Example of sustainability analysis - Visualizing energy-related data from zero emission buildings - heading

Example of sustainability analysis - Visualizing energy-related data from zero emission buildings


Example of sustainability analysis - Visualizing energy-related data from zero emission buildings - content

Visualizing energy-related data from zero emission buildings

Author: Stian Nyblom

NTNU Open: Visualizing energy-related data from zero emission buildings

 

Short description

Theme: Prototype and evaluation of a dashboard for energy use in a zero-emission building

Type of Thesis: Development/evaluation of IT solution 

 

Abstract

This study presents a prototype of a dashboard-based visualization solution developed to showcase data from a zero-emission building used as a case example. The solution includes charts displaying data related to various key performance indicators (KPIs), enabling efficient monitoring of the building’s sustainable technologies’ performance.

Evaluation of this visualization solution was carried out through interviews and surveys based on the Technology Acceptance Model (TAM) and the System Usability Scale (SUS), with researchers and first-year architecture students representing two identified stakeholder groups. The surveys aimed to assess the usefulness, user-friendliness, and potential for replacing existing dashboards currently used to visualize the building’s performance data.

The prototype was generally considered user-friendly and useful, though not all researchers found it beneficial, based on the current charts in the solution, for their specific work needs. The visualization solution was also not regarded as a full replacement for the existing Grafana dashboards, but rather as a complementary tool. Further development is suggested to improve its functionality and potential as a standalone solution.
 

Sustainability analysis

The thesis has clear direct relevance to sustainability as it deals with the presentation and use of data that visualizes energy performance (production and consumption) in zero-emission buildings.

The analysis is based on a dashboard for monitoring energy production and consumption in a zero-emission building (ZEB - Zero Emission Building). 

The analysis is based on the use of the system by two primary user groups:

  1. Researchers/planners working with sustainable technology and who have extensive knowledge in this area. They may be interested in an overview of the building’s energy performance and may also want access to raw data. These users can use the solution to identify areas that need adjustment or further research, or to learn from the project in the context of future projects.

  2. Visitors/residents have limited knowledge of sustainable building technologies but may have a general interest in observing the building’s performance. They have little or no ability to change the system itself, but they can change their behavior, which influences energy consumption, after receiving relevant information.

 

The dashboard provides access to sensor data, which is a positive and immediate impact on the technical dimension.

Technical impacts, immediate:

  • TI1: Access to sensor data

 

This access leads to some challenges which, by requiring resources, can be understood as negative impacts on the technical dimension: both the IT solution and the sensors require maintenance. Maintenance of solar panels and other parts of the physical infrastructure also falls within the technical dimension.

Technical impacts, enabling:

  • TE1: Maintenance of IT solution
     
  • TE2: Maintenance of sensors
     
  • TE3: Maintenance of solar panels, etc.

 

On the human dimension, we have two positive impacts that can also be understood as assumptions for the analysis: We assume that the tool (the dashboard) is user-friendly and personalized.

Individual Dimension

The dashboard supports learning and personal reflection about energy use and how each user influences the building’s performance. This assumes that the solution is both user-friendly and personalized.

The immediate impacts arise because the user can easily understand and interact with the system in a way that fits their needs.

Individual impacts, immediate; positive:

  • II1: User-friendly tool
  • II2: Personalized solution

 

At the enabling level, the solution helps users learn about their own energy consumption and become more aware of how their behavior affects energy use.

Individual impacts, enabling; positive:

  • IE1: Learning about personal energy consumption
  • IE2: Increased awareness of personal behavior and its impact

 

Over time, the solution may encourage more sustainable user behavior, but it may also raise privacy concerns if energy data can be connected to specific individuals.

Individual impacts, systemic:

  • IS1 (positive): Changed behavior (e.g., reduced energy use)
  • IS2 (negative): Weak privacy protection due to collection of behavior-related data

 

Social Dimension

The dashboard gives different user groups (researchers, students, residents) access to shared energy data, which can support communication and collaborative initiatives.

The immediate impact is that users gain common access to information, forming a foundation for cooperation and knowledge sharing.

Social impacts, immediate; positive:

  • SI1: Shared access to energy data
  • SI2: Improved communication and collaboration between user groups

 

Over time, the solution enables greater engagement and interdisciplinary collaboration among different users.

Social impacts, enabling; positive:

  • SE1: Increased engagement and participation in sustainability discussions
  • SE2: Knowledge sharing between users with different backgrounds

 

Long-term impacts may include a stronger sense of community and a more sustainable collaboration culture. However, challenges may arise if some users have more access to or better understanding of the data than others.

Social impacts, systemic:

  • SS1 (positive): Strengthened sense of community and sustainability culture
  • SS2 (negative): Possible disparities in access to or understanding of data, which may reduce trust between users

On the environmental dimension, the solution has an immediate impact by visualizing energy consumption.

Environmental impact, immediate:

  • EnI1: Visualize energy consumption

 

This information can in turn be used to achieve reduced/minimized energy consumption.

Environmental impacts, enabling:

  • EnE1: Minimizing energy consumption

 

At the systemic level, such changes over time, linked to various buildings, can enable the development of a sustainable city.

Environmental impacts, systemic:

  • EnS1: Enables a sustainable city

 

On the economic dimension, the reduced energy consumption will lead to lower energy bills for the building in question. At the same time, maintenance of sensors and the IT solution will incur a cost, which can be seen as a negative economic sustainability impact.

Economic impacts, enabling:

  • EcE1: Lower energy bills
     
  • EcE2: Higher IT costs

 

This is how the table will look:

ID Impact Level Affects + / -
TI1 Access to sensor data Immediate IU1 +
TE1 Maintenance of IT solution Enabling   -
TE2 Maintenance of sensors Enabling   -
TE3 Maintenance of solar panels, etc. Enabling   -
II1 User-friendly tool Immediate   +
II2 Personalized solution Immediate   +
IE1 Learning about personal energy consumption Enabling   +
IE2 Increased awareness of personal behavior and impact Enabling   +
IS1 Changed behavior (e.g., reduced energy consumption) Structural   +
IS2 Poor privacy protection due to collection of behavior-related data Structural   -
SI1 Shared access to energy data Immediate   +
SI2 Improved communication and collaboration between user groups Immediate   +
SE1 Increased engagement and participation in sustainability discussions Enabling   +
SE2 Knowledge sharing between users with different backgrounds Enabling   +
SS1 Strengthened sense of community and sustainability culture Structural   +
SS2 Differences in access and understanding that weaken trust Structural   -
EnI1 Visualization of energy consumption Immediate   +
EnE1 Minimization of energy consumption Enabling   +
EnS1 Enabling a sustainable city Structural   +
EcE1 Lower energy bills Enabling   +
EcE2 Higher IT costs Enabling   -

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