1. Introduction
The growing energy demand, efforts to limit climate change, and steps toward carbon neutrality have greatly influenced the research community on power generation via sustainable energy technologies. Counting on the current global power demand, finding efficient and cost-effective solar power generation systems to replace traditional fossil fuels is essential for a sustainable society. Propitious advances have been noticed over the years, with the progression of first generation (silicon photovoltaics), second generation (CdTe, CIGS, etc.), and emerging photovoltaic (PV) systems (dye-sensitized, perovskite, quantum dot, solar cells, etc.) [
1,
2,
3,
4,
5,
6,
7].
Only a minuscule fraction of global energy consumption, accounting for less than 0.05% in 2004, is derived from solar cells due to the exorbitant costs associated with the prevailing technology based on crystalline silicon. Dye-Sensitized Solar Cells (DSSC) emerge as a prominent alternative to silicon PVs, constituting the focal point of the proposed investigation. DSSCs are intricate systems comprising a nanocrystalline titanium dioxide (TiO2) semiconductor with a dye adsorbed on it, an electrolyte solution capable of reduction and oxidation, and a transparent electrode.
Mass-produced DSSCs currently achieve an efficiency of approximately 7%, with the aspiration to attain a target efficiency of 15% or higher, rendering this technology viable for large-scale electricity generation. Ongoing enhancements in DSSC performance hinge on developing novel dyes and electrolytes. Presently, no predictive theories facilitate the systematic enhancement of DSSCs, with efficiency improvements largely reliant on chemical intuition and systematic exploration.
The emerging PVs, due to their ease of fabrication, are the most experimented devices these days, and DSSC is one of the leaders in overcoming 13% power conversion efficiency (PCE) [
8,
9,
10,
11,
12]. Besides, DSSCs are environmentally benign compared to traditional PVs, and produce excellent performance under diffused light [
13,
14]. The development of novel synthesis technologies, nanostructured materials, and refinement processes brings new insight into the field of DSSCs [
15,
16]. The soul of DSSC comprises a photoelectrochemical cell sandwiching two electrodes and an electrolyte under light-induced redox reactions [
17]. Numerous efforts have been attempted to assist the DSSC to the next level, such as the decoration of noble metals, ion doping, refinement with metal oxides, development of different dyes, modifications with up/down conversion materials, investigation of various counter electrodes, using different electrolytes, developing perovskite oxide photoanodes, and utilization of composites and polymers [
18,
19]. TiO
2 has been most widely used as a photoanode, alongside various scattering layers. Passive electron mobility, charging carrier recombination at the interfaces between the electrolyte and metal oxide, possible complex formation by metal ion-dye interaction, high absorption time of dyes, and counter electrode degradation are genuine obstructions that limit DSSC performance [
20,
21,
22,
23]. Diverse perovskite oxides (POs) have emerged as feasible options for DSSC photoanodes, since they have intriguing photophysical characteristics and can be synthesized via simple and low-cost methods in a conventional laboratory [
24]. Among the alternative photoanode materials, different Ba- and Sr-based ternary POs, such as BaSnO
3, SrSnO
3, BaTiO
3, and SrTiO
3, have demonstrated their potential in the DSSC field [
25,
26,
27].
The pursuit of material scientists has long been centered on the coveted objective of devising PV technologies that are both cost-effective and reasonably efficient. Despite being the most vital component of DSSC from a PCE and stability perspective, TiO
2 has the challenge of improving further [
28,
29]. One of the most popular precursors of producing TiO
2 paste is based on a sol-gel Pechini method [
23].
In this regard, strategies that can enrich the interface quality and electron transport properties are a matter of concern, which brings about new ideas to develop the paste and deposition of the films [
30]. The deposition techniques are mainly divided into two categories, namely, physical and chemical approaches. Atomic layer deposition (ALD), spray pyrolysis, chemical vapor deposition (CVD), electrochemical deposition (ECD), and all their variants are the most famous chemical deposition methods [
31]. On the other hand, casting, spin coating, dip coating, electrospray deposition (ESD), and physical vapor deposition (PVD) are among the most considered physical deposition pathways [
32]. However, other than physical and chemical deposition methods, a large section of distinguished approaches are known as printing and coating techniques, such as screen-printing, pad printing, doctor blading, slot die, roll-to-roll method, inkjet printing, gravure printing, flexographic printing, and rotary screen-printing [
33]. Screen-printed DSSC has achieved an efficiency of >8% for a 100 cm
2 device area [
34,
35]. The doctor blading method recorded an efficiency of >8% for mini modules [
36]. Reports indicate inkjet-printed devices have produced an efficiency of >6% to date with printed electrolytes and photoanodes [
37,
38]. Several researchers worldwide have utilized roll-to-roll, gravure printing, and flexographic printing methods in recent years. Alongside the printing and coating techniques, the nature of the precursors of the electrode materials is quite important to determine the quality of the device as it controls the charge transport property at the interfacial contacts [
39]. Scientists utilize different pastes with various binders to improve the film quality. Also, the annealing temperature, in this respect, influences the device’s performance [
40]. In the year 2007, Arakawa et al. reported a noteworthy achievement with an efficiency of 7.4% under room-temperature processing, albeit under high-pressure conditions (100 MPa) [
41]. More recently, Liu et al. demonstrated an efficiency of 2.05% for a TiO
2 film prepared at 85 °C, while compression at 1 ton elevated the efficiency to 5.86%, employing an organic dye on plastic substrates [
42]. Agarkar et al. successfully engineered a TiO
2 solar paint with a conversion efficiency of 3.6% on FTO/glass substrates. Notably, this achievement was realized through fully room-temperature processing, including the utilization of a flexible substrate [
43].
Despite these significant achievements, subsequent research endeavors in the realm of room-temperature solar paint incorporating TiO2 have been notably scarce. This underscores the importance of further research analysis, as the present work represents a pioneering approach, potentially offering insights for future developments in this domain. In fabricating photoanodes for DSSC, TiO2 is commonly employed, typically in conjunction with binders such as ethyl cellulose and alpha terpinol. These binders serve to form a paste from the synthesized TiO2 powder. Subsequent to this application, the photoanode necessitates a calcination process at >400 °C to ensure the complete removal of these binders. However, this additional heating step consumes energy and poses a risk of cracking or delamination of the TiO2 from the glass substrate at elevated temperatures. Conventional methods involve screen-printing or doctor blading to fabricate the photoanode, which are time-consuming and labor-intensive processes. To streamline the production of DSSC devices and facilitate ease of analysis, we have developed a room-temperature TiO2 paste. This paste can be directly applied to a FTO glass substrate using screen-printing, akin to a painting application, eliminating the need for additional high-temperature processing. The resultant TiO2 paste is deemed “room temperature processable,” allowing for direct utilization without requiring additional heating at elevated temperatures. The observation indicates a significant increase of ~11% in the current density for the DSSCs with solar paint compared to devices based on commercial TiO2 paste.
This innovation saves time and addresses the environmental impact associated with energy-intensive fabrication processes. This simplified and accessible approach to DSSC photoanode fabrication contributes to energy conservation and environmental sustainability.
3. Results and Discussion
During the synthesis of TNPs, the transformation of the sol-gel method to produce the final product was observed by Raman mapping, as shown in
Figure 1. The Raman mapping in
Figure 1a demonstrates the as-prepared stock sample before the gelation process, where black spots imply the solvent in the sample. During the aging process of the sample transformation, the nature of the sample goes through
Figure 1b,c, where the reduction of solvent and binders were observed.
Figure 1d shows the solvent-free NPs after the terminal phase of autoclave heating. After the synthesis, chemical identification of the synthesized TiO
2 was carried out by XRD and XPS analysis. The XRD pattern of the synthesized TiO
2 displays the presence of broad peaks, as shown in
Figure 2a. The reason behind broad peaks can be attributed to either the small crystallite size of the NPs or the semicrystalline nature of the TiO
2 [
46]. The peaks at ~25°, 38°, 47°, 54°, 56°, 63°, 69°, and 75° resemble the anatase crystalline phase having (101), (004), (200), (105), (211), (204), (116), and (215) planes, respectively, (JCPDS 21-1272) of TiO
2 [
36].
Noticeably, only the anatase phase was detected from the sample without any trace of the rutile phase, which indicates the presence of a low concentration of oxygen vacancies as the particle growth mechanism involved a high concentration of gaseous oxygen, which hinders the anatase to rutile transformation [
47]. The XPS confirms the synthesized sample’s oxidation state and elemental composition, as shown in
Figure 2b–d. The peak positions of synthesized TiO
2 match well with the commercial product, as displayed in
Figure 2b of the XPS survey spectrum. The characteristic double peaks were observed with binding energies of ~458.8 eV and 464.5 eV for the Titanium 2p
3/2 and 2p
1/2, respectively, as shown in
Figure 2c. Conversely,
Figure 2d shows the corresponding Oxygen 1s peak ~530 eV due to the O
2− ion (O1 component). In contrast, the higher binding side O2 component indicates the chemisorbed oxygen in the grain boundaries [
48].
After confirming the chemical identity and elemental states, the structural property of the TNPs was characterized by SEM-EDX.
Figure 3a–d elucidates the SEM cross-sectional thickness measurements of a uniform photoanode. The increment in the number of layers correlates with an augmentation in photoanode thickness, ranging from ~3 µm to ~15 µm. Notably, the thickness results underscore the NPS’ fine and homogeneous distribution across the surfaces.
Figure 3e presents the SEM microstructural surface image of the commercially available TNP paste photoanode, while
Figure 3f depicts the corresponding surface SEM microstructure of our synthesized TiO
2 photoanode. It is evident from the images that our synthesized TNP exhibits finer particle size in comparison to its commercial counterpart, showcasing a homogeneous distribution across the surfaces. The synthesized TNPs revealed a highly favorable particle size for the room-temperature solar paint. The SEM image indicates ultrafine particles with an average grain size of ~20 nm, which clarifies the reason behind the broad peaks of XRD analysis [
49]. The EDX mapping (inset of
Figure 3f) also confirms the elements of the TiO
2 sample present as Ti and O, only. Notably, the impact of particle size distribution on the performance of DSSC is a matter of considerable significance. Specifically, the particle size of TiO
2 plays a pivotal role in determining both the surface area and pore size of NPs, thereby exerting direct influence over dye-loading [
50]. In the context of wet chemical reactions, the formation of NPs facilitates the development of desired morphologies. Nevertheless, one-dimensional nanostructures exhibit superior improvements in DSSC efficiency due to the establishment of a direct conduction path for electron flow; however, they are not a straightforward synthesis specifically for large-scale consideration. It is imperative to note that three-dimensional structures in DSSCs, despite possessing a higher surface area compared to particles and rods, tend to be less efficient. This inefficiency can be attributed to the multiple trapping and de-trapping events of electrons occurring in the presence of inhomogeneous grain size boundaries. Consequently, a nuanced interplay of particle size, morphology, and homogeneous distribution emerges as a critical determinant governing electron diffusion rate. When optimized, this intricate interdependence contributes significantly to enhancing DSSC efficiency [
51].
For further structural characterization, TEM-SAED analysis was performed. The bright-field TEM images of the commercial TiO
2 paste are presented in
Figure 4a, revealing particle sizes ranging from 20 to 50 nm. Moreover, these images exhibit a high level of crystallinity, as evidenced by the distinct lattice fringes of the (101) crystalline planes observed in the corresponding high-resolution TEM image (
Figure 4b). The SAED pattern of the sample, depicted in
Figure 4c, further underscores the pronounced crystallinity, elucidating the analytical phase of the specimen. The particle size of the synthesized TNP measured from the TEM (
Figure 4d) was in the range of 15–30 nm, which is smaller and finer than commercial TiO
2 and is consistent with the SEM analysis. The high-resolution TEM image (
Figure 4e) showcases the distinct lattice fringes corresponding to the (101) reflection, having a lattice spacing of 3.51 Å. The SAED pattern demonstrates the crystalline nature of the anatase TiO
2, implying different planes witnessed from the XRD, as displayed in
Figure 4f.
The BET analysis was performed to determine the surface area of as-prepared NPs. A mesoporous type-IV isotherm with 71 m
2/g surface area was found for the synthesized material, whereas the commercial TiO
2 had a surface area of 32 m
2/g (
Figure 5a). The higher surface area usually helps in enhancing the dye-loading behavior. Conversely, a large surface area can also increase the electron recombination process, negatively affecting the PV performance [
52]. The pore size distribution, determined using the BJH method, is illustrated in the inset of
Figure 5a. The commercial and synthesized TiO
2 samples show a distinct disparity in pore characteristics. The commercial TiO
2 exhibits a more defined distribution, ranging from 5 to 30 nm, with a peak at 20 nm, indicative of pore size distortion. In contrast, the TNPs displays a broader range of pore sizes, spanning from 2 to 20 nm, with notable intensities within the 5–12 nm range, presenting a size distribution notably smaller than that of the commercial TiO
2. The observed variation in pore size is of substantial consequence, particularly in its influence on dye-loading and surface area distribution.
To understand more about the dye-loading behavior, the absorbance spectra were observed for both commercial and synthesized TiO
2 after dye-loading, as shown in
Figure 5b. It indicates better dye-loading under reduced absorbance for the synthesized TNP, which was expected from the BET analysis. In
Figure 5c, the investigation into the layer-dependent dye-loading performance of the TNP solar paint photoanode is presented through absorption spectroscopy. The dye-loading capacity exhibits an exponential relationship with the thickness of the TNP, represented by the number of layers. However, this relationship reaches a saturation level, and in our specific case, the saturation point is optimized after the deposition of 3 layers of TNP. This phenomenon is attributed to the slightly acidic nature of the dyes and TNP, fostering a robust formation of the Ti-dye complex [
53].
Consequently, this interaction leads to dye agglomeration, as evidenced by a noticeable bathochromic shift in the original peak position of the dyes, as depicted in
Figure 5d. Despite the favorable high dye-loading behavior, the observed bathochromic shift indirectly indicates Ti-dye complex formation. This aspect may not be conducive to enhancing the performance of DSSCs, particularly as it has the potential to diminish the fill factor and contribute to a decrease in short-circuit current. This is either due to non-uniform dye absorption on the TiO
2 surface or randomly forming trapping or de-trapping states, thereby impacting the overall homogeneity of dye distribution.
A comparison was drawn between the dye-loading behavior of commercial TiO
2 and synthesized TNPs using the EDX mapping using the MIPAR image analyzer after 24 h of dye-loading for an approximately 4 μm-thick layer in each case.
Figure 5d, for the commercial TiO
2 (
Figure 5e), shows a relatively low dye-loading capacity compared to the TNP displayed in
Figure 5f, where the more pink color represents more dye-loading. This behavior complements the expected trend from absorbance characteristics and surface area analysis.
The photographs depicted in
Figure 6a,b illustrate the hydrothermally prepared sol before and after the hydrothermal treatment. Subsequently, the sol undergoes conversion into TNP solar paint, with
Figure 6c presenting a visual representation of a single-layer brush-painted photoanode, dried at room temperature. A schematic is also given in
Figure 6c to illustrate the electron transfer process in DSSC under illumination [
54]. Upon exposure to light irradiation, dye molecules absorb photons with wavelengths corresponding to the energy differential between their highest occupied molecular orbital (HOMO) and lowest unoccupied molecular orbital (LUMO). This results in the elevation of electrons from the ground electronic state of the dye to the excited state (S*), constituting the photoexcitation of the dye. Subsequently, these photoexcited electrons are injected into the conduction band (CB) of the TNP. Upon injection into the CB of TNP, the electrons undergo diffusion through the semiconductor layer until they reach the transparent conducting layer on the FTO. At the anode, iodide ions (I
−) contribute electrons to oxidized dye species (S
+), thus regenerating the dye molecules. Simultaneously, the oxidized species of the electrolyte, triiodide (I
3−), present in the iodide-triiodide (I
2/I
3−) complex, is reduced to iodide at the cathode. This cyclic sequence of events ensures a continuous free electron flow through the external circuit, contingent upon incident light.
Figure 6c illustrates the schematic representation of the various steps involved in a DSSC, elucidated through an energy level diagram. The alteration in electron concentration within the TNP induced by photo-initiated charge injection from the sensitized dye is the fundamental origin of photovoltage generation in a DSSC. The maximum open circuit voltage (V
OC) is dictated by the difference in electron energies between the redox level and the bottom of the conduction band of the electron conductor.
However, the efficiency of DSSCs experiences a decline, primarily due to the following factors:
(a) Potential relaxation of electrons in the photoexcited dye to lower states of the chromophore or to its ground state.
(b) Slower reduction of I3− at the counter electrode compared to its recombination with conduction band electrons of TNP.
(c) Accelerated recombination at the TNP/electrolyte interface relative to the diffusion of electrons through the TNP film, attributed to trapping states on the surface.
Given that the injection of electrons into the CB of TNP from the excited dye occurs rapidly within picoseconds, the efficiency of electron transport through the TNP film becomes pivotal in determining current collection efficiency.
Finally, the PV performances of the devices were examined, considering the effect of thickness from solar paint deposition for a 2.5 × 1.6 cm
2 active area. The devices were categorized into four sections depending on the number of TNP paint coatings, ranging from 1 to 4. The performances of the devices are shown in
Figure 7a and
Table 1, which indicate the best performance was the 3-layer coated DSSC (PCE of 6.02%), having a photoanode thickness of ~12 μm. On the other hand, one layer of TNP printing resulted in a PCE of 4.4%, along with a J
SC of 10.15 mA/cm
2, V
OC of 740 mV, and FF (fill factor) of 0.59. Similarly, two layers of photoanode printing resulted in a PCE of 5.22%, alongside a J
SC of 11.5 mA/cm
2, V
OC of 744 mV, and FF of 0.61. While testing the champion device with four printing layers, a current density of 11.6 mA/cm
2, open circuit voltage of 745 mV, FF of 62.5%, and PCE of 5.4% was observed. The devices’ performance increased until the 3-layer coated DSSC, and then a decrease in performance was observed for the 4-layer device. This was expected as the higher thickness of the photoanode after a certain limit creates cracking, which influences the charge transport property by deteriorating the interfacial contact [
55]. The performance was also compared with the commercially available high-temperature curing TiO
2 paste (12 μm-thick layer), and interestingly, the solar paint showed ~8% enhanced efficiency, which is remarkable for a larger device area. Further, electrochemical impedance spectroscopy (EIS) was carried out to realize the transport properties at different interfaces for the champion devices, having synthesized titania and commercial paste, as shown in
Figure 7b. In the circuit diagram inset of
Figure 7b, R
S represents the series resistances of FTO-glass and counter electrode at the high-frequency region. R
ct-Pt and Q
ct-Pt symbolize the resistance and double-layer capacitance of the Pt-FTO/electrolyte interface. R
ct-TiO2/dye and Q
ct-TNP/dye signify the resistance and capacitance of the TNP-dye/electrolyte interface [
56]. TThe EIS study observed that R
S for both commercial and lab-based TNP devices are almost similar, having a value of ~15 Ω. In contrast, R
ct-Pt for the tBA-based solar paint device was found to be ~46 Ω, which is nearly 12 Ω less than commercial TiO
2-based champion DSSC. Moreover,
Figure 7b clearly depicts the R
ct-TiO2/dye value of the as-synthesized titania device as ~85 Ω, significantly higher than commercial titania-based DSSC. Usually, a DSSC device with a high V
OC value should have a higher charge transport resistance at the TNP /dye/electrolyte interface, which implies a reduced charge recombination rate [
57]. Although the V
OC values are quite comparable for the commercial and synthesized TNP, the effect of reduced recombination is speculated to influence electron diffusion, which effectively enhances the current density of the solar paint-based DSSC. This explains the dominant performance of synthesized TNP due to the superior interface quality, which is a cumulative result of the structural property of the NPs, the standard of solar paint, and the screen-printing technique. Additionally, the reduced recombination phenomenon correlates with enhanced charge carrier diffusion. Expedited separation is feasible if electron diffusion across the photoanode thin film interface is efficient. Hence, a reduced micro-strain in the TNPs emerges as a vital parameter, suggesting that the synthesized TNPs demonstrate enhanced efficacy relative to conventional particles. Agglomeration typically results in mesoscale morphological structures, with the synthesized TNPs interconnected. Such connectivity amongst the NPs within a mesoscale entity is notably efficient.
Figure 7c showcases the IPCE (EQE) spectra of the champion DSSCs based on the TNP solar paint and commercial TiO
2. The typical spectral response corresponding to the N719 dye, alongside the peak at around 530 nm, was observed for all DSSCs. However, the quantum efficiency maxima varied with the different types of photoanode systems. The DSSC with a 3-step brush painting using the TNP solar paint exhibited the highest maximum EQE (~79%), whereas the commercial titania-based DSSC displayed a slightly lower EQE of ~75%. The integrated J
SC determined from the IPCE spectra closely matches the current-voltage measurement and follows the same trend as the maximum EQE. As IPCE is a cumulative result of light-harvesting, charge-injection, and charge-collection efficiencies, the impressive IPCE coverage for the anatase TiO
2 solar paint device in the ~400 to 650 nm range expresses significant superiority in interface quality and efficient charge carrier transport [
58]. Finally, the stability of the DSSC devices was examined for 30 days at ambient conditions, and all the devices showed excellent retention of efficiency with only ~1% overall reduction. Stability majorly depends on the type of dye and electrolyte, which is the reason behind the similar trend. Overall, the performance amplification by solar paint demonstrates a cheaper and easier alternative for the sustainable development of good-quality DSSC devices.]
4. Paste Commercialization Perspective
It is imperative to recognize that energy generation from renewable sources does not inherently ensure sustainability. Despite being derived from renewable sources, energy production still introduces emissions and challenges, notably using critical raw materials in associated technologies. Therefore, a comprehensive investigation into the key factors that jeopardize the sustainability of a particular technology is crucial for establishing renewable energy as genuinely sustainable. The most expensive constituents in DSSCs comprise the dye, TiO2, and the glass/TCO substrate. In the case of the dye and TiO2, the raw materials exhibit relatively low costs compared to the expenses incurred during the processing and synthesis phases. Ruthenium (Ru) constitutes only approximately 10% of the total dye cost. The remaining components of the dye molecule consist of inexpensive organics; however, the synthesis, ligand attachment, and subsequent purification processes contribute significantly to overall expenses. Plastic-based flexible DSSCs encounter challenges related to poor thermal stability, impeding the utilization of high-temperature sintering processes. This limitation hampers efforts to enhance inter-particle connections within the photoanode and promote adhesion between the photoanode and the plastic substrate. Consequently, the conversion efficiency of plastic-based flexible DSSCs lags behind that of rigid high-temperature DSSCs.
Scaling up the production of the dye from gram to kilogram volumes leads to a substantial reduction in price, diminishing from
$700/g to
$70/g. Similar cost reductions in processing are anticipated when production scales up to thousands of kilograms. While TiO
2 and raw Ti materials are abundant and economically viable, the hydrothermal synthesis of TiO
2 colloids is relatively costly. Hydrothermally prepared colloidal TiO
2 incurs a cost of approximately
$500/kg in ton quantities, representing a 30–50% increase over target production costs [
59,
60]. Alternative methods such as flame pyrolysis are more economical but sacrifice control over particle size and shape, resulting in generally lower efficiencies. The TCO-coated glass used in DSSCs is also a significant cost contributor. The glass per module area cost doubles for sandwich cells compared to monolithic modules. Anticipated economies of scale are expected to sufficiently lower the glass cost to acceptable levels when produced in high volumes. No technological breakthrough is deemed necessary in this regard. Furthermore, collaborations between glass companies and DSSC manufacturers can further reduce the cost of integrating TCO/glass into DSSC modules. Notably, no sustainable alternative to TiO
2 NPs has been proposed thus far due to their favorable characteristics, including a low recombination rate for hole–electron pairs, outstanding absorption properties, high chemical and thermal stability, corrosion resistance, non-toxicity, widespread availability, biocompatibility, and competitive cost. However, it is essential to acknowledge that certain properties of TiO
2 are not ideal, such as its 3.2 eV band gap in the anatase phase, leading to ultraviolet radiation absorption (λ < 380 nm), and the formation of highly reactive holes that can degrade specific device components. Despite these considerations, adopting alternative semiconducting oxides as photoanodes in DSSCs remains an area of active research. However, as far as we know, their performances have not surpassed those of TiO
2.
A primary focus of research involves the development of room-temperature curable TiO2 electrodes in DSSCs, simply painted using a brush as a continuous film from a viscous paste. The preparation of TiO2 paste involves using cheaper organic binders, which alter rheology for coating and introduce porosity in the thick film structure. This methodology presents significant advantages, reducing costs and enabling TiO2 colloidal pastes to be the material of choice for roll-to-roll printing on flexible substrates. Moreover, these pastes exhibit efficiencies ~6% without sintering at high temperatures, offering versatility for application on polymer, glass, or metal foil substrates in DSSCs. Our developed TNP solar paint holds promising applications for large-scale roll-to-roll printing on flexible substrates, significantly advancing in pursuing more commercially viable and scalable production. This is particularly advantageous for flexible DSSCs, which have demonstrated numerous benefits as solar devices. However, inherent limitations persist, especially in the case of plastic-based flexible DSSCs. In the broader context of DSSC research and development, specific directions are being pursued to impact module costs significantly. Exploration into dyes with higher extinction coefficients enhances efficiency and reduces costs by necessitating less dye and TiO2 per module area. These research endeavors primarily influence the cost of supplied materials. Additionally, advancements in process integration and module design are anticipated to yield substantial benefits, further contributing to the overall improvement of DSSC technology.
Therefore, our TNP solar paint presents a feasible solution, as it eliminates the need for high-temperature sintering, mitigating a significant obstacle in the large-scale production of flexible solar devices. Moreover, the adaptability of our technology holds promise for improving the overall efficiency and cost-effectiveness of plastic-based flexible DSSCs. However, our preliminary findings indicate a promising trajectory towards the potential commercialization of TNP solar paint. Furthermore, it is imperative to conduct additional comprehensive studies and in-depth analyses to advance towards large-scale commercial application. These endeavors are essential for elucidating intricate nuances, refining existing parameters, and addressing potential challenges that may arise in the transition from preliminary feasibility to full-scale implementation. Pursuing a thorough understanding, informed by rigorous investigation and meticulous scrutiny, is paramount in substantiating the viability and robustness of the proposed commercialization strategy. Therefore, a strategic plan encompassing a series of meticulously designed studies and analyses must be systematically executed to fortify the foundation laid by our preliminary findings. This approach ensures a judicious progression towards realizing the envisioned commercial potential of the TNP solar paint. Besides, the statistical analysis of the dye-sensitized TNP solar paint is integral to comprehending and elucidating its performance characteristics. Employing a rigorous statistical approach allows for the extraction of meaningful insights and the establishment of robust correlations. Here, we present a statistical discussion focused on key parameters and their significance:
- (i)
Particle Size Distribution:
Statistical analysis of the particle size distribution provides insights into the homogeneity of TiO2 particles within the paste. Mean particle size, standard deviation, and skewness are essential parameters, offering a quantitative assessment of the paste’s composition uniformity.
- (ii)
Surface Area Analysis:
The specific surface area of TiO2 particles is a critical factor influencing the paste’s performance. Statistical measures such as mean surface area, variance, and confidence intervals contribute to a comprehensive understanding of the surface characteristics and, consequently, the paste’s efficacy.
- (iii)
Adhesion Strength:
Adhesion strength is a pivotal property determining the paste’s suitability for applications. Employing statistical methods to assess adhesion, including mean adhesion strength and confidence intervals, allows for a reliable estimation of the paste’s adherence to substrates.
- (iv)
Electrochemical Performance:
Statistical analysis of electrochemical parameters, such as open-circuit voltage, short-circuit current, and fill factor, is imperative for evaluating the efficiency of the dye-sensitized TiO2 paste. Regression analysis and hypothesis testing can be employed to identify significant factors influencing performance.
- (v)
Optical Absorption Properties:
Statistical analysis of the optical absorption properties, including absorbance spectra and wavelength-dependent characteristics, provides valuable information regarding the paste’s light-harvesting capabilities. Mean absorbance values and spectral trends are subject to rigorous statistical scrutiny.
- (vi)
Durability and Stability:
Long-term performance and stability are crucial for practical applications. Statistical methods, such as survival analysis or accelerated testing, can be applied to assess the paste’s durability under varying conditions, providing insights into its operational lifespan.