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Journal of Energy Storage 51 (2022) 104305 Available online 8 March 2022 2352-152X/© 2022 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). Steam-enhanced calcium-looping performance of limestone for thermochemical energy storage: The role of particle size Juan Arcenegui-Troya a , * , Pedro Enrique S´ anchez-Jim´ enez a , b , ** , Antonio Perej´ on a , b , ** , Jos´ e Manuel Valverde c , Luis Allan P´ erez-Maqueda a , * a Instituto de Ciencia de Materiales de Sevilla, C. S. I. C.-Universidad de Sevilla, C. Am´ erico Vespucio n 49, 41092 Sevilla, Spain b Departamento de Química Inorg´ anica, Facultad de Química, Universidad de Sevilla, 41012 Sevilla, Spain c Departamento de Electr´ onica y Electromagnetismo, Facultad de Física, Universidad de Sevilla, Avenida Reina Mercedes s/n, Sevilla 41012, Spain ARTICLE INFO Keywords: Calcium looping Thermochemical energy storage Limestone ABSTRACT Steam injection has been proposed to attenuate the decay of CaO reactivity during calcium looping (CaL) under operating conditions compatible with carbon capture and storage. However, it is yet unknown whether the perceived advantages granted by steam hold under the distinct operating conditions required for the integration of the CaL process as a thermochemical energy storage system in Concentrating Solar Power Plants (CaL-CSP). Here, we study the influence of steam in conditions compatible with a CaL-CSP scheme and assess its impact when injected only during one stage; either calcination or carbonation, and also when it is present throughout the entire loop. The results presented here demonstrate that steam boosts the CaO multicycle performance in a CO 2 closed loop to attain residual conversion values similar to those achieved at moderate temperatures under inert gas. Moreover, it is found that the enhancement in multicycle activity is more pronounced for larger particles. 1. Introduction Climate change mitigation requires a global coordination to reduce CO 2 emissions. Given that electricity generation based on fossil fuel combustion is responsible for the largest share of these emissions, the massive deployment of renewable energy sources is crucial to cope with this challenge. Nonetheless, the dependence of renewable energy sources on weather variability, such as the intermittency of solar radiation, makes it difficult to match power supply and demand [1,2]. To overcome these difficulties, the development of efficient, economical and environmentally friendly energy storage systems is required. With regards to this, the system based on the reversible calcination/carbonation reaction of CaCO 3 /CaO, known as calcium looping (CaL) process, is postulated as a promising technology for the storage of concentrated solar power at high temperature (CaL-CSP) [3–5]. In the CaL-CSP integration, solar radiation would be utilized to drive the endothermic decomposition of CaCO 3 [4,5]. The products, CaO and CO 2 , are stored separately and brought back together to produce the reverse exothermic reaction, releasing the energy on demand. Afterwards, the regenerated CaCO 3 would be used in a store and release cycle [6]. Some advantages of the CaL-CSP technology, as compared with other energy storage systems currently in use, include long term storage with negligible thermal losses as well as higher energy densities (3.2 GJ/ m 3 as compared to 0.8 GJ/m 3 for molten salts) [4,7]. Besides, CaO natural precursors such as limestone and dolomite are cheap, non-toxic and widely abundant [8–10]. Among the different CaL-CSP schemes proposed, calcination in inert gas is often proposed to be carried out at about 750 ◦C [11,12]. On the other hand, carbonation temperature largely depends on the partial pressure of CO 2 employed [13]. In pure CO 2, the carbonation temperature can be efficiently conducted at 850 ◦C, attaining large CaO conversions in short residence times [4,5]. However, calcining in inert gas requires separating the CO 2 from the mixture of gases released from the calciner. This step substantially increases the cost and complexity of this technology [14,15]. This issue would be circumvented if both calcination, carbonation and power generation were conducted in CO 2 [16]. * Corresponding authors. ** Corresponding authors at: Departamento de Química Inorg´ anica, Facultad de Química, Universidad de Sevilla, 41012 Sevilla, Spain. E-mail addresses: [email protected] (J. Arcenegui-Troya), [email protected] (P.E. S´ anchez-Jim´ enez), [email protected] (A. Perej´ on), [email protected] (L.A. P´ erez-Maqueda). Contents lists available at ScienceDirect Journal of Energy Storage journal homepage: www.elsevier.com/locate/est https://doi.org/10.1016/j.est.2022.104305 Received 8 November 2021; Received in revised form 1 February 2022; Accepted 21 February 2022
Journal of Energy Storage 51 (2022) 104305 2 However, in presence of CO 2 the calcination has to be carried out at higher temperatures (~950 ◦C) [12], which is known to adversely affects the activity of CaO-based sorbents [17,18]. A possible alternative to separating CO 2 from the mixture of gases leaving in the calcineris to couple the CaL-CSP process for TCES with a CO 2 emitting industry [11]. A major drawback of this technology is the sintering-induced deactivation of CaO, which is markedly enhanced at the high temperatures and CO 2 -rich environment required to promote heat-to-power efficiency [18,19]. The loss in reactivity is mainly attributed to two factors; pore plugging and sintering [20–22]. Pore plugging occurs when a CaCO 3 layer is quickly formed on the CaO particle's surface during carbonation, blocking the pores and hindering CO 2 from reaching the unreacted CaO core [20,23]. In practice, the progressive loss in reactivity could be offset by replacing the spent sorbent with fresh CaO, however at the expense of increasing costs and energy penalties [24]. Much research in the last years have been devoted to devise strategies to mitigate or even prevent the deactivation of CaO. The strategies proposed to this end range from the use of thermally stable additives to thermal and chemical pretreatments [8,22,25–27]. Steam injection has been explored as a method to reduce CaO deactivation in studies mainly focussed on the application of CaL to carbon capture and storage (CCS) [28–37]. However, the conclusions of these studies do not lack controversy. Most authors have reported a beneficial influence of steam [28,29,38]. Some even conclude that the impact of steam is positive no matter if it is injected during carbonation, calcination or in both stages [28,29]. On the other hand, as it is generally accepted that steam promotes sintering [39,40], some authors have reported a negative or neutral impact on the multicycle performance of CaO [36,37]. Homsy et al. have recently pointed out that the microstructure of the calcium precursor plays an important role, finding a negative influence of steam on CaO derived from marble [35]. Some authors assume that steam improves carbonation during the fast reaction-controlled regime because of the formation of Ca(OH) 2 , which is more reactive to CO 2 than CaO [41,42]. However, Ca(OH) 2 formation is not thermodynamically favoured at the temperatures used for carbonation in CCS conditions (~650 ◦C), which cast doubts on this argument; rather, it has been observed that steam enhances conversion during the diffusion-controlled regime [30,43], which has been Fig. 1. SEM images and PSD of the three limestone samples tested. Fig. 2. Experimental setup used for the multicycle tests conducted. J. Arcenegui-Troya et al.
Journal of Energy Storage 51 (2022) 104305 3 attributed to the formation of OH − after H 2 O dissociation [31]. Besides, recent results have demonstrated that steam injection during calcination allows reducing the temperature required to calcine limestone in conditions compatible with CaL-CSP, which would lead to important energy savings [44]. This reduction has been attributed to different causes, such as a promotion of the heat transfer coefficient due to the higher thermal conductivity of steam [45–47], a catalytic effect for steam [48–50] or enhanced surface reactivity [51–53]. The decrease of the calcination temperature minimize the sintering-induced deactivation, improving the multicycle performance of CaO [44]. Besides, the CaO resulting from calcination in the presence of steam exhibits a distinct microstructure, with larger pores less susceptible to pore plugging, further facilitating subsequent carbonation [34,44]. Owing to the different experimental conditions employed, the conclusions of the aforementioned works cannot be directly extrapolated to a potential CaL-CSP integration. Thus, further research is needed to clarify the impact of steam under the distinct conditions demanded by a CaL-CSP integration. In the present work, we study the influence of steam on the CaO multicycle performance under different operation conditions compatible with a CaL-CSP integration. Moreover, the influence of steam has been analysed as depending on the particle size, as it is a relevant parameter in the practical application as it affects critically the material flowability and CaO multicycle performance [54–56]. 2. Materials and methods Limestone samples supplied by Staubtechnik GmbH (Germany) were used in this study (~99.9% CaCO 3 ). Given the high purity, 100% CaCO 3 would be assumed in all relevant calculations. Three samples with welldefined particle size distributions (PSD), selected by aerodynamics classification, have been tested. Fig. 1 shows a SEM image and the PSD of each sample. The PSDs exhibit a peak around 3 μ m, 60 μ m and 400 μ m. From now on we will refer to these samples as E3, E60 and E400, respectively. The micrographs were taken with a scanning electron microscope (SEM) HITACHI S4800 and the PSD were measured using a laser diffractometer Mastersizer Malvern Instruments. Multicycle experiments were run in a thermogravimetric analyzer (TGA) LINSEIS STA PT 1600 coupled to a steam generator. Fig. 2 shows a scheme of the experimental setup. Water was injected from a tank through a water flow controller (WFC) BRONKHORST LIQUI-FLOW L13V12 up to a vaporizer. N 2 was used to pressurize the water tank and also as a purge gas. The steam produced in the vaporizer was mixed with the carrier gas and the mixture was circulated to the TGA through a transfer line kept at 165 ◦C to avoid condensation. Gas flow was controlled using mass flow controllers (MFC). Depending on the conditions studied, the carrier gas was N 2 or CO 2 . Two distinct types of experimental conditions were tested, both compatible with elsewhere proposed CaL-CSP integrations [4,6]. Firstly, calcination was conducted in a mixture of H 2 O/N 2 at 730 ◦C, whereas carbonation was carried out in a mixture of H 2 O/CO 2 at 850 ◦C. We will refer to these conditions as CSP-N 2 . Secondly, CSP-CO 2 conditions consisted of cycles in which calcination and carbonation were carried out at 950 ◦C and 850 ◦C, respectively, but maintaining the same H 2 O/ CO 2 atmosphere during the entire experiment. Steam in different proportions, 0%, 3% and 29% vol, was continuously injected throughout these experiments. These values were selected to reflect both low (attainable with saturated gas) and high steam concentrations (requiring water injection). In all cases the multicycle tests were initiated with a heating ramp up to the calcination temperature. Once calcination was fully attained, the temperature was either increased or decreased, depending on whether the conditions used were CSP-N 2 or CSP-CO 2 , to the reach carbonation temperature. Carbonation was carried out for 5 min to simulate the residence times required in practice [4]. Afterwards, the temperature was changed to the value employed for calcination and the cycle was repeated 19 times. The impact of cycling on the samples' microstructure under the different conditions studied was analysed using the above-mentioned electron microscope. Previously, the samples were gold-coated utilizing an Emitech K550 Telstar sputter-coating machine (30 s, 30 mA). Pore size distribution and S BET surface area of CaO after one calcination was determined by N 2 physisorption analysis. The experiment was performed ex-situ in order to have enough mass of material for reliable characterization. Thus, 1 g of CaCO 3 was calcined in a tubular furnace in conditions that mimicked those used in the multicycle experiments conducted in the TGA. First, the sample was heated at 10 ◦C/ min up to 730 ◦C, and the temperature was maintained constant for 30 min to carry out the calcination either in 100% N 2 or in a H 2 O/N 2 mixture. Water was injected into the tubular furnace through a peristaltic pump (~0.2 ml/s). Before the physisorption analysis, the samples were degassed at 350 ◦C for 2 h. 3. Results and discussion 3.1. Influence of continuous steam injection on the CaO multicyclic activity Fig. 3 shows the evolution of effective conversion measured for sample E60 with the cycle number under CSP-N 2 and CSP-CO 2 conditions, depending on the different steam concentrations employed. Effective conversion is defined as: XN=(mN−m)⋅WCaO m⋅WCO2 (1) Fig. 3. Effective conversion measured as a function of the cycle number in tests conducted under a) CSP-N 2 and b) CSP-CO 2 conditions. Solid lines represent the best fitting of Eq. (2) to the data. J. Arcenegui-Troya et al.
Journal of Energy Storage 51 (2022) 104305 4 where m N is the sample mass at the end of the carbonation stage during the cycle N, m is the sample mass before carbonation, and W CaO and W CO2 the molar masses of CaO and CO 2 , respectively. As expected, effective conversion decreases in all cases with the cycle number. It is clear that the conversion values attained in CSP-CO 2 conditions are consistently lower than in CSP-N 2 . This may be ascribed to the harsher calcination conditions used in the CSP-CO 2 tests. In CO 2 -rich atmosphere, a temperature over 950 ◦C is required to fully calcine the sample in 5 min. Also, it is widely known that CaO sintering is aggravated in the presence of CO 2 [17,40,57]. Data depicted in Fig. 3 can be reasonably well fitted by the following equation [58]: XN=Xr+X1 k(N−1) + (1−Xr/X1)−1(2) being X r the residual conversion, which represents the asymptotical value toward which conversion converges after many cycles. X 1 is the effective conversion at the first cycle and k is known as deactivation constant. The best fitting curves are represented as solid lines in Fig. 3 and the best fitting parameters are collected in Table 1. According to the results plotted in Fig. 3 and the residual conversion values shown in Table 1, it can be concluded that steam injection promotes CaO multicycle reactivity. However, the net effect largely depends on reaction conditions; in CSP-N 2 the CaO conversion at each cycle noticeably increases with the concentration of steam. On the other hand, under CSP-CO 2 conditions, the values of residual conversion attained with 3% H 2 O and 29% H 2 O are roughly similar; thereby indicating no further improvement can be obtained by raising the amount of steam injected over 3% vol. Since in the real application the material is expected to be recycled hundreds of times, the most representative parameter to assess the multicycle performance is the residual conversion. The parameters collected in Table 2 can be employed to estimate the accumulated stored energy (ASE) up to the Nth cycle as follows: ASE(kJ/kg) = ∑ N i=1 1 WCaCO3(Xr+X1 k(i−1) + (1−Xr/X1)−1)⋅ΔH(3) where ΔH =178 kJ/mol is the enthalpy of carbonation and W CaCO3 is the molar mass of CaCO 3 expressed in kg/mol. The results of this calculation are plotted in Fig. 4a for an arbitrary large number of 1000 cycles. This graph illustrates how a slight enhancement in the residual conversion leads to a significant increase in the ASE. It is remarkable that the injection of just 3% H 2 O in CSP-CO 2 conditions results in long-term ASE substantially larger than achieved in CSP-N 2 conditions in the absence of steam. This is particularly relevant as CSP-CO 2 operation conditions were proposed to avoid the need to separate N 2 and CO 2 , at the expense of aggravated decay due to the higher calcination temperatures. These results show the addition of a small amount of steam improves the potential of the closed CO 2 loop Table 1 Best-fitting parameters of Eq. (2) to the data shown in Fig. 3. Steam dilution CSP-N 2 CSP-CO 2 X r k R 2 X r k R 2 0% 0.13 ± 0.01 0.31 ± 0.03 0.992 0.09 ± 0.01 0.28 ± 0.02 0.997 3% 0.20 ± 0.01 0.31 ± 0.01 0.998 0.19 ± 0.01 0.35 ± 0.02 0.998 29% 0.28 ± 0.02 0.26 ± 0.04 0.987 0.17 ± 0.01 0.29 ± 0.02 0.996 Table 2 Best-fitting parameters of Eq. (2) to the data shown in Fig. 6. CSP-N 2 conditions X r k R 2 0% H 2 O 0.13 ±0.01 0.31 ±0.03 0.992 3% H 2 O in carbonation 0.14 ±0.01 0.34 ±0.02 0.998 3% H 2 O in calcination 0.19 ±0.01 0.25 ±0.02 0.995 3% H 2 O in calcination and carbonation 0.20 ±0.01 0.31 ±0.01 0.998 Fig. 4. a) Accumulated stored energy as a function of the cycle number. Data represented have been calculated using the best-fitting parameters shown in Table 1 and Eq. (3). b) Average stored energy density after 1000 cycles. Fig. 5. Effective conversion values obtained in multicycle experiments where steam was injected in different stages of the CaL process. J. Arcenegui-Troya et al.
Journal of Energy Storage 51 (2022) 104305 5 integration. Fig. 4b shows the average stored energy density after 1000 cycles for the different conditions tested. These values were calculated assuming a density for CaCO 3 of 2711 kg/m 3 . Fig. 6. SEM micrographs of the surface of two CaO particles, produced after 20 cycles (CSP-N 2 conditions) conducted with a) no steam, b) 3% H 2 O and c) 29% H 2 O added in the calcination stage. d) Pore size distribution and BET surface measurements of CaO after one calcination. Fig. 7. SEM micrographs of the surface of two CaCO 3 particles, produced after 20 cycles, ending in carbonation (CSP-N 2 conditions), conducted with a) 3% H 2 O in carbonation and b) no steam. The histograms with the grain size distribution corresponding to each sample are also shown. J. Arcenegui-Troya et al.
Journal of Energy Storage 51 (2022) 104305 6 3.2. Effect of steam injected on a single stage (either calcination or carbonation) To better comprehend the mechanism of the steam-induced improvement of the CaO multicycle activity, we conducted multicycle tests in which steam injection was restricted to either calcination or carbonation. Tests were carried out under CSP-N 2 conditions, with the addition of 3% H 2 O. The results are shown in Fig. 5 and the best fitting parameters of Eq. (2) to these data are listed in Table 2. It seems clear from the comparison that the presence of steam solely during the carbonation has a negligible effect on CaO multicycle performance. On the other hand, steam injection during the calcination stage leads to a substantial improvement of the multicycle activity, roughly similar to what is obtained when water is present during the entire process. Arguably, it can be concluded that the presence of water during the calcination of CaCO 3 is the key to the improvement. The SEM images in Fig. 6b and c respectively correspond to the surface of CaO particles subjected to 20 cycles, carried out in CSP-N 2 conditions with 3% and 29% H 2 O added during calcination. The samples exhibit a distinct texture, composed of sizable pores largely absent on the CaO particles obtained when calcination was carried out in the absence of steam (Fig. 6a). Fig. 6d shows a porosimetry analysis of the nascent CaO after a single calcination cycle in two different atmospheres: 100% N 2 and a H 2 O/N 2 mixture. BET surface values are provided in the legend. As it might be observed, there is a slight shift toward larger pores when calcination is conducted in the presence of steam. However, the BET surface values are smaller. Therefore, it could be argued that steam injected during calcination favour the creation of larger pores less susceptible to pore plugging, which explains the higher values of conversion attained. At the same time, the enhanced diffusivity of CO 2 through the larger pores offsets the reduced surface area available [28]. Fig. 7 shows SEM micrographs of the surface of the CaCO 3 particles after 20 calcination and carbonation cycles, ending in carbonation, conducted under different conditions. The SEM image in Fig. 7a corresponds to the surface of a CaCO 3 particle subjected to multicycle tests conducted with the addition to 3% steam during the carbonation stage, while the SEM image in Fig. 7b corresponds to a sample cycled without steam addition in the carbonation stage. The mineralising effect of steam can be appreciated in the larger grains in the former sample. Histograms with the grain size distribution, constructed using five SEM photos to ensure its representativeness, are also shown. Several prior works have also shown that steam can accelerate calcination kinetics [59]. This is demonstrated in the plots included in Fig. 8, where the extent of reaction, measured during the first calcination, is plotted as a function of time for different contents of steam. This capability of steam to speed up the calcination could be exploited to decrease the temperature required to calcine limestone in the short residence times required in practice (~10 min), which would allow to save energy and help prevent high temperature-induced sintering [44]. 3.3. Influence of particle size on steam enhancement Particle size has a decisive influence on the multicycle performance Fig. 8. Extent of reaction during the first calcination as a function of time for different contents of steam. Fig. 9. a) Multicycle CaO conversion as a function of the cycle number for the different samples studied. Open symbols correspond to experiments conducted with no steam. Solid lines represent the best fit of Eq. (2) to the experimental data. b) Relative improvement as a function of the particle size. Table 3 Best-fitting parameters of Eq. (2) to the data shown in Fig. 8. CSP-CO 2 conditions X r k R 2 E3 0% 0.18 ±0.01 0.45 ±0.02 0.989 E3 3% 0.23 ±0.01 0.35 ±0.01 0.993 E60 0% 0.09 ±0.01 0.28 ±0.02 0.998 E60 3% 0.19 ±0.01 0.35 ±0.02 0.998 E400 0% 0.05 ±0.01 0.33 ±0.02 0.998 E400 3% 0.18 ±0.01 0.33 ±0.02 0.996 J. Arcenegui-Troya et al.
Journal of Energy Storage 51 (2022) 104305 7 of CaO [54]. The multicycle CaO conversion values obtained for particles with different particle sizes are shown in Fig. 9a. These experiments were carried out under CSP-CO 2 conditions, as the results in previous sections showed that steam-injection makes more attractive the operation in a closed loop to avoid costly gas separation procedures. For each particle size, the multicyclic activity was assessed in the absence of steam and with continuous injection of 3% H 2 O. The best fitting parameters of the experimental data to Eq. (2) are included in Table 3. Fig. 9b shows the relative increase in the residual conversion as a function of the particle size. The observed CaO conversion values decrease with the particle size. At the CaL-CSP carbonation conditions here employed, the CaCO 3 layer rapidly forming on the surface of the particles prevents the CO 2 from reaching the unreacted core of the particle [57]. For the small particles, the ratio between the surface area and the volume is higher; therefore, the fraction of CaO that remains occluded and inactive during the carbonation stage is necessarily smaller. Thus, the correspondingly higher values of conversion. The effect is more significant for particles sizes below 15 μ m [54]. This correlation between particle size and conversion is evident in the plots in Fig. 9a. Nonetheless, the use of small particles on an industrial scale would entail some drawbacks. The residence time of a particle in a cyclone strongly depends on its size, and collection efficiency significantly decays for particle sizes below 10 μ m [60,61]. Moreover, powder flowability at high temperature is significantly hindered as particle size is decreased [55,56]. On the other hand, albeit several types of reactors, such as entrained cyclone or stacked bed-rotary kiln have been considered, often the thermochemical energy storage of concentrated solar power is proposed to be performed in fluidized bed reactors [62–64]. It has been found that the optimum size in pilot plants based on fluidized bed reactors ranges from 100 μ m to 300 μ m [65,66]. Thereby the interest in assessing the effect of steam on the multicycle activity displayed by large particles. As seen in Fig. 9a, the multicycle activity of sample E400 is notably improved by the steam addition, increasing its residual conversion from 0.05 ±0.01 to 0.18 ±0.01. Actually, the multicyclic performance of the sample E400 in the presence of steam improves the activity exhibited by E3 with no steam. These results demonstrate that the addition of steam would allow the use of larger particles while limiting the reduction in CaO multicycle conversion. 4. Conclusions In this work, we have studied the influence of steam on the multicycle performance of limestone samples as depending on the particle size, under experimental conditions compatible with a CaL-CSP integration. The results demonstrate that steam is beneficial when it is injected throughout the cycle or just during the calcination stage, while the effect is neutral when it is added solely during the carbonation stage. During calcination, steam promotes a more porous microstructure on the nascent CaO. The impact of calcining in the presence of steam during calcination is more beneficial for larger particles, more susceptible to significant pore-plugging deactivation. As expected, due to the harsh conditions endured in CSP-CO 2 tests, where calcination was carried out under high CO 2 concentration, the values of conversion attained in CSP-N 2 conditions (calcination under N 2 at moderate temperature) are higher. Conversely to what occurs in CSP-CO 2 tests, where the improvement caused by steam seems to reach a limit, the positive effect of steam under CSP-N 2 is further promoted as the concentration of steam is increased. Remarkably, the value of residual conversion achieved with 3% steam in CSP-CO 2 tests is higher than that obtained in tests conducted under CSP-N 2 with no steam. Thus, using steam would allow overcoming the drawbacks associated with the deactivation of the material as a consequence of pore plugging, which would allow operating the CaL-CSP integration in a closed CO 2 cycle working in these latter conditions and thus circumventing the technical issues derived from to CO 2 /N 2 gas separation. Remarkably, calcination under 3% steam boosts the multicycle activity of limestone particles with sizes around 400 μ m, whose performance under dry conditions is seriously limited by pore plugging, obtaining values of conversion similar to those achieved with the smallest particles used in this work when no steam is injected. Thus the injection of steam in the calcination stage would serve to use limestone powders of relatively large particle size, best suited for the practical application as compared with fine powders. CRediT authorship contribution statement Juan Arcenegui-Troya: Conceptualization, Formal analysis, Investigation, Writing - Original Draft, Visualization. Pedro Enrique S´ anchez-Jim´ enez: Conceptualization, Resources, Writing - Original Draft, Visualization, Supervision. Antonio Perej´ on: Conceptualization, Resources, Visualization, Supervision. Jos´ e Manuel Valverde: Conceptualization. Luis Allan P´ erez-Maqueda: Conceptualization, Resources, Visualization, Supervision, Funding acquisition. Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper. Acknowledgements This work has been supported by the Spanish Government Agency Ministerio de Economía y Competitividad-FEDER (contracts CTQ2017- 83602-C2-1-R and -2-R) and Junta de Andalucía and Universidad de Sevilla (Programa Operativo FEDER Andalucía 2014–2020, projects P18-FR-1087 and US-1262507). We acknowledge the funding received by the European Union's Horizon 2020 research and innovation programme under grant agreement No. 727348, project SOCRATCES. Financial support received from Junta de Andalucıa-Consejerıa de Economıa, Conocimiento, Empresas y Universidad via a postdoctoral fellowship with reference DOC_00044 is also acknowledged. References [1] X. Peng, T.W. 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