference on Research into Design (ICoRD) 2017. Springer, 2017.

15 Greco, Angela, and Thomas B. Long. “Towards Sustainable Cities and Communities: Paradoxes of Inclusive Social Housing Strategies.” In World Scientific Encyclopedia of Business Sustainability, Ethics and Entrepreneurship, edited by Peter Gianiodis et al. World Scientific, 2022.

16 Finnigan, Samantha Mitchell, and Adrian K. Clear. “’No Powers, Man!’: A Student Perspective on Designing University Smart Building Interactions.” Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems. Association for Computing Machinery, 2020.

17 Greco, Angela, and Rosamaria Olivadese. “Fostering Deep Renovation and Unburdening Homeowners Through Digital Platforms.” IOP Conference Series: Earth and Environmental Science. IOP Science, 2022.

18 Riazi, S.R.M., et al. “A Critical Review of Fragmentation Issues in the Construction Industry.” Journal of Talent Development and Excellence, Vol. 12, No. 2, May 2020.

19 Greco, Angela. “Energietransities: Verenigen van tegengestelde eisen met het paradoxperspectief” (“Energy Transitions: Reconciling Opposing Demands with the Paradox Perspective”). In Transformatie naar Woningen, edited by H. Remøy et al. TU Delft Open Publishing, 2024.

20 Greco, Angela, Thomas B. Long, and Gjalt de Jong. “Identity Reflexivity: A Framework of Heuristics for Strategy Change in Hybrid Organizations.” Management Decision, June 2021.

About The Author
Angela Greco
Angela Greco is Assistant Professor in Innovation Management for the Faculty of Architecture, Delft University of Technology (TU Delft), the Netherlands. She was awarded the top-female Delft Technology Fellowship in 2021 for her groundbreaking research efforts addressing urgent societal problems. Dr. Greco is also a Senior Scientist at TNO Vector, Centre for Societal Innovation and Strategy. Previously, she was a postdoctoral fellow at the… Read More
Andrea Kerstens
Andrea Kerstens is a scientist at TNO, the Netherlands, specializing in collaborative business models and innovation orchestration at the intersection of digital technologies and sustainability. She is also a PhD candidate in innovation management at Delft University of Technology (TU Delft), the Netherlands. Her research focuses on innovation intermediaries in cross-sector partnerships, particularly in implementing and scaling innovations to… Read More