Abstract
Self-regulation (or so-called homeostasis) is a property of all living organisms to maintain an internal stable state through specialized biofeedback mechanisms under varying external and internal conditions. Although these feedback mechanisms in living organisms are complex networks and hard to implement one-to-one in artificial systems, the new approaches in soft robotics may benefit from the concept of self-regulation—especially in the new endeavors of making untethered, autonomous soft robots. In this study, we show a simple system, in which plant robots display heliotropism (sun tracking) and nyctinasty (leaf opening) through artificial self-regulation attained through a bioinspired transpiration mechanism. The feedback involves dehydration/hydration and transpiration events that keep the stem continuously in a metastable position, which maximizes light on plant leaves and the efficiency of light harvesting when solar panels are attached on leaves. We also demonstrate that this artificial feedback can be regulated by doping with light-absorbing chemicals or by changing the geometry of the system, and it can further be expanded to other lightweight systems. Implementing self-regulation into (soft) robots through bioinspired material feedback is beneficial not only for energy efficiency and harvesting but also for achieving embodied intelligence in autonomous soft robots.
Introduction
The next episode in soft robotics, robotic systems with agility, flexibility, and function that are inspired by living organisms, involves the design of untethered autonomous systems.1,2 Once seen as a “mission impossible,” the autonomous soft robots are now emancipating themselves from their tethers, as shown by a few recent examples.3–5 One way to accomplish such autonomy and untethering is to implement self-regulation in robotics, similar to the frequently encountered biochemical feedback in living organisms (Fig. 1a). Although there are some recent studies on bioinspired self-healing 6 and other examples of materials and synthetic systems using chemical feedback, 7 the use of self-regulation 8 or material feedback in robotics has not been practiced yet, except in our recent study on artificial heliotropism and nyctinasty in plant robots with material feedback. 5

Self-regulation and embodied intelligence in origami/kirigami paper plant robots.
We purposively constructed a robot resembling a plant in our previous study. 5 Plants display many sophisticated and versatile movements that have astonished and inspired scientists and engineers for many centuries. 9 Plants are the masters of energy efficiency and flexibility, which are the primary elements for soft robot design. The low number of reports on plant-inspired robots in comparison with the abundance of the reports on animal-inspired robots stays as a striking contrast to plants' resourcefulness in providing inspiration to many synthetic materials and systems. Nevertheless, in literature, there are some ingenious examples of plant-inspired robots such as the ones using osmotic actuation10,11 or sensory behavior. 12
Plant movements initiated and directed by external stimuli are particularly influential in designing artificial systems, such as sun trackers for efficient harvesting of solar energy5,13 or artificial root systems. 14 We have previously selected two of these movements, heliotropism (a tropic movement) and nyctinasty (a nastic movement), 15 for designing a robotic system that displays self-regulation. Although our previous design successfully displayed both of these movements, it failed to be a real soft robot since the structural (plastics) and functional (nitinol springs) elements were all of hard materials. In addition, this previous system provided the necessary self-regulation through the nitinol thermomechanical hysteresis loop, which does not mimic biological mechanisms.
In this study, we show an all-soft system, which displays similar self-regulation through heliotropism and nyctinasty upon light (infrared, IR) stimulus—but this time, the system mimics the living plant: the plant motion is achieved by swelling/deswelling of hydrogels attached at the joints of artificial plants. In our artificial plants, feedback is attained by transpiration, which is the water transport mechanism in plants. Although several other plant-inspired mechanisms such as (bio)chemical 15 actuation can be utilized for actuating the robot, in our self-regulated system, we choose simple water transpiration since (1) water is the most significant element of growth, metabolism, and diurnal motion of plants, (2) both heliotropism and nyctinasty are performed by changing the turgor pressure of plant cells depending on light illumination, 16 and (3) various types of motions performed by plants toward or away from environmental stimuli (such as light, heat, chemicals, humidity, gravity, electric field, temperature, and touch) 9 occur by the essential contribution of transpiration, which allows elaboration of the current system to more complex future systems.
We also refrain ourselves from using more sophisticated materials such as liquid crystal elastomers, which have shown superior thermoresponsive behavior in similar systems17–21 ; however, they require many synthetic steps and complex sample handling. In this report, we also show that some plant parts, for example, a stoma opening, which may be integrated into soft robots, can also be actuated in a similar reversible manner and some mechanical metamaterial designs (auxetics) can also profit from the same approach.22–24 Although our (plant) systems cannot compete with average actuation speeds of current soft robotic systems displaying locomotion, they operate in the timescale for biological heliotropism/nyctinasty events (Supplementary Movie S1).
Materials and Methods
Turgor-mediated plant movement and transpiration
Plants rely on other mechanisms than muscles for movement. 25 In plants that display heliotropic action, movement was found to be either growth mediated or turgor mediated.26,27 The latter is a reversible process that involves elastic expansion or contraction of plants' leaf cells (in specialized tissues called pulvinus) as a result of changes in turgor pressure in the cells. These changes are regulated by active and passive transport of solutes through the cell membranes. The anisotropy in the volume changes in cells accommodated in opposite sides of the pulvinus tissue results in a net movement by curvature. 27 Since turgor-mediated movement is completely reversible, repeatable, and more straightforward than a growth-mediated mechanism to establish in an artificial system, we use swelling/deswelling of hydrogel actuators to resemble this mechanism in our artificial plants.
In our plants, the gel actuators are powered and controlled by a much simpler mechanism than the bio-hydroelectric motor 27 (solute transportation by membrane proteins to regulate the water potential across the membrane) of real plants. Instead, we coupled the swelling/deswelling of actuators to a simple water transport mechanism (transpiration). Transpiration also exists in real plants as a means of water transport between the roots of the plant and evaporation from the plant's aerial parts such as leaves, flowers, and stem.28,29 Since the plants constitute the largest living mass on earth, 30 one might think about transpiration as the most widely used water transport mechanism on earth. 31 Plants use transpiration to regulate their temperature and osmotic pressure in cells.
Transpiration occurs through capillary action and the driving force for it is the chemical potential difference of water in different parts of the plant. It is controlled by nonequilibrium feedback, in which water is continuously pumped from the roots through the plant body as the leaves and stem evaporate water—in a large tree, the amount of water transpirated may reach tons per day.15,32,33 As we show below, we use artificial transpiration as the continuous input that is necessary to maintain a nonequilibrium feedback in our artificial plant.
Choice of materials
To make an artificially heliotropic plant robot, we first developed a plant-inspired robotic body that performs the water transport function of the cellulose/lignin composite network in plants. 34 In our earlier designs, we had used three-dimensional, printed acrylonitrile–butadiene–styrene and polystyrene robot bodies with channels designed for water transport; however, in the final architectures, we switched to cellulose paper, which has intrinsic hydrophilicity. 35 Using paper—a natural, biodegradable easily available material—as the body material also provided straightforward manufacture through cutting/engraving. Therefore, we prepared the first artificial plants by using origami and kirigami strategies on cellulose paper (Canson 1557–200 g/m2, for details of the design and production, see Supplementary Fig. S1).
Although many similar types of paper can be used to obtain similar results, we preferred especially this type of thick, durable cellulose paper to engrave the crease patterns, which enables tens of reversible operation cycles without loss of reversibility. We also chose simple, general-use filter paper to serve as the roots and to transport water from the roots to the actuators. To serve as the actuator, we selected common hydrogels that resemble the soft water-filled tissues of plants. In literature, there are numerous reports on hydrogels that can be used to mimic the sensory behavior/motion and actuation in robotics.36–40 In this case, among a few examples that we tried [agarose, gelatin, polyacrylamide, and thermoresponsive poly(N-isopropylacrylamide) gel], we found that the agarose gel performs the best (hydration/dehydration rates, sticking on the paper, and reversible hydration) for actuation through a simple transpiration mechanism.
With these materials and manufacturing method, a plant robot that can display heliotropism and nyctinasty (Fig. 1b) can be manufactured within 1 min after preparation of hydrogels and engraving of the paper, and a plant garden can be obtained in about 10 min—in which many plants simultaneously operate upon a single light input (Fig. 1c; Supplementary Movie S2).
Results
Reversible actuation of hydrogel/paper actuators
To build a transpiration-controlled feedback actuator, designated areas on the cellulose paper are cut and engraved by a laser cutter (Universal VLS2.30 model) to form the grooves for deposition of hydrogel. The actuation can be displayed in a simple actuator formed on a single-crease paper (5 × 30 × 0.5 mm) doped with 10–50 μL of the 1–3% (w/w) agarose gel (Sigma-Aldrich) onto the engraved creased area (Supplementary Fig. S2a). When the gel is hydrated, the paper–gel actuator stays flat (swollen state). However, when the gel is dehydrated, the paper–gel actuator starts bending depending on the amount of water left in the gel (contracted state) (Supplementary Fig. S2b).
The dehydration (bending) actuation can be achieved by illuminating with a lamp (IR, 250W; General Electric) (Supplementary Fig. S2c) and is fully reversible upon hydration with water input from a connected reservoir, which continuously supplies water to the gel through the paper stem. As shown in Supplementary Fig. S3 and Supplementary Movie S3, the actuator and the artificial plant work essentially similarly under the sun outdoors; however, since the laboratory tests with an artificial light source are more reliable and reproducible, we conducted our experiments under laboratory conditions to reduce errors arising from different environmental conditions, for example, wind. We used an IR camera (Fluke TiX560) to monitor and compare the speed of water transport in various types of papers with different hydrophilicity, for example, for the Canson paper/filter paper system, ∼10 s is needed for water to travel 5 cm, as shown in Supplementary Figure S1.
The timescale of the overall hydration/dehydration cycles in the actuator shown in Supplementary Fig. S4 significantly depends upon the gel concentration and its amount and was found to be in the order of tens of seconds for 3% agarose gel on the Canson paper/filter paper system. Relative humidity (RH) is also found to be important for the speed of the change in folding angle. When hydrogel actuators are operated under dry conditions (RH = 20%), faster response times were observed compared with the speed of operation at higher RH (90%) (Supplementary Fig. S5). Dehydration can be accelerated by the addition of well-known IR light absorbers such as graphite (Supplementary Fig. S6). 41 The average force obtained by such an actuator is a few tens of mNs (Supplementary Fig. S7).
The gel actuator can also be made to work in various directions by tuning the crease angle with respect to the short axis of the paper piece, as shown in Supplementary Figure S8. The actuators can also be combined in series to show a sequential bending of paper, which can be achieved upon illumination (Supplementary Fig. S9).
Heliotropic plants
We first describe a simple design for heliotropism only. A design shown in Supplementary Figure S10 is cut and engraved by a laser cutter and folded into the final shape, as shown in Figure 2. This design has two back-to-back actuators at the bottom of the stem, which is formed by applying 10–50 μL of gel on the crease areas marked with H in Figure 2. In the design for heliotropism only, the leaves, which cast shadows on the gels, stay open at all times. At the initial (dark) state, the plant stands upright, and the two actuators are bent at 90° (Fig. 2a). When the light (IR lamp, distance to plant 50 cm) is turned on and the elevation angle of the light source α is 90°, shadows of leaves fall on the two gel actuators and the plant keeps its upright position.

The plant robot operated by transpiration showing heliotropism.
In cases where the light source's elevation is low (where α ≠ 90°), one of the two gel actuators is illuminated and heated, as shown by the IR images in Figure 2b, which causes its dehydration. This actuator contracts in a few minutes (depending on the intensity of the incident light, 2500–5000 Lux) as a result of dehydration, which leads the stem to tilt toward the light source, until shadows of leaves fall on the gel actuator. When the shadow covers the gel, heating is interrupted, loss of water ceases (Fig. 2c), and the heliotropic motion stops at that bending angle (Supplementary Movie S1). This actuation is fully reversible, and rehydration takes place in a few minutes in the dark if the plant is connected to a reservoir of water.
The two-actuator plant robot we described here is the simplest design to display heliotropism. With proper chemicals, the efficiency of this design can be enhanced, that is, as shown before, efficient IR absorbers (heaters), for example, graphite (Asbury Chemicals, Acid Washed Graphite Flakes), can be added to the gel, which increase the speed of heliotropic motion to reach a 70° angle from 250 s in undoped gels to 125 s in doped gels without loss of reversibility, as shown in Figure 2d.
Artificial nyctinasty through swelling/deswelling and transpiration
In the design for nyctinasty, we have added two gel actuators at the leaf–stem junctions on the crease line marked with N in Figure 2a. As shown in Figure 3 and Supplementary Movie S4, upon illumination, nyctinastic actuators are heated and contracted in a few minutes (similar to the heliotropic system in Fig. 2), the choice of which actuator is contracted more in comparison with the other one and the position at which the steady state forms depend on the intensity of the light source, its direction, and elevation. This can also be visualized in the plant garden (Fig. 1b; Supplementary Movie S2); for plants that are closer to the light source, the extent of leaf opening is much more pronounced than the plants farther away from the source. Finally, when the light is turned off, evaporation stops and the leaves close upon hydration and swelling of the actuators if the plant is connected to a water reservoir.

The plant robot operated by transpiration from the hydrogel muscles showing nyctinasty.
Transpiration feedback
Reversibility by rehydration can only be achieved in the plant robot through a connection of the plant roots to a water reservoir that serves as a continuous water source. The transpiration feedback through dehydration/rehydration cycles provides stabilization at a given metastable position in heliotropic motion and therefore the continuous autonomous operation of the plant robot. As we described above, illuminating one of the gel actuators leads to its contraction and the bending of the stem toward the light source, which continues until the leaves (which also bend as a result of the stem motion) cast shadows on the hydrogel, as shown in Figure 4a and b. During illumination of the gel, the rate of evaporation is higher than the rate of water transport from the roots (connected to the reservoir) to the gel, as is evident from the decrease in weight of water during illumination (Fig. 4c).

Self-regulated elevation tracking through material feedback in a plant displaying both heliotropism and nyctinasty.
However, as the shadow moves over to the gel and covers it, the rate of evaporation is lower than the rate of water transport from the roots, therefore the gel rehydrates and swells as displayed in the weight increase of the plant (Fig. 4c). This action of swelling bends the stem away from the light source. However, then, the shadow also moves and the gel is illuminated again. This bending/straightening cycle provides the transpiration feedback, which keeps the plant in a steady state controlled solely by the elevation of the light source (Fig. 4d; Supplementary Movie S1). Shadow-cast stabilization and the feedback enable the plant to track a continuum of elevation angles with good precision (a comparison with the ideal heliotrope is provided in Fig. 4d), rather than an on–off behavior, which would have been observed if the shadow was absent.
In the design shown in Supplementary Movie S1, nyctinasty is not self-regulated on purpose (no connection between actuator
Discussion
Performance characteristics
The paper plant robots can be made to perform as solar trackers by addition of a thin solar panel (Flexible Solar Panel SP3-37 from PowerFilm). The performance of the robot can be measured through the energy harvested by the solar panel leaves. Both the current and potential power levels generated by the solar panel increase with heliotropism (Fig. 5). The energy harvesting efficiency of the heliotrope (power generated by solar panels) therefore increases at lower elevation angles, for example, it can reach up to ∼600% (for 15° elevation of the light source) of that of the nonheliotropic (static) plant, which has no actuators and lacks the mechanism for feedback.

Paper plant as a solar tracker.
Elevation tracking through self-regulation achieved by material feedback significantly increases the precision of solar tracking (Fig. 4d) in comparison with the existing examples of artificial heliotropes 21 that operate only between not bent and fully bent states. It is not straightforward to compare the other performance characteristics of our system with others since these systems were not examined under identical conditions (e.g., with the same solar panels) and because the other systems lack elevation tracking. 21
Other designs that can be attained by artificial transpiration and material feedback
Self-regulation through artificial transpiration in plant robotics can be extended to bioinspired plant parts. As a display of some of these possible designs, we show here stomatal opening/closing behavior (Supplementary Fig. S11). In plants, stomatal opening is controlled by guard cells. In our artificial stomata, the control is through transpiration feedback attained by artificial actuators obtained by depositing hydrogels on the crease patterns of our origami designs. For selection and production of the origami design, please see Supplementary Data. The origami/kirigami structures can be extended to have complex architectures and functions, all of which can be operated upon (self-regulated) transpiration, as can be seen in the second part of the Supplementary Movie S5—a complex paper plant from a gift card was operated as an example.
The simple designs on cellulose/hydrogel systems we have shown successfully display the artificial feedback through transpiration by achieving stabilization at a metastable state that is regulated by the light input. In plants and other living organisms, self-regulation through biochemical feedback is vital for life. In artificial systems though, the applications of self-regulation were so far limited to a few, but important, examples,42–45 and in soft robotics, there was no such example so far. Achieving self-regulation in soft robots opens new possibilities for lightweight robots and miniaturization. It can also help to expand the material selection and designs that allow for incorporation of (bio)chemical reactions in soft permeable bodies that can power the robots. We hope to have shown that such feedback attained through careful choice of materials and geometrical design can help to achieve the embodied intelligence 46 and much more in soft robotics.
Footnotes
Acknowledgments
The authors thank Asbury chemicals for the donation of graphite flakes.
Authors' Contributions
S.D.C. conducted the experiments. S.D.C., H.T.B., and B.B. conceived the idea, designed the experiments, and wrote the article.
Author Disclosure Statement
No competing financial interests exist.
Funding Information
This work was supported by FLAG-ERA Robocom++ and TÜBİTAK under award number 117M004. B.B. gratefully acknowledges the support from BAGEP 2016 (Science Academy Young Scientists Program) award.
References
Supplementary Material
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