A Systematic Review of the Most Recent Concepts in Kinetic Shading Systems with a Focus on Biomimetics: A Motion/Deformation Analysis
Abstract
:1. Introduction
The Rationale behind the Presented Review and Objectives
2. Materials and Methods
2.1. Eligibility Criteria, Data Identification
- Mechanical Movement: The mechanical movement of KSS elements defines the system’s ‘kinetic’ character. This criterion ensures that only systems that exhibit physical motion are included in this review. Physical motion can occur through (i) translation—linear movement of components in one or more directions; (ii) rotation—circular movement of components around an axis; or (iii) deformation—changes in the shape of components, which might include bending, stretching, or compressing. These movements are essential for a system to be considered kinetic and are fundamental to its operation and effectiveness in managing light and heat.
- Various States of the Façade: The analysis considers the different ‘states’ or configurations the façade can adopt. This criterion includes systems that transform between multiple states, enabling dynamic responses to changing environmental conditions. Such states might involve (i) open and closed configurations, allowing for different light penetration levels; (ii) intermediate configurations; and (iii) adaptive responses, reacting to real-time data or environmental triggers to optimize building performance. By examining these various states, this review can assess the flexibility and adaptability of the KSSs.
- Biological Inspiration: There must be a clear element of biological inspiration for the reports included in the second part of this review (Section 4.2). This criterion focuses on systems that draw design principles from nature, specifically mimicking mechanisms found in plants or other biological entities. Examples include (i) mimicking plant movements: petals, leaves, or stems opening and closing in response to sunlight (tropism) or other stimuli; (ii) biomimetic materials: using materials that change shape or properties in response to environmental conditions, similar to how natural organisms adapt; and (iii) efficiency and innovation: highlighting how these biologically inspired designs offer innovative solutions that are both efficient and sustainable. This approach advances the technological aspect of KSSs and provides insights into the potential for sustainable design.
2.2. Meta-Analysis
- Kinetics/architectural design—with the following keywords: kinetics, kinetic behavior, façade design, parametric design, parametric models;
- Façade—with the following keywords: adaptive, adaptive façade, biomimetic, biomimicry, architecture;
- Kinetic façade—with keywords such as responsive architecture and fabrication.
2.3. Used Terms and Suggested Definitions
2.4. Review Focus—Inspiration by Nature
2.5. Review Focus—Skin Motion and Deformation
3. State of the Art: Previous Reviews
4. Results
4.1. Regular KSSs
4.1.1. Motion: Rotation; Skin System: Louver
4.1.2. Motion: Rotation; Skin System: Lattice
4.1.3. Motion: Rotation; Skin System: Plate
4.1.4. Motion: Translation; Skin System: Lattice
4.1.5. Motion: Translation; Skin System: Plate
4.1.6. Motion: Translation; Skin System: Deployable
4.1.7. Motion: Scaling, Skin Type: Plate
4.1.8. Deformation: Rolling; Skin Type: Membrane
4.1.9. Deformation: Stretching; Skin Type: Membrane
4.2. Bio-Inspired KSSs
4.2.1. Motion: Rotation; Skin System: Lattice/Plate
4.2.2. Motion: Translation; Skin System: Plate
4.2.3. Deformation: Bending; Skin System: Plate
4.2.4. Deformation: Bending; Skin System: Membrane
Ref. No. | Year | Research Type 1 | Building Type | Climate | Evaluation 2 | Metric [unit] | Natural Inspiration | |||
---|---|---|---|---|---|---|---|---|---|---|
[92] | 2023 | S/Ex | n.a. | Cfb | E/DL | j [W/m−2] | 4.9 | 17.0 | 246.9% | Morpho butterfly Chameleon |
[93] | 2022 | S | n.a. | n.a. | DL | ASE [%] | n.a. | n.a. | 20.0% * | Lotus flower |
[94] | 2022 | S/Ex | office | BSk | E | Q [kWh] | 95,755.0 | 89,722.0 | 6.3% | Lupinus Succulentus |
[95] | 2023 | S | office | BWh | E | CH [h] | na. | na. | 11.3% * | Echinocatus grusonii |
[96] | 2024 | Ex | n.a. | n.a. | n.a. | n.a. | n.a. | n.a. | n.a. | Ammophila arenaria |
[97] | 2022 | Ex | n.a. | n.a. | n.a. | n.a. | n.a. | n.a. | n.a. | Dionaea muscipula Aldrovanda vesiculosa |
[98] | 2022 | S/Ex | office | n.a | DL | DF [%] | 1.6 | 2.1 | 31.3% | Lotus flowers |
[102] | 2024 | S | office | Csa | DL | Eh [lux] | 4879.5 | 557.7 | 110.9% | Gazania flowers |
[103] | 2023 | S | office | BWh | DL | UDI [%] | 39.6 | 83.4 | 66.4% | Cerastes cerastes |
[104] | 2023 | Ex | n.a. | n.a. | DL | Eh [lux] | 3382.6 | 1135.7 | 54.5% | Stomata cells |
[25] | 2022 | S | office | BWh | DL | UDI_e [%] | 22.0 | 10.0 | 461.2% | Morpho butterfly |
[105] | 2022 | S/Ex | office | AW | DL | Eh [lux] | 4879.5 | 557.7 | 88.6% | DNA |
4.2.5. Deformation: Twisting; Skin System: Membrane
4.2.6. Deformation: Stretching; Skin System: Membrane
4.3. Smart-Material-Driven KSSs
4.3.1. Deformation: Shrinking; Skin System Louver
4.3.2. Deformation: Twisting; Skin System Plate
5. Discussion
5.1. General Remarks on Motion/Deformation Types
- Complexity: deformation involves changing the shape of shading elements, which can be more complex to design and implement than simple motion mechanisms; complexity often translates into higher costs and maintenance requirements;
- Material limitations: materials that can withstand repeated deformation without failure are specialized and may be more expensive or difficult to source.
5.2. General Remarks on Mechanism Advancement, Responsive Functions, and Stimuli
5.3. General Remarks on Climate and Room Use
5.4. The Influence of Bionic Inspiration on a System’s Kinetic Complexity
- KSSs inspired by bionic principles often show higher complexity, using “deformation” types like “bending” and “stretching,” achievable only by membranes.
- In biomimicry, “bending” and “stretching” mimic prevalent plant movements, capturing nature’s adaptive mechanisms.
- This complexity mirrors the intricate adaptations of living organisms to their environment, with plants and animals evolving sophisticated mechanisms to respond dynamically to stimuli.
- The biomimetic design emulates these concepts; for example, nyctinastic plant movements (opening and closing petals in response to light and dark) inspire KSS devices.
- Schleicher et al. suggest that “elastic and reversible deformations” [111] are promising for hinge-less and versatile constructions.
- Nastic movements in plants, non-directional responses to stimuli like temperature, humidity, and light, occur rapidly due to changes in turgor pressure in plant cells, allowing quick, reversible movements.
- These nastic movements inspire kinetic façades, offering models for rapid and efficient adaptation to environmental changes.
- Tropic movements, directional growth responses to environmental stimuli (e.g., phototropism and gravitropism), are slower and result from differential growth rates on opposite sides of an organ.
- Tropic movements guide KSSs in orienting themselves to maximize or minimize sunlight exposure.
- By combining principles of nastic and tropic movements, designers can create shading systems that deform and move directionally, enhancing KSS functionality and efficiency.
5.4.1. Motion-Based Bionic KSSs
5.4.2. Deformation-Based Bionic KSSs
5.5. Advantages and Disadvantages of Included Technologies
5.6. Methodology Used to Estimate Energy Savings
- In 2023, the ISO/DIS 52016-3:2023 standard was published for adaptive building envelope elements, using internal operative room temperature and illuminance to determine shading system states. Norouziasas et al. use an Energy Management System (EMS) for EnergyPlus, including ISO/DIS 52016-3:2023 requirements [50]. It should be noted that the software capable of simulating KSSs is limited and often considered “high threshold”, demanding advanced coding skills addressed by an “Application guide for EMS” [113]. Only 3 out of 66 studies use BSDF to calculate daylight passage through complex façades [45,79,104].
5.7. A robust Understanding of the Reviewed KSSs
- System performance . The authors provide very different metrics; the baseline scenario is not always given, some metrics are custom-defined, and percentages are mistaken with percentage points. The average performance of KSS——is calculated independently for daylight-based and energy-based metrics. The distribution of the performance values indicates the presence of outliers, which heavily influence the average values. These outliers are primarily associated with non-standard metrics, such as the “percentage of comfort hours”, “DF between 1–3.5%”, or “openness factor”. These non-standard metrics often capture extreme conditions or rare events, leading to outlier values. When outliers are removed, the average values are significantly reduced, indicating a 46.8% improvement for daylight-based metrics (σ = 31.5%, n = 41) and a 43.3% improvement for energy-based metrics (σ = 28.5%, n = 19). Outliers disproportionately impact the average values, possibly skewing the overall performance assessment; ignoring them allows one to focus on typical behavior, and a clearer picture of the typical performance could be provided. However, outliers should be considered in specific contexts to ensure these critical scenarios are not overlooked. All data associated with this estimation are in an Excel file in the Supplementary Materials.
- Material Durability: Rigid plate systems are more durable, while deformation-based systems are often unbuildable due to the lack of suitable membranes.
- Mechanical Reliability: Data are mostly unavailable since most KSSs were only subjected to simulations, and constructed systems were mainly prototypes without empirical data. Some advanced designs featuring hinges were noted [74,99], while others presented mechanically challenging prototypes [107,108].
- Cost Analysis: Only one paper provided a detailed cost analysis, including Life Cycle Costing for the Australian market, covering operational, maintenance, fabrication, engineering, and potential demolition costs [60].
- Energy Consumption: A single experimental paper detailed the energy consumption of KSSs using electric step motors.
- Aesthetic Appeal: Though subjective, aesthetic appeal can be quantified through surveys using ranking or rating scales, as demonstrated in one study [98].
- Adaptability: High adaptability is crucial for KSS effectiveness, but varying depths of analysis in different studies make uniform evaluation challenging. Some studies provide comprehensive year-long analyses with detailed operational schedules [50,111], while others limit simulations to select days and hours. Some studies offer a comprehensive year-long analysis.
- Environmental Impact: One study included a detailed Life Cycle Assessment (LCA) and Life Cycle Costing (LCC) [60].
6. Conclusions
6.1. General Conclusions
- KSSs are attracting significant attention as potential tools for environmental control and heat/solar gain reduction. Researchers’ interest in these systems has surged, evidenced by a three-fold increase in related publications compared to the previous decade (2010–2019).
- Only 38% of the proposed solutions have progressed to the experimental phase. Within this subset, a mere 25% have been rigorously tested solely through experimental means. This statistic shows the beginning stage of practical application in the field.
- Most research utilizes parametric modeling and computer simulation, with Rhino/Grasshopper being the predominant software. KSSs are typically simulated in discrete states, and conclusions are drawn from a limited dataset of days/hours/states. Efforts to enhance simulation accuracy are underway, with some research teams adopting schedules based on standards like ISO/DIS 52016-3:2023 [50] or custom-designed algorithms [112].
- The deployment of KSSs has been shown to improve façade performance by 46.8% or 43.3%. However, varying evaluation metrics (such as daylight or thermal comfort) used by different authors make it challenging to benchmark solutions unequivocally. One of the most essential recommendations from this review is to define a unified KSS evaluation system, enabling effective comparison between different systems. The dimensions of the test room, the size of the glass, the spacing of the sensors, the simulation/analysis method, and the metrics to be calculated should all be standardized. A potential unified metric could be the shading coefficient (SC), which measures the effectiveness of a shading device in reducing solar heat gain through a window. The SC is defined as the ratio of the solar heat gain through a window with a specific shading device to the solar heat gain through an unshaded, clear glass window.
- Individualized user comfort strategies are introduced with dynamic shading elements arrangement reflecting the location of an occupant in the room [104].
- Cutting-edge optimization techniques are increasingly applied, with a trend towards using multi-objective optimization procedures to refine KSS geometry and operational schedules. Research is expanding into the use of AI and ML algorithms to predict and optimize the behavior of KSSs, aiming to achieve real-time adaptive control. Fuzzy logic and genetic optimization are also used [85]. A surrogate model shortens the time of the calculations, as used in the paper [45]. In contrast, a brute force method is also used [104].
- The effectiveness of KSSs lies not entirely in their geometry’s complexity but in the control algorithms’ sophistication. These algorithms are the key that determines the system’s responsiveness and efficiency, ultimately dictating the performance of KSSs in real-world applications.
- As new standards emerge, crafting a schedule for KSS operations and software implementation grows more complex. The focus tends to be on thermal comfort and daylight metrics.
- There is a growing emphasis on integrating real-world testing with simulations to validate the performance of KSSs under various environmental conditions.
- Sustainable materials and manufacturing processes are being explored to reduce the environmental impact of KSSs, aligning with the global push towards greener building practices.
- Some standardization is required in testing and reporting to make future research more comparable and to facilitate meta-analyses.
- Incorporating SMAs in KSSs represents a promising innovation due to their responsive properties. However, the limitation lies in their effective transformation, which occurs predominantly at temperatures around 60 °C. This characteristic can diminish their practicality in façade systems, where adaptability is crucial and typically dictated by a broader range of environmental temperatures, such as external air temperatures.
- The authors of the presented KSSs represent different fields: architecture, building engineering, physics, and material engineering. The importance of an interdisciplinary approach should be highlighted.
6.2. Limitations of This Study
6.3. Future Study
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
ABE | Active Building Envelope |
ASE | Annual Solar Exposure |
C | Contrast |
CH | Contrast |
DA | Daylight Autonomy |
DF | Daylight Factor |
DGP | Daylight Glare Probability |
Egen | Electricity Generated |
Eh | Horizontal Illuminance, Illuminance |
Ev | Vertical Eye Illuminance |
GWP | Global Warming Potential |
IAQ | Indoor Air Quality |
Ie | Irradiance |
KSS | Kinetic Shading System |
LEED | Leadership in Energy and Environmental Design |
mb | metric values in the baseline scenario |
mKSS | metric value after the application of KSS |
ML | Machine Learning |
MOEA | Multi-Objective Evolutionary Algorithm |
OF | Openness Factor |
PFEA | Pleated Fluidic Elastomer Actuator |
Q | Thermal Load |
Qs | Solar Heat Gain |
SC | Shading Coefficient |
sDA | Spatial Daylight Autonomy |
SMA | Shape Memory Alloy |
SMP | Shape Memory Polymer |
TBM | Thermo-bimetallic |
UDI | Useful Daylight Illuminance |
UDI>2000 | Useful Daylight Illuminance Exceeded, also UDI-e |
VLT | Visible Light Transmittance |
Performance Improvement | |
Average Performance Improvement | |
Classification of climate zones according to Köppen W. [114]. |
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No. | Ref. | Team | Year | Focus | No. of Papers |
---|---|---|---|---|---|
1 | [10] | Dakheel and Aoul | 2017 | active shading systems | 165 |
2 | [25] | Hosseini et al. | 2019 | extensive morphological analysis of kinetic façade systems | 10 case studies, 22 |
3 | [26] | Luo et al. | 2019 | comprehensive review of the state-of-the-art research on ABEs for improving building energy efficiency | 140 |
4 | [27] | Matin and Eydgahi | 2022 | comparative study of technologies used in responsive façade systems | 29 case studies |
5 | [28] | Shafaghat et al. | 2022 | dynamic façade typologies, technologies, and techniques | 172 |
6 | [20] | Zhang et al. | 2022 | designs, performance evaluation, and control systems | n.a. |
7 | [6] | Tabasi and Banihashemi | 2022 | design and mechanism of building responsive skins | 89 |
8 | [30] | El-Dabaa Abdelmohsen | 2023 | shape-shifting materials based on hygroscopic properties | 41 |
9 | [31] | Voigt et al. | 2023 | the integrated design process of adaptive façades | 300 |
10 | [33] | Alsaedi et al. | 2023 | adaptive façades for residential buildings | 8033 |
11 | [34] | Narbust and Vanaga | 2023 | overview of construction technologies for low-emission buildings | 19 |
12 | [35] | Khraisat et al. | 2023 | a systematic review of studies on kinetic façade technologies | 24 |
13 | [35] | Sommese et al. | 2023 | a bibliometric analysis and systematic review of biomimetic building envelopes, trends, and applications | 152 |
14 | [9] | Vazquez et al. | 2024 | the taxonomy of elastic kinetic building envelopes | (35)/13 case studies |
Ref. No. | Year | Research Type 1 | Building Type | Climate | Evaluation 2 | Metric [Unit] | |||
---|---|---|---|---|---|---|---|---|---|
[41] | 2023 | S | office | Cwa | DL | ASE [%] | 25.0 | 21.0 | 16.0% |
[42] | 2023 | S | office | Cfb | E | Q [kWh] | 143.0 | 69.0 | 51.7% |
[43] | 2022 | S | office | Aw | DL | ASE [%] | 39.8 | 21.1 | 47.0% |
[44] | 2023 | S | hospital | Bwh | E | Q [kWh] | n.a. | n.a. | 75.0% * |
[45] | 2022 | S | office | Dwa | DL | UDI [%] | 50.0 | 71.0 | 42.0% |
[46] | 2024 | S/Ex | office | Cfb | DL | UDI [%] | 26.0 | 82.0 | 215.4% |
[47] | 2024 | S | office | BWh | DL/E | UDI [%] | 56.2 | 94.8 | 68.6% |
[48] | 2024 | S/Ex | residential | BSh | DL/E | UDI [%] | 11.4 | 81.2 | 610.5% |
[49] | 2022 | S | office | Cfa | DL | VLT [%] | 25.0 | 45.0 | 80.0% |
[50] | 2023 | S/Ex | office | Cfb | E | Q [kWh] | 16.3 | 5.9 | 63.7% |
[51] | 2023 | S | office | Cfb | E | Egen [kWh] | n.a. | 304,566.0 | n.a. |
[52] | 2022 | S | education | Dwa | E | Egen [kWh] | 5.663 × 106 | 1.0143 × 107 | 79.1% |
[40] | 2023 | Ex | office | Cfb | DL | Ev | 100,370.0 | 1197.2 | 98.8% |
[53] | 2022 | S | office | Bsk | DL | UDI [%] | n.a | n.a | 44–47% * |
[54] | 2023 | S | office | BWh | DL | C [unitless] | 1000.0 | 780.0 | 22.0% |
[56] | 2024 | S/Ex | office | Cfb | DL | UDI [%] | 44.0 | 77.4 | 76.0% |
[59] | 2023 | S | office | Cfa | DL | Eh [lux] | n.a | n.a. | 56.9% * |
[60] | 2022 | Ex | n.a. | n.a. | n.a. | GWP [kgCO2] | 119.7 | 91.1 | 23.9% |
[61] | 2022 | S | office | Bsk | DL | UDI [%] | 21.2 | 50.2 | 136.7% |
[62] | 2022 | S | office | BWh | DL/E | Q [kWh] | 195.5 | 115.0 | 41.2% |
[63] | 2023 | S | office | Csa | DL | UDI [%] | 52.9 | 80.4 | 51.9% |
[64] | 2023 | Ex | office | DWa | DL | DGP [%] | 34.0 | 21.0 | 38.2% |
[65] | 2024 | S | office | DWa | DL | UDI [%] | 55.0 | 95.0 | 72.7% |
[66] | 2022 | S | office | BWh | DL | UDI [%] | 79.0 | 99.0 | 25.3% |
Ref. No. | Year | Research Type 1 | Building Type | Climate | Evaluation 2 | Metric [unit] | |||
---|---|---|---|---|---|---|---|---|---|
[67] | 2022 | Ex | office | Bwh | DL | OF [%] | 63.0 | 39.0 | 38.1% |
[68] | 2023 | S | office | BWh | DL | UDI>2000 [%] | n.a. | n.a. | 21.3% * |
[69] | 2022 | S | office | Bsk | E | Qs [kWh] | 17,723.0 | 15,681.0 | 11.5% |
[70] | 2023 | S | n.a. | Aw | DL | DF [%] | 2.2 | 48.2 | 2051.3% |
[71] | 2023 | S | hospital | BSh | DL | ASE [%] | 49.0 | 8.0 | 83.7% |
[72] | 2022 | S | office | Aw-Dfb | E | Q [kWh] | n.a. | n.a. | 32–56% * |
[73] | 2022 | S | office | Csa | E | Qs [kWh] | 973.0 | 670.0 | 31.1% |
[74] | 2023 | S | office | Csa | DL | UDI [%] | n.a. | n.a. | 43.0% * |
[75] | 2023 | S | office | Cfa | DL | UDI [%] | 61.0 | 81.0 | 32.8% |
[76] | 2023 | S | office | Cfb | E | Ie [W/m−2] | n.a. | n.a. | 56.0% * |
[77] | 2023 | S/Ex | office | Aw | DL | [%] | 95.0 | 25.0 | 73.7% |
[78] | 2024 | S/Ex | office | Cfa | DL | Ie [W/m−2] | n.a. | n.a. | 76.0% * |
Ref. No. | Year | Research Type 1 | Building Type | Climate | Evaluation 2 | Metric [Unit] | |||
---|---|---|---|---|---|---|---|---|---|
[79] | 2022 | S | office | Aw, Cwa, Cfa, Cfb, Bsk, Dfb | DL | Q [kWh] | n.a. | n.a. | 36–53% * |
[80] | 2023 | Ex | office | n.a. | E/DL | Q [kWh] | 1623.0 | 1062.0 | 7–35% * |
[81] | 2023 | S/Ex | residential | Am | E/DL | Ie [W/m−2] | 2.4 | 1.2 | 50.0% |
[83] | 2023 | S | office | Bsk | DL | UDI [%] | 28.0 | 91.6 | 227.6% |
[84] | 2023 | S/Ex | exposition | BWh | E | Eh [lux] | n.a. | n.a. | 31.0% * |
[24] | 2023 | S | office | n.a. | DL | sDA [%] | n.a. | n.a. | 92.5–95.5% * |
[87] | 2023 | S | office | Cfb | DL | CS [%] | n.a. | n.a. | 50.0% * |
[88] | 2022 | S | office | Bsk | DL | ASE [%] | 33.3 | 18.0 | 45.9% |
[89] | 2023 | S | library | Cwa | DL | DGP [%] | 32.0 | 22.0 | 31.3% |
[90] | 2023 | S/Ex | office | Dfa | E/DL | Ie [W/m−2] | 440.0 | 510.0 | 15.9% |
Ref. No. | Year | Research Type 1 | Building Type | Climate | Evaluation 2 | Metric [Unit] | |||
---|---|---|---|---|---|---|---|---|---|
[108] | 2023 | Ex/S | office | BWh | E | Q [kWh] | 52.2 | 41.5 | 20.12–55.09% * |
[109] | 2024 | Ex/S | office | Dfa | DL | CH [%] | 10.0 | 70.0 | 600.0% |
[110] | 2022 | S | residential | Cfb | E | Q [kWh] | 7088.0 | 636.0 | 92.0% |
Skin System | ||||||
---|---|---|---|---|---|---|
Louver | Lattice | Plate | Deployable | Membrane | ||
Motion | rotation | [41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56] | [58] | [59,60,61,62,63,64,65,66] [92,93] | ||
translation | [67] | [68,69,70,71,72,73,74] [94,95] | [75,76,77] | |||
scaling | [78] | |||||
Deformation | rolling | [79,80] | ||||
bending | [107,108] | [96,97] | [98,99,100,101] | |||
twisting | [110] | [102,103] | ||||
stretching | [24,81,82,83,84,85,86,87,88,89,90] [23,104,105,106] | |||||
shrinking | [107,108,109] |
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Brzezicki, M. A Systematic Review of the Most Recent Concepts in Kinetic Shading Systems with a Focus on Biomimetics: A Motion/Deformation Analysis. Sustainability 2024, 16, 5697. https://doi.org/10.3390/su16135697
Brzezicki M. A Systematic Review of the Most Recent Concepts in Kinetic Shading Systems with a Focus on Biomimetics: A Motion/Deformation Analysis. Sustainability. 2024; 16(13):5697. https://doi.org/10.3390/su16135697
Chicago/Turabian StyleBrzezicki, Marcin. 2024. "A Systematic Review of the Most Recent Concepts in Kinetic Shading Systems with a Focus on Biomimetics: A Motion/Deformation Analysis" Sustainability 16, no. 13: 5697. https://doi.org/10.3390/su16135697
APA StyleBrzezicki, M. (2024). A Systematic Review of the Most Recent Concepts in Kinetic Shading Systems with a Focus on Biomimetics: A Motion/Deformation Analysis. Sustainability, 16(13), 5697. https://doi.org/10.3390/su16135697