Anup
Rana
a,
Leandro
Cid Gomes
a,
João S.
Rodrigues
a,
Dalia M. M.
Yacout
b,
Hugo
Arrou-Vignod
a,
Johan
Sjölander
a,
Nathalie
Proos Vedin
a,
Ouissam
El Bakouri
a,
Karin
Stensjö
a,
Peter
Lindblad
a,
Leena
Andersson
c,
Cecilia
Sundberg
*b,
Mathias
Berglund
*c,
Pia
Lindberg
*a and
Henrik
Ottosson
*a
aDepartment of Chemistry – Ångström Laboratory, Uppsala University, Box 523, 751 20 Uppsala, Sweden. E-mail: henrik.ottosson@kemi.uu.se; pia.lindberg@kemi.uu.se
bDepartment of Energy and Technology, Swedish University of Agricultural Sciences (SLU), 750 07 Uppsala, Sweden. E-mail: cecilia.sundberg@slu.se
cRISE Research Institutes of Sweden, Brinellgatan 4, Box 857, 501 15 Borås, Sweden. E-mail: mathias.berglund@ri.se
First published on 7th November 2022
The hemiterpene isoprene is a volatile C5 hydrocarbon with industrial applications. It is generated today from fossil resources, but can also be made in biological processes. We have utilized engineered photosynthetic cyanobacteria for direct, light-driven production of bio-isoprene from carbon dioxide, and show that isoprene in a subsequent photochemical step, using either near-UV or simulated or natural solar light, can be dimerized into limonene, paradiprene, and isomeric C10H16 hydrocarbons (monoterpenes) in high yields under photosensitized conditions (above 90% after 44 hours with near-UV and 61% with simulated solar light). The optimal sensitizer in our experiments is di(naphth-1-yl)methanone which we use with a loading of 0.1 mol%. It can also easily be recycled for subsequent photodimerization cycles. The isoprene dimers generated are a mixture of [2 + 2], [4 + 2] and [4 + 4] cycloadducts, and after hydrogenation this mixture is nearly ideal as a drop-in jet fuel. Importantly the photodimerization can be carried out at ambient conditions. However, the high content of hydrogenated [2 + 2] dimers in our isoprene dimer mix lowers the flash point below the threshold (38 °C); yet, these dimers can be converted thermally into [4 + 2] and [4 + 4] dimers. When hydrogenated these monoterpenoids fully satisfy the criteria for drop-in jet fuels with regard to energy density, flashpoint, kinematic viscosity, density, and freezing point. Life-cycle assessment results show a potential to produce the fuel in an environmentally sustainable way.
Today, there are different technologies and feedstock alternatives to conventional jet fuels.4–6 An emerging route to biofuels goes via direct production of hydrocarbons by engineered photosynthetic microorganisms, such as algae or cyanobacteria.7–10 Cyanobacteria are photosynthetic bacteria which grow on water, minerals, and CO2 from the atmosphere, using sunlight as their energy source. Many cyanobacterial strains are amenable to genetic engineering, by which new pathways may be introduced leading to generation of specific target products, and thus, they are ideal hosts for biotechnological production of sustainable fuels.11–13
Fossil-based jet fuels consist mostly of C8–C16 hydrocarbons. More explicitly, they are mixtures of n-, iso- and cyclo-alkanes, small aromatics (<25%) and alkenes (<5%).14,15 The fuel should be a proportional mixture of these compounds in order to follow the strict requirement for jet-fuels in terms of energy density, freezing point, and viscosity. In one typical jet fuel, JP-8, the proportion of C10 hydrocarbons is ∼21%.16 Hydrogenated monoterpenes (C10) and sesquiterpenes (C15) have long been considered as potential jet fuels due to their low viscosity and high energy density. Limonane (hydrogenated limonene) has been in focus among hydrogenated monoterpenes because of its availability from biomass fermentation and the low estimated cost of the resulting fuel (∼0.73 USD per L).17 Sesquiterpenes, e.g. bisabolene, farnesene and epi-isozizaene, are also molecules with potential utility.17–19
While biotechnological production of monoterpenes and sesquiterpenes has been demonstrated in various microorganisms, the toxicity of these compounds to the cells is often problematic.20 Mono- and sesquiterpenoids tend to accumulate in the biological membranes, due to their hydrophobic nature, and interfere with their integrity and function.21 On the other hand, smaller hydrocarbons, e.g., alkenes such as iso-butene and the 5-carbon-atom hemiterpenoids, are more volatile and tend to easily escape through the cell membranes.22,23 Their diffusion to the extracellular environment makes them less toxic to the cells and their harvest/capture is less costly since there is no need for cell disruption. We, therefore, suggest a two-step procedure in which these small volatile hydrocarbons (C5 and smaller) are produced photobiologically, followed by their photochemical oligomerization in a second separate step. Isoprene is a volatile five-carbon hydrocarbon and can be an ideal precursor. It contains CC double bonds which are useful as sites for (photo)oligomerization, and its production by photosynthetic engineered cyanobacteria has been demonstrated.22,24–27 Thus, even while there is at present no fully developed technology that could produce them on a commercial scale, hydrogenated isoprene oligomers could be ideal as drop-ins replacing presently used aviation fuels. To realize a production process of this type of fuel at scale will require process development to reach environmental as well as economic sustainability, both of which will be absolute requirements for commercialization of new types of sustainable aviation fuels.
There are already well-established chemical methods using heterogeneous catalysts common in industry for oligomerization of alkenes and dienes,28 which require high temperatures and pressures. Recently, Harvey and co-workers reported iron-catalyzed dimerization processes of alkenes and dienes, including isoprene, that run at ambient temperature and pressure and that produce [2 + 2] and [4 + 4] cycloadducts (Fig. 1).29,30 Interestingly, the hydrogenated [4 + 4] dimers of isoprene have better fuel properties compared to conventional jet fuels (Jet-A), and a life-cycle assessment and technoeconomic analysis showed that the process can be further improved to reduce cost and emission to compete within the sustainable aviation fuel sector.31 The [2 + 2] oligomerization of isoprene was not selective for dimers since also trimers and tetramers were formed in significant amounts. Recently, it was also reported that [4 + 2] and [2 + 2] isoprene dimers are formed upon heating at 200 °C, representing a viable route to drop-in sustainable aviation fuels.32
![]() | ||
Fig. 1 (A) The two iron-based catalysts by Harvey and co-workers,29,30 and (B) the catalyzed oligomerization of isoprene. (C) Photochemical dimerization of isoprene which resulted in the formation of [2 + 2], [4 + 2] and [4 + 4] photodimers.33 Bonds formed in the reaction are marked in red. |
We have explored to what extent isoprene can be dimerized photochemically through triplet sensitizers using as mild conditions as possible, ultimately with solar light and in ambient conditions. The photochemical dimerization of isoprene was reported already in the 60s by Hammond, Turro and Liu using benzophenone (5 mol%) as photosensitizer (Fig. 1C), leading to 65% conversion to isoprene dimers when irradiated for five days in a sealed tube.33 Interestingly, the composition of the dimer mixtures, i.e., the distribution of [2 + 2], [4 + 2] vs. [4 + 4] cycloadducts, depended on the triplet energies of photosensitizers,34 yet importantly, trimers and longer oligomers were not formed. Combined with photosynthetic generation of isoprene from CO2, this could provide for sustainable production of hydrocarbons for jet fuels. Here it can be noted that there are only a few earlier studies on the direct production of jet fuels from CO2.35–37 An inexpensive heterogeneous Fe–Mn–K catalyst prepared by the organic combustion method was utilized for direct conversion of CO2 to jet fuel range hydrocarbons, with a yield of 17% for such hydrocarbons when run at 300 °C and 1 MPa for 20 hours,37 thus requiring a rather large energy input. Recently, a model of thermochemical solar fuel production has been demonstrated where CO2 and H2O were captured from ambient air in a process that will be suitable for fuel production in desert regions.38 Yet, we seek a process that requires as modest energy input as possible. Hence, we now report on the first formation of C10 hydrocarbons, suitable as jet fuel drop-ins after hydrogenation, in a combined two-step photobiological–photochemical approach with CO2 as carbon source and with light, either as (simulated) solar or ambient light, as the predominant energy source for the process.
To ensure a sustainable production route, a system analysis perspective is needed as it allows us to understand the different impacts of the product throughout its entire life cycle.39 Today, life cycle assessment (LCA) is employed as the main decision-support tool for implementing renewable energy technologies using a holistic framework,40–42 and several earlier studies have assessed the environmental impacts of biofuel production from microalgae using LCA.43–51 Furthermore, it has been shown that algae-derived biodiesel is the most efficient alternative in terms of land use as it avoids competition with food crops.52,53 The environmental impacts of producing cyanobacteria-based biofuels have also been assessed.42,44,54 Both Luo et al. and Quiroz-Arita et al. employed LCA to assess the life cycle energy and greenhouse gas (GHG) emissions of ethanol production via cyanobacteria,44,54 and revealed that the ethanol purification process was the main energy consumer and a significant contributor to the carbon footprint of the process. Nilsson et al. assessed the environmental impacts of photosynthetic butanol production by genetically engineered cyanobacteria,42 and found that in order to displace fossil fuels using butanol produced by cyanobacteria, significant metabolic engineering-based improvements in carbon and energy conversion efficiencies per cell are needed.
As the process reported herein is based on a volatile product which spontaneously separates from the cell culture, we can eliminate the energy requiring distillation or processing of biomass, in contrast to ethanol and larger alcohols as well as direct biodiesel production. Our combined photobiological and photochemical process thus avoids the costly and energy intensive cell disruption and organic extraction procedures required for bioproduction of non-volatile aviation fuels.55,56 The process resembles a previously envisioned strategy on catalyzed oligomerization of ethylene produced by cyanobacteria, which was explored in a technoeconomic analysis study and revealed to yield economically viable biofuels in the long term.57 We used LCA to assess the different environmental impacts of jet fuel production through the combined photobiological–photochemical route in order to identify the hot spots and improvement options. Our results should aid the further development of the novel emerging technology presented herein as it pinpoints the hurdles that need to be addressed, and thus, enable a faster realization of the technology at a large scale.
Here, we have used the engineered Synechocystis cells for photosynthetic production of isoprene in small-scale cultures. 20 mL of cyanobacterial culture were grown for four days in sealed 60 mL culture tubes under a constant illumination of 50 μmol photons m−2 s−1, with addition of 50 mM NaHCO3 to the culture medium. Thereafter, the headspace gas was drawn through 20 mL of cold heptane to capture produced bio-isoprene from the cultures (Fig. 2B). Isoprene concentrations in the gas phase of the cultures were determined by gas chromatography comparing to an isoprene standard, before and after capturing of the gas phase. For further experimental details, see Fig. S1, ESI.†
We achieved an isoprene titre of 1.60 mg L−1 culture after four days of cultivation under the abovementioned conditions. After capturing the isoprene in heptane in our customized trapping setup, the equivalent of 935 μg L−1 of culture remained in the cultivation tube, which translates into a capture efficiency of 41.4% (Fig. S2 and Table S1, ESI†). A second cycle of trapping resulted in the capture of ca. 490 μg L−1 culture and a higher efficiency (52.4%), for a combined trapping efficiency of ca. 70%. Additionally, we achieved higher capture efficiencies in a single trapping step for other tests, reaching as high as 89% of the isoprene produced. The bio-isoprene trapped in the heptane of the collector tubes was then used for the photochemical dimerization experiments (see section below on Photodimerization of bio-isoprene).
Throughout the experiments, we observed variability in the isoprene production by the engineered strain, likely due to genetic instability of the expression constructs. In order to improve long-term isoprene production, we therefore generated another strain of Synechocystis, where the genetic constructs conferring ability to produce isoprene are expressed from the cyanobacterial chromosome rather than from a plasmid. This was achieved by integration into the slr0168 neutral site in the genome, resulting in successful expression of EgIspS from the new site (Fig. 3A).64,65 The resulting strain, ΔNS1::2MEP-EgIspS, was evaluated for stability of isoprene production. Compared to the previous strain, ΔNS1::2MEP-EgIspS presents a consistent productivity, even when seed-cultures are inoculated from cultures that have been kept growing for several weeks (data not shown).
![]() | ||
Fig. 3 Integration of isoprene expression construct into the Synechocystis genome and cultivation with intermittent collection of the headspace. (A) Genetic map showing the inserted DNA construct in strain ΔNS1::2MEP-EgIspS. Ptrc – trc promoter; BCD2 – bicistronic device 2; Strep-sIpi – codon-optimized gene encoding N-strep-tagged IPI from Synechocystis; RBS* – ribosome binding site; Strep-Cfdxs – codon-optimized gene encoding N-strep-tagged DXS from C. forskohlii; EgIspS-FLAG – codon-optimized gene encoding C-FLAG-tagged IspS from E. globulus; Ptrc2O – synthetic variant of Ptrc;66 KmR – resistance cassette against kanamycin. (B) Culture appearance during six days of cultivation with different venting regimes. (C) Cumulative isoprene production during the six-day experiment. In (B) and (C), ‘12 h’, ‘24 h’, ‘48 h’ and ‘72 h’ denote the different intervals at which the respective cultures were opened for venting the gas phase. Error bars represent standard deviations of two biological replicates. |
Furthermore, since the isoprene production is performed in closed vessels where isoprene accumulates in the headspace, we hypothesized that over time the concentration of isoprene and oxygen in the culture tubes may become inhibitory for cell growth and productivity. We therefore performed a set of experiments where the headspace gas was vented from the cultures at different intervals. In these experiments, closed cultures of ΔNS1::2MEP-EgIspS were grown for 6 days with sampling and removal of the gas phase at 12, 24, 48 or 72 hours intervals, and growth and isoprene production was evaluated (see Fig. S3†). In cultures with more frequent venting of the gas phase (12–48 h cycles), growth as well as productivity continued for a longer time period, and total cumulative isoprene production and rates of production were higher than in cultures in which the headspace was vented every 72 h (Fig. 3B, C and Table S2, ESI†). Regardless of the periodicity of these cycles, the cumulative amounts of isoprene were always higher than when no cycling was applied. These results are in agreement with previous reports on butanol and isobutanol production in cyanobacteria, where semi-continuous cultivation with frequent dilution resulted in prolonged and enhanced productivity of the cultures.67,68 While challenges remain regarding the details of how the downstream process for separation of product and biomass would be performed efficiently at scale, the strategy of continuous or fed-batch cultivation with frequent product removal is thus a potential avenue for developing the isoprene production process on larger scale.
![]() | ||
Fig. 4 The photosensitizers used in this study as well as isoprene, and in parenthesis, their experimental triplet energies (kJ mol−1, in red) and the calculated adiabatic triplet energies (kJ mol−1, in blue) at (U)B3LYP-D3/6-311+G(d,p) level.34,73–76 |
The isoprene dimers formed were characterized by 1H nuclear magnetic resonance (NMR) and gas chromatography-mass spectrometry (GCMS) analysis (Fig. S6–S9, ESI†). However, we confirmed the structure of the isomers by 1H NMR as the GC chromatograms can give erroneous results on the relative product distribution due to thermal rearrangement of the dimers (see below). Seven isomeric isoprene dimers (2–8) were observed, in line with findings reported by Hammond, Turro and Liu (Fig. 1C and Fig. S9, ESI†).33 It was also proposed by Hammond and Liu that cyclooctadienes 7 and 8 might have resulted from thermal rearrangements in the GC,77 but our 1H NMR data of the isoprene dimers (purified by silica gel column by using pentane as eluent) reveals that these two dimers originate from photoinitiated dimerization and cyclization. Here it can be noted that the distribution of the various isomers depends on the E(T1)'s of the photosensitizers used. It is also noteworthy that trace amounts of isoprene trimers were formed, but not any longer oligomers (Fig. S7, ESI†).
The screening of the photosensitizers was performed by using 2 mol% loading, unless otherwise mentioned in Table 1. Depending on the photosensitizer, with the quartz tube setup (∅ 13 mm, Fig. S5, ESI†) we observed 8–41% conversion to isoprene dimers with di(naphthalen-1-yl)methanone 12 giving the highest conversion. A control experiment carried out without photosensitizer clarified its crucial role as the conversion dropped to 0.5% after 44 h of irradiation with λ = 365 nm (Fig. S10, ESI†).
Photosensitizer | Loading of photosensitizer (mol%) | Isolated yield (%) | Loading of photosensitizer (mol%) | Isolated yield (%) |
---|---|---|---|---|
a The actual loading was lower due to poor solubility of the sensitizer in isoprene. | ||||
— | 0 | 0.5 | — | — |
9 | 2 | 36 | 0.1 | 22 |
10 | (0.4)a | 8 | 0.1 | 12 |
11 | (0.1)a | 32 | 0.1 | 32 |
12 | 2 | 44 | 0.1 | 42 |
13 | (0.3)a | 34 | 0.1 | 28 |
14 | (0.3)a | 21 | 0.1 | 28 |
15 | 2 | 11 | 0.1 | 5 |
Interestingly, the efficiency of the three dinaphthylmethanone isomers (12–14) to convert isoprene to its dimers varied from 21 to 44% due to the positional effect of naphthyl groups. Thus, the isomeric dinaphthylmethanones (12) acts as a better photosensitizer than benzophenone (9), while similar yield of isoprene dimers could be obtained with 13, and comparably the lowest yield could be obtained when 14 was used. If we compare the relative absorbance of the benzophenone (9) and the three dinaphthylmethanone isomers (12–14) at 365 nm, the maximum molar extinction coefficient is observed for 13 and minimum for 9 (Fig. S11 and S12, ESI†), and from the E(T1)'s of 12–14 (Fig. 4) it is clear that 12 is the dinaphthylmethanone with a triplet energy closest to that of isoprene. Additionally, the absorption tails of the dinapthylmethanones go beyond 400 nm, which possibly enable solar light photosensitization. As a result, the isoprene photodimerizations using dinaphthylmethanone sensitizers can be run with very low sensitizer loadings and as they absorb solar irradiation, it is apparent that particularly 12 is a suitable photosensitizer.
The yields of isoprene dimers when xanthone 10 and thioxanthone 11 were used as photosensitizers were significantly lower as compared to when benzophenone (9) was used, and we initially considered this to arise from their poor solubility in neat isoprene. To improve the solubility, we designed and synthesized 3,6-di(octyloxy)xanthenone (15) with solubilizing alkyl groups (for synthesis see ESI†). Yet, despite an improved solubility, the improvement in the isoprene-to-dimer conversion is minute (from 8 to 11%). Instead, the higher E(T1) of both 10 and 15 compared to 9 may cause less efficient triplet energy transfer to isoprene and, consequently, a less efficient isoprene dimerization. Indeed, the calculated triplet energy of 15 is higher than that of 10 by 10.9 kJ mol−1, revealing that substitution allows for further tailoring of xanthone-type sensitizers, similarly as recently reported by Booker-Milburn and co-workers.78
Further improvement of the photodimerization was carried out in modified reaction setups. We first used a fluorinated ethylene propylene polymer (FEP) tubing (outer diameter: 3.2 mm, ∼120 mL loop size) coiled around a water-cooled jacketed beaker (Fig. S13, ESI†). The FEP tubing setup extensively increased the surface area for the incident light, which in turn improved the light absorption. The water-cooled beaker also allows the reaction to run at ∼10 °C which, with a setup which is not fully sealed, prevents evaporation of the volatile and flammable isoprene. With this setup and with 0.1 mol% of loading of 12, we observed 89% yield of isoprene dimers (120 mL scale) when photo-irradiated for 44 h.
We further scaled up the reaction to 400 mL by using wider FEP tubing (outer diameter: 7.9 mm) coiled around the water-cooled jacketed beaker (Fig. S13, ESI†) and we observed a 48% yield of isoprene dimers when using the reaction conditions described above. Here, the lower yield can be attributed to the increased FEP tube diameter which prohibits an equal light distribution over the width of the tube. The yield of the isoprene dimers in the current larger-scale set up could be improved by employing efficient mixing and by using light source with higher intensity.
The isomer distribution between the isoprene dimers, as quantitatively determined through the 1H NMR spectrum, were found to be: 2 (16.1%), 3 (16.5%), 4 (10.7%), 5 (20.8%), 6 (21.8%), and 7 and 8 (14%) (Fig. S14, ESI†). Therefore, the major fraction of the dimers consists of [2 + 2] isoprene cycloadducts (43.3%), in accordance with the ratios observed by Liu et al.34 The lower triplet energy of dinapthylmethanone 12 than of 9 leads to preferential activation of s-cis isoprene, resulting also in high amounts of [4 + 2] cycloadducts (42.6%). The isoprene dimers and photosensitizer 12 could easily be separated by passing through a short silica gel column by using pentane as eluent or by distillation under reduced pressure (65 °C at ∼0.1 mmHg).
The isoprene dimers could be stored at 4 °C for a few months without noticeable decomposition (Fig. S15, ESI†). However, the conversion of kinetically stable [2 + 2] photodimers to the other thermodynamically more stable dimers was observed after a few months in storage (Fig. S16, ESI†) or upon heating over 100 °C in air. Also noteworthy is that under ambient conditions the photodimers tend to convert slowly over time to the corresponding immiscible epoxides and alcohols (Fig. S17 and S18, ESI†).
Now, can the photochemical formation of isoprene dimers be run under ambient atmosphere? To explore this, we analyzed the photodimerization with the aforementioned setup (120 mL) and photosensitizer content for 44 h under ambient conditions and we observed the same yield (86%) as before. The improved photosensitizing efficiency of 12 compared to benzophenone 9 is attributed to the higher absorption at 365 nm (Fig. S11, ESI†), lowest triplet energy difference as well as higher photodimerization quantum yield (ϕ = 0.91 for the dinaphthyl methanone 12versus ϕ = 0.43 for benzophenone 9, see ESI† for details). It is also noteworthy that 12 is straightforwardly synthesized in a one-pot reaction using readily available and inexpensive reagents, and after the photoirradiation it can easily be recovered (up to 95%), purified, and then used for another cycle. Finally, very low amounts of 12 as photosensitizer (0.1 mol% loading) are needed, which together with its recyclability, should significantly reduce the cost for large-scale production of isoprene dimers.
Using flat spiral coils (4 mL and 50 mL, Fig. 5 and S24†) and 0.1 mol% of 12, the isoprene dimerization was also tested outdoors in sunlight (Uppsala, Sweden 59°51′09.5′′N 17°39′19.9′′E, approximately 30 m above sea level on May 30–31, 2020 and September 1–2, 2021). In both experiments we observed 17% yields after a total sunlight exposure time of 20 h (Fig. S24 and S25, ESI†). These results are qualitative since reduction in light intensity due to clouds was not considered and as the solar light intensity varies over the day and locations. Thus, the experiments demonstrate that the formation of isoprene dimers under sunlight irradiation is achievable. Furthermore, the higher yield that can be estimated after 20 h in the solar simulator (28%) can be rationalized by the fact that the solar simulator has a higher relative intensity in the 350–400 nm range when compared to natural solar irradiation (see Fig. S22, ESI†).
![]() | ||
Fig. 6 (A) Gas chromatogram showing peaks of bio-isoprene dimers (for the relationship between peaks and isomer types and full chromatograms, see Fig. S26, ESI†). (B) The average mass spectrum for the region RT = 2.392 to 3.623 min, for bio-isoprene solution in heptane. The reaction was photosensitized by dinaphthylmethanone 12 (0.02 M, heptane). The sample was irradiated under simulated sunlight, xenon lamp (1 sun, AM 1.5G, 24 h, flat spiral coil). |
![]() | ||
Fig. 7 The various steps in the reaction mechanism for the formation of the cyclic isoprene dimers (steps 1 to 6) and trimers (steps 7 and 8) with the lowest activation energies at UB3LYP/6-311G(d,p) level. ISC = intersystem crossing. For further details see the ESI,† Section S6. |
So why is further oligomerization hampered? As the bis(allyl) radical pairs are composed of two allyl radicals which are internally stabilized through π-conjugation, they will be less reactive than triplet state isoprene which can be described as one allyl radical and one reactive methyl radical fragment. Thus, the rate for the addition of the bis(allyl) radical pair to an isoprene in its S0 state, leading to a trimer bis(allyl) radical pair, should be slow (step 7). Indeed, the lowest activation barrier for the addition of the bis(allyl) radical pair to an S0 state isoprene is 83 kJ mol−1, significantly higher than the addition of a T1 state isoprene to an S0 state isoprene (56 kJ mol−1 as seen above). A second potential route to trimers goes via addition of an T1 state isoprene to a C–C double bond of a cycloadduct (step 8), but this process should also be slow as it leads from a single carbon-centered radical to another. For this process we find a lowest calculated activation energy of 79 kJ mol−1. Together with the fact that the ring-closure of the dimer bis(allyl) radical pair is a unimolecular reaction in contrast to the bimolecular reaction to trimer bis(allyl) radical pair, this explains why the further oligomerization to trimers, tetramers, etc. is not competitive with the closure of the bis(allyl) radical pair to the cyclic dimers observed.
Finally, since the combined portions of isoprene dimers that are either [2 + 2] and [4 + 4] cycloadducts make up more than half of the dimer mix, we also tested a T1 state concerted mechanism that would involve a transition state with a cyclic array of 4n electrons stabilized by through-space Baird-aromaticity,80–82 however, we could not locate such a pathway. For further discussions, see ESI.†
For this mixture of hydrogenated isoprene dimers, we determined the key fuel properties, i.e., the net heat of combustion (NHOC), kinematic viscosity, density, and flash point (Table 2). The measured density of HID-1 is 0.77 g mL−1 at 15 °C (Table S7 and Fig. S40, ESI†) which matches well with the lower required density of Jet-A. The density of the fuel is lower than that of dimethylcyclooctanes (DMCO) due to the presence of high amounts of isomers with cyclobutane rings. Moreover, the hydrogen content of the HID-1 (14.37%) is significantly higher than that of Jet-A due to the absence of aromatic and unsaturated moieties, which eventually gives a higher gravimetric NHOC value and produce clean burn without soot formation. The gravimetric NHOC is an important parameter for a jet fuel, and it should be above 42.8 MJ kg−1 according to the standard specification for jet fuels.29 Additionally, the volumetric NHOC value of HID-1 is higher than that of conventional jet fuels (Jet-A). For the two C10 hydrocarbons (18, 19, 25 and 26) in Fig. 8 which have experimentally determined NHOC,16,29 we find that computed values calculated with a DFT-based procedure by Major and co-workers62 are in good agreement (for a further description of the method see the caption Fig. 8 and the ESI†). Thus, based on the computed NHOC of the C10H20 hydrocarbons contained in HID-1 we can also conclude that their energy contents are in line with expected for aviation fuel.
![]() | ||
Fig. 8 Computed and experimentally determined net heat of combustion (NHOC) values for a few C10 hydrocarbons that exist in the Jet-A fuel and in our HID-1. Experimental values (in blue) from ref. 15 (compounds 18 and 19) and ref. 25 (compounds 25 and 26, determined as a 1![]() ![]() |
Fuel property | HID-1 | HID-2 | HID-3 | DMCO | Jet-A |
---|---|---|---|---|---|
a ASTM specification for Jet-A. Data taken from ref. 29. | |||||
Gravimetric net heat of combustion (NHOC), MJ kg−1 | 44.23 | 43.57 | 43.59 | 43.82 | >42.8 |
Density (15 °C), g mL−1 | 0.770 | 0.809 | 0.808 | 0.827 | >0.775 |
Volumetric NHOC, MJ L−1 | 34.05 | 35.25 | 35.22 | 36.22 | >33.17 |
Kinematic viscosity (−20 °C), mm2 s−1 | 1.71 | 3.16 | 2.92 | 4.17 | <8.00 |
Freezing point, °C | <−78 | <−78 | <−78 | <−78 | <−40 |
Flash point, °C | 33.5 | 38.5 | 38.5 | 50 | >38 |
Hydrogen content, % mass | 14.37 | 14.37 | 14.37 | — | >13.4 |
Additionally, we have measured the kinematic viscosity of HID-1 from −40 °C to 20 °C as it is an important parameter in terms of safety and combustion of the fuel.84 A higher viscosity leads to a poorer atomization of the fuel which leads to incomplete combustion and formation of soot, eventually reducing fuel efficiency. To achieve proper atomization and combustion of a jet fuel it is strongly recommended to have a kinematic viscosity value below 12.00 mm2 s−1 at −40 °C. Rewardingly, the kinematic viscosity of HID-1 (1.71 mm2 s−1 at −20 °C) is more than 4.5 times lower than the recommended value for conventional fuel (8.00 mm2 s−1), and it is even 2.4 times lower than that recently reported for DMCO (4.17 mm2 s−1 at −20 °C) which is closely related to the structure of the molecule (C10). The kinematic viscosity at −40 °C is 2.60 mm2 s−1 (Table S5 and Fig. S39, ESI†), which is 4.6 and 3.1 times lower when compared to Jet-A and DMCO (7.95 mm2 s−1), respectively. The lower kinematic viscosity might result from the higher portion of alkylated cyclobutane isomers over cyclooctane isomers, and it will allow the drop-in to be blended with other conventional jet fuels at any ratio.
The freezing point of the jet fuel is also crucial for the safety and the flow of the fuel at high altitudes. We assessed the freezing properties of HID-1 by placing it in a dry ice/acetone bath (−78 °C) for 1.5 h and did not observe any cloudiness or crystallization, indicating that the freezing point of HID-1 is lower than −78 °C, i.e., it is much lower than the recommended value for conventional jet fuel (−40 °C). The low freezing point of HID-1 suggests that it is possible to use as a fuel in high altitude flight. Yet, a drawback of HID-1 is the flashpoint which was found to be 33.5 °C, lower than the specified value for conventional jet fuel (38 °C). The lower flash point may limit the use of HID-1 as jet fuel surrogate due to safety issues, although the commercially available Jet-B and TS-1 have much lower flash points (−18 and 28 °C, respectively) compared to the recommended value.85 Yet, these fuels have very low freezing points allowing them to be used in extremely cold environments. The low flash point of HID-1 can be attributed to the isomers with cyclobutane rings as these are more volatile.
![]() | ||
Fig. 9 Isomerization of the cyclic [2 + 2] isoprene dimers to plausible cyclic [4 + 4] and [4 + 2] isomers through thermal Cope and other rearrangements. |
When ID-1 is heated at 135 °C for 1.5 h, leading to ID-2, isomer 2 rearranges to isomers 5 and 8, where isoprene is formed as a byproduct to 5% (Fig. S34, ESI†). In order to transform all [2 + 2] isoprene dimers into [4 + 2] and [4 + 4] isomers the temperature had to be elevated to 160 °C for 4 h, giving ID-3. Yet, in this case the amount of isoprene formed through a back-reaction increased to 11%, even though 3 and 4 after prolonged heating remained in the post-modified ID-3 in trace amounts of 1% and 2%, respectively (Fig. S35, ESI†). It is worth noting that the post-modification of ID-1 can be justified, as the isoprene formed as a byproduct can be recycled. After the removal of isoprene from ID-2 and ID-3, these dimer mixtures were hydrogenated using the conditions described above leading to quantitative formation of HID-2 and HID-3 (Fig. S36–S38, ESI†). Here it is noteworthy that the hydrogenation of isoprene dimers (ID-3) could be run at 1 atm H2 pressure to obtain HIDs (HID-3) in quantitative yield. However, the reaction requires longer time (48 h) to complete and 1% p-cymene is formed due to the aromatization of limonene (Fig. S69, ESI†).
After the heat treatments, the flash points of HID-2 and HID-3 increased to 38.5 °C (Table 2), i.e., above the recommended value. The identical flash point of HID-2 and HID-3 can be rationalized as they are mixtures of hydrogenated cycloalkanes with very similar boiling points. The gravimetric NHOC values of HID-2 and HID-3 decreased to 43.57 and 43.59 MJ kg−1, respectively, lower than that of HID-1 which is explained by the reduced amounts of cyclobutane isomers in the modified HID blends. Yet, the modified HID's have higher densities (both 0.809 g mL−1 at 15 °C) (Table 2 and Table S7, Fig. S40, ESI†) which leads to higher volumetric NHOC values (35.25 and 35.22 MJ L−1, respectively). The volumetric NHOC values for modified fuels are 6.3% greater compared to conventional Jet-A (>33.17 MJ L−1), which should be an added advantage. With regard to the kinematic viscosities (3.16 and 2.92 mm2 s−1 at −20 °C for HID-2 and HID-3, respectively) HID these are higher than that of HID-1 due to their lower contents of cyclobutanes (Table 2 and Table S5, Fig. S39, ESI†). Still, the values are more than 2.5 times lower than the largest recommended values, facilitating a good atomization of the HID's when used as fuels. Finally, both modified fuels have very low freezing points (<−78 °C), enabling high altitude flight (Table 2). The easy modulation of the ID-1 to ID-2 and ID-3 should be an advantage as they after hydrogenation should be ideal as drop-ins for conventional fuels for high-altitude jet engines.
There are also further favorable features of HID-1–HID-3. Conventional jet fuels contain mixtures of aromatic compounds which have added benefits as they swell the nitrile rubber elastomer valves which helps to protect the integrity of the jet engine. However, modern elastic materials do not require the aromatic content to swell the elastomers, and recent studies have shown that cycloalkane blends have similar properties as aromatics and are able to swell nitrile rubber elastomer valves.86,87 Additionally, the content of aromatic compounds in jet fuels leads to lower NHOC values as well as formation of carbon soot during the combustion which adversely affects the lifetime of the engine. Finally, aromatic compounds in jet-fuels are major health and environmental hazards. Thus, avoidance of such compounds is favorable for these reasons, and substantial interests have been focused towards development of bio-cycloalkane based fuels that mitigate the abovementioned problems.88 The very recent review by Muldoon and Harvey further highlights the potential of bio-cycloalkane based hybrid fuels for future use in military and civilian aviation fuel industries.88 In this context it can be noted that JP-10 (exo-tetrahydrodicyclopentadiene) is a synthetic C10 cycloalkane-based missile fuel.89,90 Taken together, our jet fuel mixtures (HID-1 to HID-3), which are C10 cycloalkanes, fulfil all requirements for future, less environmentally hazardous jet fuels, they are devoid of aromatic content and have high NHOC values.
In order to develop this platform into a commercial production system which is both energetically and economically sustainable, extensive improvements in performance are necessary on several levels. For the photosynthetic production of isoprene, the conversion from solar energy and CO2 to product needs to be more efficient. This will require further engineering of the host organisms, for improved photosynthetic efficiency and increased carbon fixation as well as for increased partitioning of carbon towards product formation. Furthermore, cultivation conditions need to be optimized for cell productivity. Cultivation and harvest systems also need to be further developed. While photobioreactors are commercially produced, albeit still mostly at smaller scale, efficient harvesting of a volatile product from the culture remains a challenge to solve.
A technoeconomic analysis of ethylene production by cyanobacteria has earlier been reported,57 and it was estimated that gasoline-equivalents, produced by oligomerization of the bioethylene, could be sold at a price of $28.66 per gallon in the near-term and at a price of $5.36 in the long-term. The largest cost that determined the gasoline price was the capital investment for the photobiology reactors, followed by the electricity cost for the power intense cryogenic distillation. Isoprene, contrary to ethylene, will not require cryogenic distillation as it condenses at much higher temperatures than ethylene (−104 °C vs. +34 °C). A further difference is the subsequent oligomerization which in case of ethylene uses a Ziegler catalyst, a mature technology utilized widely within the petrochemical industry. Our photochemical dimerization of isoprene is not an established technology and needs extensive process development, yet, if carried out with natural solar light it will be much less power demanding than the catalytic approach for ethylene oligomerization. The efficiency of the photochemical step is such that we can assume that all isoprene produced photobiologically within one day can be dimerized photochemically within the same amount of time. Thus, the main limiting factor for the photoproduction is the photobiological production step.
One drawback of our first strain of cyanobacteria used for isoprene generation was genetic instability of the plasmid-borne DNA construct. We successfully circumvented this by instead inserting the genes required for isoprene production into the genome of the host cyanobacterium (Fig. 3). This enables long-term stable production of isoprene, opening the possibility for continuous cultivation of the production strain for longer time periods. In a fully developed system at large scale, fed-batch or continuous cultivation combined with continuous product removal has the potential to increase productivity of the culture, while further strain engineering to enhance the productivity per cell will also be necessary.
As described above, the photochemical dimerization can be performed to very high yields (∼90%) in batch setup using thin FEP tubing, yet the yield decreases when the tube diameter increases. Process optimization in which various conditions are varied (flow rate, irradiation intensity, tubing width, laminar vs. tubular flow, and reactor design) is required. One may also search for photosensitizers with smaller S1 − T1 energy gaps than compound 12, yet still with E(T1) above that of isoprene. Such sensitizers could absorb within the visible (blue) wavelength region of the solar spectrum where the intensity is higher and still be able to transfer the triplet energy to isoprene and initiate the dimerization.
![]() | ||
Fig. 10 Flow chart for the envisioned process. The system boundaries for the performed LCA are marked with a red line. |
The bio-isoprene produced will subsequently be dimerized photochemically, and in our modeling, we utilised the input from the lab scale experiment and scaled up to produce 1 tonne of HID-2. Upon solar irradiation of isoprene (60 h) in presence of 12 as a photosensitizer to obtained isoprene dimers in 51% yield. The unreacted isoprene is distilled off to be used in the next cycle, while the isoprene dimers are separated by distillation under reduced pressure (∼70 °C, 10 mmHg pressure). The photosensitizer is easily recovered from the residue by washing with pentane and methanol (∼95% recovery, see above), and it was therefore excluded from the LCA since merely 0.1 mol% was used in the photoreaction. Further, the isoprene dimers produced will be treated thermally at 135 °C under an inert N2 atmosphere to produce ID-2 in 92% yield. The residual isoprene produced during reaction should be distilled off and used again in the photoreaction cycle. Finally, we assume that heat-treated isoprene dimers will be hydrogenated by using 10 wt% Pd/C (0.5 mol%) and H2 to obtain HID-2 in near quantitative yield, utilised as drop-in jet fuel and storable at the production site. The product could be separated by filtration of Pd/C to obtained jet fuel. The excess hydrogen used in this process would be recycled and used in the next hydrogenation cycle. The Pd/C (10 mol%) was not included in the LCA model due to low amount of loading (0.5 mol%) and reusability of the catalyst.
The process and system boundaries modeled in the LCA are shown in Fig. 10, and all inventory data summarized in Table S9, ESI.† Results from the LCA are presented in Table S10.† The climate impact was approximately 0.7 tonne CO2 eq. per tonne biofuel (Table S10, ESI†), mainly attributed to emissions from the production of sodium nitrate used in the photobiological processes (Table S11†). For further discussion on contributions to climate impact of different process parameters, see ESI 7.1 and Table S11.† The climate impact is about 20% of that of fossil jet fuel (approx. 3.8 CO2 eq. per tonne for conventional Jet-A),96 and is at the lower end of the range from 0.6–2.7 tonne CO2 eq. per tonne biofuel found in the study by Nilsson et al.,42 which investigated the environmental impacts of cyanobacteria-produced n-butanol using three different reactors. In other studies, some investigated bio-jet fuels had the best result at 0.8 tonne CO2 eq. per tonne.31
From the assessment of the overall environmental impact we see that under the assumptions made, the production of sodium nitrate completely dominates the impacts in all environmental categories (Fig. 11 and Table S11, ESI†). This nitrate is used as a nutrient for cultivation of the cyanobacteria, and amounts to 155 kg consumed per tonne of jet fuel produced. The source of sodium nitrate in our model is the global market, and it is produced using fossil fuels. Use of alternative raw materials from waste streams as a source for nitrogen instead of sodium nitrate can be a potential solution for reducing the environmental impacts. It has been shown that cyanobacteria can grow on several such waste sources of nutrients, e.g. municipal waste water and effluents of various industries.97–100 Increasing the photosynthetic efficiency of the cyanobacteria would also reduce the overall environmental impact.
In a subsequent photochemical step, the isoprene was dimerized into cyclic C10H20 isomers in nearly quantitative yields by usage of dinapthylmethanones as photosensitizers. The photoreaction could be run under ambient conditions, facilitating a fully renewable fuel production. Our current studies reveal that rather simple modifications of the reaction setup can greatly improve the yield of the photoreaction. Combined with a careful choice of photosensitizer this enables photodimerization of isoprene by use of solar light. The isoprene dimer mixture can be further modified by heating at moderately elevated temperatures (130–160 °C), resulting in C10 hydrocarbon mixtures which after hydrogenation fulfil all criteria to function as drop-ins for conventional jet fuels. Indeed, the modified and hydrogenated isoprene dimers have better fuel properties than the commercially available Jet-A. The very low freezing points and low viscosity should make these fuels ideal for high-altitude flights.
It is usually a challenge to compare the results and environmental impacts of an emerging technology with a mature technology due to several uncertainties such as missing data, upscaling assumptions and modeling issues.101 In case of production of photosynthetic biofuels using microalgae and cyanobacteria, the process is still in its early stages and significant productivity improvements can be expected. The results of the current LCA study will assist in further improving our novel two-step technology for bio-jet fuel production from cyanobacteria. Our LCA showed an overall positive result on the environmental sustainability of our system. It was noted that the production of nutrients, in particular nitrate, dominates the environmental impact categories. Cyanobacteria can also conceivably grow well on municipal or other wastewaters as a source of nutrients, including nitrogen,97–100 something we have not included in the above model and which would likely increase sustainability.
Hence, our results described are the very first steps toward a completely renewable jet fuel generated from CO2, water and solar light, provided that cultivation is carried out outdoors and that the hydrogenation and thermal rearrangement steps also utilize renewable energy. We report on the first proof-of-principle study of a combined photobiological–photochemical approach for jet fuel production. Extensive future research and development along various lines are needed, and several different short alkenes and dienes could be useful for similar processes. At this point it is noteworthy that emerging photobiological as well as photochemical outdoor plants utilizing solar light for direct fuel production (hydrogen) exist, although there are many challenges that remain to be addressed and solved.102,103
Footnote |
† Electronic supplementary information (ESI) available. See DOI: https://doi.org/10.1039/d2gc03272d |
This journal is © The Royal Society of Chemistry 2022 |