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Bentahar J, Deschênes JS. A reliable multi-nutrient model for the rapid production of high-density microalgal biomass over a broad spectrum of mixotrophic conditions. BIORESOURCE TECHNOLOGY 2023; 381:129162. [PMID: 37178778 DOI: 10.1016/j.biortech.2023.129162] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Revised: 05/04/2023] [Accepted: 05/08/2023] [Indexed: 05/15/2023]
Abstract
The superior microalgal biomass productivities obtained under mixotrophic conditions have been widely demonstrated. However, to attain the full potential of the method, optimal conditions for biomass production and resource utilization need to be determined and successfully exploited throughout the process operation. Detailed kinetic mathematical models have often proved most efficient tools for predicting process behavior and governing its overall operation. This paper presents an extensive study for obtaining a highly reliable model for mixotrophic production of microalgae covering a wide set and range of nutritional conditions (10-fold the concentration range of Bold's Basal Medium) and biomass yields up to 6.68 g.L-1 after only 6 days. The final reduced model includes a total of five state variables and nine parameters: model calibration resulted in very small 95% confidence intervals and relative errors below 5% for all parameters. Model validation showed high reliability with R2 correlation values between 0.77 and 0.99.
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Affiliation(s)
- Jihed Bentahar
- Département de mathématiques, d'informatique et de génie, Collectif de recherche appliquée aux bioprocédés et à la chimie de l'environnement (CRABE), Université du Québec à Rimouski, 300, Allée des Ursulines, Rimouski, Québec G5L 3A1, Canada; Département des sciences des aliments, Institut sur la Nutrition et les Aliments Fonctionnels (INAF), Faculté des sciences de l'agriculture et de l'alimentation, Université Laval, 2425, rue de l'Agriculture, Québec, Québec G1V 0A6, Canada.
| | - Jean-Sébastien Deschênes
- Département de mathématiques, d'informatique et de génie, Collectif de recherche appliquée aux bioprocédés et à la chimie de l'environnement (CRABE), Université du Québec à Rimouski, 300, Allée des Ursulines, Rimouski, Québec G5L 3A1, Canada; Département des sciences des aliments, Institut sur la Nutrition et les Aliments Fonctionnels (INAF), Faculté des sciences de l'agriculture et de l'alimentation, Université Laval, 2425, rue de l'Agriculture, Québec, Québec G1V 0A6, Canada
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2
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Wang P, Zhao L, Huang Y, Qian W, Zhu X, Wang Z, Cai Z. Combined toxicity of nano-TiO 2 and Cd 2+ to Scenedesmus obliquus: Effects at different concentration ratios. JOURNAL OF HAZARDOUS MATERIALS 2021; 418:126354. [PMID: 34130160 DOI: 10.1016/j.jhazmat.2021.126354] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/24/2021] [Revised: 05/28/2021] [Accepted: 06/06/2021] [Indexed: 06/12/2023]
Abstract
The continuous release of manufactured nanomaterials (MNMs) to environments raised concerns on their combined toxicological risks with co-existing contaminants, since MNMs might severely alter the environmental behavior and fate of the contaminants. In this study, the combined toxicity of nano-sized titanium dioxide (nTiO2) and cadmium (Cd2+) to the green alga Scenedesmus obliquus and the underlying physicochemical mechanisms were investigated for the first time at different concentration ratios of Cd2+ to nTiO2 to closely mimic the realistic environment scenarios where the concentration ratios of nTiO2 to other contaminants are constantly changing. Our results suggested that under the co-exposure to different concentration ratios of Cd2+ to nTiO2, the co-exposure contaminants exhibited three different combined toxicity modes (antagonistic, partially additive, and synergistic). Specifically, antagonistic combined toxicity was observed under co-exposure to a low concentration ratio of nTiO2 to Cd2+ as the absorption by nTiO2 decreased the bioavailability of Cd2+. However, the partially additive and synergistic combined toxicity occurred when the proportion of nTiO2 in the co-exposure system was relatively high, which would mechanically and/or oxidatively damage the alga cell structures. Even worse, as a carrier of Cd2+, nTiO2 enhanced the amount of Cd2+ entering cells, which significantly enhanced the toxicity of Cd2+ to algae. Overall, we demonstrated that concentration ratios of nTiO2 to Cd2+ play an important role in determining the combined toxicity mode, which would provide a novel reference to environmental and health risk assessment of co-exposure to conventional pollutants and MNMs.
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Affiliation(s)
- Pu Wang
- Shenzhen International Graduate School, Tsinghua University, Shenzhen 518055, China
| | - Lihong Zhao
- Shenzhen International Graduate School, Tsinghua University, Shenzhen 518055, China
| | - Yuxiong Huang
- Shenzhen International Graduate School, Tsinghua University, Shenzhen 518055, China
| | - Wei Qian
- Shenzhen International Graduate School, Tsinghua University, Shenzhen 518055, China
| | - Xiaoshan Zhu
- Shenzhen International Graduate School, Tsinghua University, Shenzhen 518055, China; Southern Laboratory of Ocean Science and Engineering (Guangdong, Zhuhai), Zhuhai 519000, China.
| | - Zhenyu Wang
- Institute of Environmental Processes and Pollution Control, School of Environmental and Civil Engineering, Jiangnan University, Wuxi 2141122, China
| | - Zhonghua Cai
- Shenzhen International Graduate School, Tsinghua University, Shenzhen 518055, China
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3
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Borella L, Sforza E, Bertucco A. Effect of residence time in continuous photobioreactor on mass and energy balance of microalgal protein production. N Biotechnol 2021; 64:46-53. [PMID: 34087470 DOI: 10.1016/j.nbt.2021.05.006] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Revised: 05/25/2021] [Accepted: 05/28/2021] [Indexed: 10/21/2022]
Abstract
There is increasing interest in new protein sources for the food and feed industry and for the agricultural sector, and microalgae are considered a good alternative, having a high protein content and a well-balanced amino acid profile. However, protein production from microalgae presents several unsolved issues, as the biomass composition changes markedly as a function of cultivation operating conditions. Continuous systems, however, may be properly set to boost the accumulation of protein in the biomass, ensuring stable production. Here, two microalgae and two cyanobacterial species were cultivated in continuous operating photobioreactors (PBR) under nonlimiting nutrient conditions, to study the effects of light intensity and residence time on both biomass and protein productivity at steady state. Although light strongly affected biomass growth inside the PBR, the overall protein pool did not vary in response to irradiance. On the other hand, shorter residence times resulted in protein accumulation of up to 68 % in cyanobacteria, in contrast with green algae, where a minor influence of residence time on biomass composition was observed. Energy balance showed that light conversion to protein decreased with light intensity. Protein content was also related to energy costs for cell maintenance. In conclusion, it is shown that residence time is the key variable to increase protein content and yield of protein production, but its effect depends on the specific species.
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Affiliation(s)
- Lisa Borella
- Department of Industrial Engineering DII, University of Padova, Via Marzolo 9, 35131, Padova, Italy
| | - Eleonora Sforza
- Department of Industrial Engineering DII, University of Padova, Via Marzolo 9, 35131, Padova, Italy.
| | - Alberto Bertucco
- Department of Industrial Engineering DII, University of Padova, Via Marzolo 9, 35131, Padova, Italy
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4
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Battaglino B, Arduino A, Pagliano C, Sforza E, Bertucco A. Optimization of Light and Nutrients Supply to Stabilize Long-Term Industrial Cultivation of Metabolically Engineered Cyanobacteria: A Model-Based Analysis. Ind Eng Chem Res 2021. [DOI: 10.1021/acs.iecr.0c04887] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Beatrice Battaglino
- BioSolar Lab, Applied Science and Technology Department, Politecnico di Torino, Environment Park, Via Livorno 60, 10144 Torino, Italy
| | - Alessandro Arduino
- Istituto Nazionale di Ricerca Metrologica (INRIM), Strada delle Cacce 91, 10135 Torino, Italy
| | - Cristina Pagliano
- BioSolar Lab, Applied Science and Technology Department, Politecnico di Torino, Environment Park, Via Livorno 60, 10144 Torino, Italy
| | - Eleonora Sforza
- Department of Industrial Engineering, Università di Padova, Via Marzolo 9, 35131 Padova, Italy
| | - Alberto Bertucco
- Department of Industrial Engineering, Università di Padova, Via Marzolo 9, 35131 Padova, Italy
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5
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Uncoupling solid and hydraulic retention time in photobioreactors for microalgae mass production: A model-based analysis. Chem Eng Sci 2020. [DOI: 10.1016/j.ces.2020.115578] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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6
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Integration of Microalgae Cultivation in a Biogas Production Process from Organic Municipal Solid Waste: From Laboratory to Pilot Scale. CHEMENGINEERING 2020. [DOI: 10.3390/chemengineering4020025] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
In this study, the feasibility of integrating microalgae cultivation in a biogas production process that treats the organic fraction of municipal solid waste (OFMSW) was investigated. In particular, the biomass growth performances in the liquid fraction of the digestate, characterized by high ammonia concentrations and turbidity, were assessed together with the nutrient removal efficiency. Preliminary laboratory-scale experiments were first carried out in photobioreactors operating in a continuous mode (Continuous-flow Stirred-Tank Reactor, CSTR), to gain preliminary data aimed at aiding the subsequent scaling up to a pilot scale facility. An outdoor experimental campaign, operated from July to October 2019, was then performed in a pilot scale raceway pond (4.5 m2), located in Arzignano (VI), Italy, to assess the performances under real environmental conditions. The results show that microalgae could grow well in this complex substrate, although dilution was necessary to enhance light penetration in the culture. In outdoor conditions, nitrification by autotrophic bacteria appeared to be significant, while the photosynthetic nitrogen removal was around 12% with respect to the inlet. On the other hand, phosphorus was almost completely removed from the medium under all the conditions tested, and a biomass production between 2–7 g m−2 d−1 was obtained.
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Barbera E, Grandi A, Borella L, Bertucco A, Sforza E. Continuous Cultivation as a Method to Assess the Maximum Specific Growth Rate of Photosynthetic Organisms. Front Bioeng Biotechnol 2019; 7:274. [PMID: 31681750 PMCID: PMC6811504 DOI: 10.3389/fbioe.2019.00274] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2019] [Accepted: 10/01/2019] [Indexed: 11/24/2022] Open
Abstract
Modeling the growth of photosynthetic organisms is challenging, due to the complex role of light, which can be limiting because of self-shading, or photoinhibiting in the case of high intensities. A case of particular interest is represented by nitrogen-fixing cyanobacteria, whose growth is controlled not only by the light intensity, but also by the availability of atmospheric nitrogen in the liquid medium. The determination of the maximum specific growth rate is often affected by many variables that, in batch growth systems, may change significantly. On the other hand, in a continuous system, once the steady state is reached the values of all the process variables remain constant, including the biomass concentration and the specific light supply rate. In this work, the diazotrophic cyanobacterium Anabaena PCC 7122 was cultivated in continuous photobioreactors, to investigate the role of nitrogen, light and residence time on growth kinetics, and to retrieve the value of the maximum specific growth rate of this organism. In addition, the kinetic parameters for temperature and the half saturation constant for nitrogen (3 mg L−1) were measured by respirometric tests. Based on the results of continuous experiments, the specific maintenance rate was found to depend on the light intensity supplied to the reactor, ranging between 0.5 and 0.8 d−1. All these parameters were used to develop a kinetic model able to describe the biomass growth in autotrophic conditions. The maximum specific growth rate could hence be determined by applying the kinetic model in the material balances of the continuous photobioreactor, and resulted equal to 8.22 ± 0.69 d−1.
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Affiliation(s)
- Elena Barbera
- Interdepartmental Center Giorgio Levi Cases, University of Padova, Padova, Italy.,Department of Industrial Engineering DII, University of Padova, Padova, Italy
| | - Alessia Grandi
- Interdepartmental Center Giorgio Levi Cases, University of Padova, Padova, Italy
| | - Lisa Borella
- Department of Industrial Engineering DII, University of Padova, Padova, Italy
| | - Alberto Bertucco
- Department of Industrial Engineering DII, University of Padova, Padova, Italy
| | - Eleonora Sforza
- Interdepartmental Center Giorgio Levi Cases, University of Padova, Padova, Italy
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Albarello A, Simionato D, Morosinotto T, Bezzo F. Model-Based Optimization of Microalgae Growth in a Batch Plant. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b00270] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- A. Albarello
- CAPE-Lab (Computer-Aided Process Engineering Laboratory) and PAR-Lab (Padova Algae Research Laboratory), Department of Industrial Engineering, University of Padova, via Marzolo 9, 35131 Padova, Italy
| | - D. Simionato
- TMCI Padovan SpA, via Caduti del Lavoro 7, 31029 Vittorio Veneto, Italy
| | - T. Morosinotto
- PAR-Lab (Padova Algae Research Laboratory), Department of Biology, University of Padova, via U. Bassi 58/B, 35131 Padova, Italy
| | - F. Bezzo
- CAPE-Lab (Computer-Aided Process Engineering Laboratory) and PAR-Lab (Padova Algae Research Laboratory), Department of Industrial Engineering, University of Padova, via Marzolo 9, 35131 Padova, Italy
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9
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Sforza E, Pastore M, Barbera E, Bertucco A. Respirometry as a tool to quantify kinetic parameters of microalgal mixotrophic growth. Bioprocess Biosyst Eng 2019; 42:839-851. [DOI: 10.1007/s00449-019-02087-9] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2018] [Accepted: 01/30/2019] [Indexed: 10/27/2022]
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10
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Barbera E, Sforza E, Musolino V, Kumar S, Bertucco A. Nutrient recycling in large-scale microalgal production: Mass and energy analysis of two recovery strategies by process simulation. Chem Eng Res Des 2018. [DOI: 10.1016/j.cherd.2018.02.028] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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11
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Janoska A, Vázquez M, Janssen M, Wijffels RH, Cuaresma M, Vílchez C. Surfactant selection for a liquid foam-bed photobioreactor. Biotechnol Prog 2018; 34:711-720. [PMID: 29388352 DOI: 10.1002/btpr.2614] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2017] [Revised: 01/15/2018] [Indexed: 11/05/2022]
Abstract
A novel liquid foam-bed photobioreactor has been shown to hold potential as an innovative technology for microalgae production. In this study, a foam stabilizing agent has been selected which fits the requirements of use in a liquid foam-bed photobioreactor. Four criteria were used for an optimal surfactant: the surfactant should have good foaming properties, should not be rapidly biodegradable, should drag up microalgae in the foam formed, and it should not be toxic for microalgae. Ten different surfactants (nonionic, cationic, and anionic) and two microalgae genera (Chlorella and Scenedesmus) were compared on the above-mentioned criteria. The comparison showed the following facts. Firstly, poloxameric surfactants (Pluronic F68 and Pluronic P84) have acceptable foaming properties described by intermediate foam stability and liquid holdup and small bubble size. Secondly, the natural surfactants (BSA and Saponin) and Tween 20 were easily biodegraded by bacteria within 3 days. Thirdly, for all surfactants tested the microalgae concentration is reduced in the foam phase compared to the liquid phase with exception of the cationic surfactant CTAB. Lastly, only BSA, Saponin, Tween 20, and the two Pluronics were not toxic at concentrations of 10 CMC or higher. The findings of this study indicate that the Pluronics (F68 and P84) are the best surfactants regarding the above-mentioned criteria. Since Pluronic F68 performed slightly better, this surfactant is recommended for application in a liquid foam-bed photobioreactor. © 2018 American Institute of Chemical Engineers Biotechnol. Prog., 34:711-720, 2018.
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Affiliation(s)
- Agnes Janoska
- AlgaePARC, Bioprocess Engineering, Wageningen University and Research, Wageningen, 6700AA, The Netherlands
| | - María Vázquez
- Algal Biotechnology Group, University of Huelva, Edificio CIDERTA, Parque Huelva Empresarial S/N, Huelva, 21007, Spain
| | - Marcel Janssen
- AlgaePARC, Bioprocess Engineering, Wageningen University and Research, Wageningen, 6700AA, The Netherlands
| | - René H Wijffels
- AlgaePARC, Bioprocess Engineering, Wageningen University and Research, Wageningen, 6700AA, The Netherlands.,Faculty of Biosciences and Aquaculture, Nord University, Bodø, N-8049, Norway
| | - María Cuaresma
- Algal Biotechnology Group, University of Huelva, Edificio CIDERTA, Parque Huelva Empresarial S/N, Huelva, 21007, Spain
| | - Carlos Vílchez
- Algal Biotechnology Group, University of Huelva, Edificio CIDERTA, Parque Huelva Empresarial S/N, Huelva, 21007, Spain
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12
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de Farias Silva CE, Sforza E. Carbohydrate productivity in continuous reactor under nitrogen limitation: Effect of light and residence time on nutrient uptake in Chlorella vulgaris. Process Biochem 2016. [DOI: 10.1016/j.procbio.2016.09.015] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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13
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Koller AP, Löwe H, Schmid V, Mundt S, Weuster-Botz D. Model-supported phototrophic growth studies with Scenedesmus obtusiusculus
in a flat-plate photobioreactor. Biotechnol Bioeng 2016; 114:308-320. [DOI: 10.1002/bit.26072] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2016] [Revised: 07/13/2016] [Accepted: 08/07/2016] [Indexed: 11/12/2022]
Affiliation(s)
- Anja Pia Koller
- Institute of Biochemical Engineering; Technical University of Munich; Boltzmannstr. 15 85748 Garching Germany
| | - Hannes Löwe
- Systems Biotechnology; Technical University of Munich; Garching Germany
| | - Verena Schmid
- Institute of Biochemical Engineering; Technical University of Munich; Boltzmannstr. 15 85748 Garching Germany
| | - Sabine Mundt
- Department of Pharmaceutical Biology, Institute of Pharmacy; Ernst-Moritz-Arndt-University; Greifswald Germany
| | - Dirk Weuster-Botz
- Institute of Biochemical Engineering; Technical University of Munich; Boltzmannstr. 15 85748 Garching Germany
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Barbera E, Sforza E, Kumar S, Morosinotto T, Bertucco A. Cultivation of Scenedesmus obliquus in liquid hydrolysate from flash hydrolysis for nutrient recycling. BIORESOURCE TECHNOLOGY 2016; 207:59-66. [PMID: 26868157 PMCID: PMC4885663 DOI: 10.1016/j.biortech.2016.01.103] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/30/2015] [Revised: 01/25/2016] [Accepted: 01/27/2016] [Indexed: 06/05/2023]
Abstract
The production of biofuels from microalgae is associated with high demands of nutrients (nitrogen and phosphorus) required for growth. Recycling nutrients from the residual biomass is essential to obtain a sustainable production. In this work, the aqueous phase obtained from flash hydrolysis of Scenedesmus sp. was used as cultivation medium for a microalga of the same genus, to assess the feasibility of this technique for nutrient recycling purposes. Batch and continuous cultivations were carried out, to determine growth performances in this substrate compared to standard media, and verify if a stable biomass production could be obtained. In continuous experiments, the effect of hydrolysate inlet concentration and of residence time were assessed to optimize nutrient supply in relation to productivity. Results obtained show that nutrient recycling is feasible by treating biomass with flash hydrolysis, and Scenedesmus is capable of recycling large amounts of recovered nutrients.
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Affiliation(s)
- Elena Barbera
- Department of Industrial Engineering DII, University of Padova, Via Marzolo 9, 35131 Padova, Italy.
| | - Eleonora Sforza
- Department of Industrial Engineering DII, University of Padova, Via Marzolo 9, 35131 Padova, Italy
| | - Sandeep Kumar
- Department of Civil and Environmental Engineering, Old Dominion University, Norfolk, VA 23529, United States
| | - Tomas Morosinotto
- Department of Biology, University of Padova, Via U. Bassi 58/B, 35121 Padova, Italy
| | - Alberto Bertucco
- Department of Industrial Engineering DII, University of Padova, Via Marzolo 9, 35131 Padova, Italy
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15
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Janssen M. Microalgal Photosynthesis and Growth in Mass Culture. PHOTOBIOREACTION ENGINEERING 2016. [DOI: 10.1016/bs.ache.2015.11.001] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
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