Optimization Conditions for Ethanol Production from Sweet Sorghum Juice by Thermotolerant Yeast Saccharomyces cerevisiae: Using a Statistical Experimental Design
The optimum fermentation conditions for ethanol production from sweet sorghum juice (SSJ) by the thermotolerant yeast Saccharomyces cerevisiae DBKKUY-53 were determined using a statistical experimental design. Based on the Plackett–Burman design (PBD), yeast cell concentration, sugar concentration,...
Saved in:
Published in: | Fermentation (Basel) Vol. 9; no. 5; p. 450 |
---|---|
Main Authors: | , , , , |
Format: | Journal Article |
Language: | English |
Published: |
Basel
MDPI AG
09-05-2023
|
Subjects: | |
Online Access: | Get full text |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Abstract | The optimum fermentation conditions for ethanol production from sweet sorghum juice (SSJ) by the thermotolerant yeast Saccharomyces cerevisiae DBKKUY-53 were determined using a statistical experimental design. Based on the Plackett–Burman design (PBD), yeast cell concentration, sugar concentration, and yeast extract were the significant independent fermentation factors affecting the ethanol production from SSJ at 37 °C by S. cerevisiae DBKKUY-53. These significant factors were optimized using response surface methodology (RSM) based on a central composite design (CCD). The result revealed that the optimum conditions for ethanol fermentation were 7.85 × 107 cells/mL yeast cell concentration, 247 g/L sugar concentration, and 9.99 g/L yeast extract. Verification of the ethanol production using the optimum conditions revealed that the maximum ethanol concentration of 99.75 g/L and the productivity of 2.77 g/L/h were achieved. When the ethanol production was carried out in a 2 L fermentor under optimum conditions, the ethanol concentration was 101.81 g/L and the productivity was 2.83 g/L/h. This finding suggested that the thermotolerant yeast S. cerevisiae DBKKUY-53 has excellent potential for commercial ethanol production at high temperatures. |
---|---|
AbstractList | The optimum fermentation conditions for ethanol production from sweet sorghum juice (SSJ) by the thermotolerant yeast Saccharomyces cerevisiae DBKKUY-53 were determined using a statistical experimental design. Based on the Plackett–Burman design (PBD), yeast cell concentration, sugar concentration, and yeast extract were the significant independent fermentation factors affecting the ethanol production from SSJ at 37 °C by S. cerevisiae DBKKUY-53. These significant factors were optimized using response surface methodology (RSM) based on a central composite design (CCD). The result revealed that the optimum conditions for ethanol fermentation were 7.85 × 107 cells/mL yeast cell concentration, 247 g/L sugar concentration, and 9.99 g/L yeast extract. Verification of the ethanol production using the optimum conditions revealed that the maximum ethanol concentration of 99.75 g/L and the productivity of 2.77 g/L/h were achieved. When the ethanol production was carried out in a 2 L fermentor under optimum conditions, the ethanol concentration was 101.81 g/L and the productivity was 2.83 g/L/h. This finding suggested that the thermotolerant yeast S. cerevisiae DBKKUY-53 has excellent potential for commercial ethanol production at high temperatures. |
Author | Yamada, Mamoru Thanonkeo, Pornthap Nuanpeng, Sunan Klanrit, Preekamol Thanonkeo, Sudarat |
Author_xml | – sequence: 1 givenname: Sunan surname: Nuanpeng fullname: Nuanpeng, Sunan – sequence: 2 givenname: Sudarat surname: Thanonkeo fullname: Thanonkeo, Sudarat – sequence: 3 givenname: Preekamol orcidid: 0000-0003-1508-3411 surname: Klanrit fullname: Klanrit, Preekamol – sequence: 4 givenname: Mamoru orcidid: 0000-0003-4354-7324 surname: Yamada fullname: Yamada, Mamoru – sequence: 5 givenname: Pornthap orcidid: 0000-0003-0842-9760 surname: Thanonkeo fullname: Thanonkeo, Pornthap |
BookMark | eNptkc9uEzEQxleoSC1tn6AXS5wD_rP27nJDIUBRpVZKe-BkzXrHiaONHWxvIbwNb4qTIMSBy8wn65vPv9G8qs588FhVN4y-EaKjby3GLfoM2QXfUUlrSV9UF1wwNpNKNGf_6PPqOqUNpZTzWlEmLqpf97vstu7ncZrMgx_cQSViQySLvAYfRvIQwzCZo8PGsCXL74iZLENcract-TI5g6Tfk8d1IQk5jBjBZ_IVIRUXGLOGMrU3mIjBiM8uOcB35Ck5vyJAlgf0lJ2BkSx-7DC64zoj-YDJrfxV9dLCmPD6T7-snj4uHuefZ3f3n27n7-9mRrRtnhku5WBB2mGoleR9Ixk1tWXWAu-KlCBbpYxqDELX006ALKUz0ChGeWfEZXV7yh0CbPSuUEDc6wBOHx_KshpioRxRA1Ws7dtGAB_qpode1oNogQ5M9ZYpWrJen7J2MXybMGW9CVP0BV_zlnV1zTuqikucXCaGlCLav78yqg-n1f85rfgNKFWf4A |
CitedBy_id | crossref_primary_10_1007_s13399_023_04621_y crossref_primary_10_1080_03610470_2024_2338999 crossref_primary_10_1016_j_bcab_2023_102961 crossref_primary_10_3390_catal13071093 crossref_primary_10_1080_17597269_2023_2261789 crossref_primary_10_1007_s13399_024_05757_1 |
Cites_doi | 10.1016/j.jbiotec.2004.01.017 10.1038/s41598-022-18212-w 10.1016/j.bjm.2017.01.006 10.1016/j.bjm.2017.12.011 10.1016/j.biortech.2010.04.082 10.1016/j.indcrop.2009.10.006 10.1186/2052-336X-12-107 10.1007/s11274-007-9383-x 10.1016/j.biortech.2010.08.113 10.3390/en9040253 10.1007/s13213-019-01468-5 10.1016/j.chemolab.2005.04.005 10.1093/biomet/33.4.305 10.1007/s13205-018-1161-y 10.1016/j.biortech.2010.01.088 10.1038/s41598-022-26686-x 10.1007/978-1-4757-6978-4 10.1039/C8GC01763H 10.1016/j.aca.2007.07.011 10.5897/AJB11.1680 10.1016/j.indcrop.2015.04.068 10.1016/j.biortech.2006.10.044 10.32933/ActaInnovations.37.4 10.3390/en15144954 10.1007/s12355-013-0283-0 10.1021/ef060328z 10.1016/j.bjm.2017.09.002 10.1016/j.talanta.2008.05.019 10.1111/j.1472-765X.2007.02132.x 10.1016/j.jtice.2016.10.055 10.1016/j.jbiosc.2012.04.004 10.3390/fermentation8100515 10.1007/s10482-015-0476-5 10.1016/j.procbio.2004.03.012 10.1016/j.biortech.2009.03.046 10.1002/cssc.201500282 10.1016/j.renene.2021.04.002 10.1016/j.biombioe.2008.08.020 |
ContentType | Journal Article |
Copyright | 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
Copyright_xml | – notice: 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
DBID | AAYXX CITATION 8FE 8FH ABUWG AFKRA AZQEC BBNVY BENPR BHPHI CCPQU DWQXO GNUQQ HCIFZ LK8 M7P PIMPY PQEST PQQKQ PQUKI DOA |
DOI | 10.3390/fermentation9050450 |
DatabaseName | CrossRef ProQuest SciTech Collection ProQuest Natural Science Collection ProQuest Central (Alumni) ProQuest Central ProQuest Central Essentials Biological Science Collection ProQuest Central Natural Science Collection ProQuest One Community College ProQuest Central Korea ProQuest Central Student SciTech Premium Collection Biological Sciences Biological Science Database Publicly Available Content Database ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Academic ProQuest One Academic UKI Edition Directory of Open Access Journals |
DatabaseTitle | CrossRef Publicly Available Content Database ProQuest Central Student ProQuest Biological Science Collection ProQuest Central Essentials ProQuest One Academic Eastern Edition ProQuest Central (Alumni Edition) SciTech Premium Collection ProQuest One Community College ProQuest Natural Science Collection Biological Science Database ProQuest SciTech Collection ProQuest Central ProQuest One Academic UKI Edition Natural Science Collection ProQuest Central Korea Biological Science Collection ProQuest One Academic |
DatabaseTitleList | Publicly Available Content Database CrossRef |
Database_xml | – sequence: 1 dbid: DOA name: Directory of Open Access Journals url: http://www.doaj.org/ sourceTypes: Open Website |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Engineering Statistics |
EISSN | 2311-5637 |
ExternalDocumentID | oai_doaj_org_article_a0618b873a2d47bab54d38a0d16bf160 10_3390_fermentation9050450 |
GeographicLocations | Thailand United States--US |
GeographicLocations_xml | – name: Thailand – name: United States--US |
GroupedDBID | 8FE 8FH AADQD AAFWJ AAHBH AAYXX ADBBV AFKRA AFPKN AFZYC ALMA_UNASSIGNED_HOLDINGS BBNVY BCNDV BENPR BHPHI CCPQU CITATION GROUPED_DOAJ HCIFZ IAO ITC LK8 M7P MODMG M~E OK1 PIMPY PROAC ABUWG AZQEC DWQXO GNUQQ PQEST PQQKQ PQUKI |
ID | FETCH-LOGICAL-c388t-c255dfa5fdd4652b7510c4f1ffa2910c5a5866c67cea9b093a50939ca761029c3 |
IEDL.DBID | DOA |
ISSN | 2311-5637 |
IngestDate | Tue Oct 22 15:15:16 EDT 2024 Thu Oct 10 18:39:14 EDT 2024 Thu Sep 26 16:59:49 EDT 2024 |
IsDoiOpenAccess | true |
IsOpenAccess | true |
IsPeerReviewed | true |
IsScholarly | true |
Issue | 5 |
Language | English |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c388t-c255dfa5fdd4652b7510c4f1ffa2910c5a5866c67cea9b093a50939ca761029c3 |
ORCID | 0000-0003-0842-9760 0000-0003-1508-3411 0000-0003-4354-7324 |
OpenAccessLink | https://doaj.org/article/a0618b873a2d47bab54d38a0d16bf160 |
PQID | 2819442906 |
PQPubID | 2055414 |
ParticipantIDs | doaj_primary_oai_doaj_org_article_a0618b873a2d47bab54d38a0d16bf160 proquest_journals_2819442906 crossref_primary_10_3390_fermentation9050450 |
PublicationCentury | 2000 |
PublicationDate | 2023-05-09 |
PublicationDateYYYYMMDD | 2023-05-09 |
PublicationDate_xml | – month: 05 year: 2023 text: 2023-05-09 day: 09 |
PublicationDecade | 2020 |
PublicationPlace | Basel |
PublicationPlace_xml | – name: Basel |
PublicationTitle | Fermentation (Basel) |
PublicationYear | 2023 |
Publisher | MDPI AG |
Publisher_xml | – name: MDPI AG |
References | Tofighi (ref_34) 2014; 12 Bai (ref_37) 2004; 110 Manzanares (ref_1) 2020; 37 Lins (ref_4) 2018; 20 Plackett (ref_27) 1946; 33 Mecozzi (ref_33) 2005; 79 Phutela (ref_35) 2014; 16 Singh (ref_26) 2011; 102 Laopaiboon (ref_30) 2009; 100 Charoensopharat (ref_12) 2015; 108 ref_11 Eiadpum (ref_3) 2012; 3 Avchar (ref_16) 2021; 173 ref_32 Pornthap (ref_28) 2011; 10 Yu (ref_29) 2009; 33 ref_17 Jaisil (ref_6) 2010; 5 Ferreira (ref_25) 2007; 597 Zhao (ref_36) 2012; 11 Phong (ref_15) 2019; 69 Bezerra (ref_23) 2008; 76 Silveira (ref_2) 2015; 8 Deesuth (ref_40) 2015; 74 Laopaiboon (ref_7) 2007; 23 Pilap (ref_13) 2018; 8 Nuanpeng (ref_24) 2018; 49 Pereira (ref_31) 2010; 101 Prasad (ref_8) 2007; 21 ref_20 Wu (ref_9) 2010; 31 Li (ref_39) 2017; 70 Ozmihci (ref_38) 2007; 44 Chamnipa (ref_14) 2018; 49 Techaparin (ref_18) 2017; 48 Girio (ref_5) 2010; 101 Pilap (ref_21) 2022; 12 Limtong (ref_10) 2007; 98 Phong (ref_19) 2022; 12 Wang (ref_22) 2005; 40 |
References_xml | – volume: 110 start-page: 287 year: 2004 ident: ref_37 article-title: Continuous ethanol production and evaluation of yeast cell lysis and viability loss under very high gravity medium conditions publication-title: J. Biotechnol. doi: 10.1016/j.jbiotec.2004.01.017 contributor: fullname: Bai – volume: 12 start-page: 13965 year: 2022 ident: ref_19 article-title: High-temperature ethanol fermentation from pineapple waste hydrolysate and gene expression analysis of thermotolerant yeast Saccharomyces cerevisiae publication-title: Sci. Rep. doi: 10.1038/s41598-022-18212-w contributor: fullname: Phong – volume: 48 start-page: 461 year: 2017 ident: ref_18 article-title: High-temperature ethanol production using thermotolerant yeast newly isolated from Greater Mekong Subregion publication-title: Braz. J. Microbiol. doi: 10.1016/j.bjm.2017.01.006 contributor: fullname: Techaparin – volume: 49 start-page: 140 year: 2018 ident: ref_24 article-title: Ethanol production from sweet sorghum by Saccharomyces cerevisiae DBKKUY-53 immobilized on alginate-loofah matrices publication-title: Braz. J. Microbiol. doi: 10.1016/j.bjm.2017.12.011 contributor: fullname: Nuanpeng – volume: 101 start-page: 7856 year: 2010 ident: ref_31 article-title: Optimization of low-cost medium for very high gravity ethanol fermentations by Saccharomyces cerevisiae using statistical experimental designs publication-title: Bioresour. Technol. doi: 10.1016/j.biortech.2010.04.082 contributor: fullname: Pereira – volume: 31 start-page: 164 year: 2010 ident: ref_9 article-title: Features of sweet sorghum juice and their performance in ethanol fermentation publication-title: Ind. Crop. Prod. doi: 10.1016/j.indcrop.2009.10.006 contributor: fullname: Wu – volume: 12 start-page: 107 year: 2014 ident: ref_34 article-title: Bio-ethanol production by a novel autochthonous thermo-tolerant yeast isolated from wastewater publication-title: J. Environ. Health Sci. Eng. doi: 10.1186/2052-336X-12-107 contributor: fullname: Tofighi – volume: 23 start-page: 1497 year: 2007 ident: ref_7 article-title: Ethanol production from sweet sorghum juice in batch and fed-batch fermentations by Saccharomyces cerevisiae publication-title: World J. Microbiol. Biotechnol. doi: 10.1007/s11274-007-9383-x contributor: fullname: Laopaiboon – volume: 102 start-page: 1773 year: 2011 ident: ref_26 article-title: Enhanced saccharification of rice straw and hull by microwave-alkali pretreatment and lignocellulolytic enzyme production publication-title: Bioresour. Technol. doi: 10.1016/j.biortech.2010.08.113 contributor: fullname: Singh – ident: ref_11 doi: 10.3390/en9040253 – volume: 69 start-page: 765 year: 2019 ident: ref_15 article-title: Isolation and characterization of thermotolerant yeasts for the production of second-generation bioethanol publication-title: Ann. Microbiol. doi: 10.1007/s13213-019-01468-5 contributor: fullname: Phong – volume: 79 start-page: 84 year: 2005 ident: ref_33 article-title: Estimation of total carbohydrate amount in environmental samples by the phenol-sulphuric acid method assisted by multivariate calibration publication-title: Chemom. Intell. Lab. Syst. doi: 10.1016/j.chemolab.2005.04.005 contributor: fullname: Mecozzi – volume: 33 start-page: 305 year: 1946 ident: ref_27 article-title: The design of optimum multifactorial experiments publication-title: Biometrika doi: 10.1093/biomet/33.4.305 contributor: fullname: Plackett – volume: 11 start-page: 6117 year: 2012 ident: ref_36 article-title: Enhanced ethanol production from stalk juice of sweet sorghum by response surface methodology publication-title: Afr. J. Biotechnol. contributor: fullname: Zhao – volume: 8 start-page: 126 year: 2018 ident: ref_13 article-title: The potential of the newly isolated thermotolerant Kluyveromyces marxianus for high-temperature ethanol production using sweet sorghum juice publication-title: 3 Biotech doi: 10.1007/s13205-018-1161-y contributor: fullname: Pilap – volume: 101 start-page: 4775 year: 2010 ident: ref_5 article-title: Hemicelluloses for fuel ethanol: A review publication-title: Bioresour. Technol. doi: 10.1016/j.biortech.2010.01.088 contributor: fullname: Girio – volume: 12 start-page: 22062 year: 2022 ident: ref_21 article-title: The potential of multistress tolerant yeast, Saccharomycodes ludwigii, for second-generation bioethanol production publication-title: Sci. Rep. doi: 10.1038/s41598-022-26686-x contributor: fullname: Pilap – ident: ref_32 doi: 10.1007/978-1-4757-6978-4 – volume: 20 start-page: 4043 year: 2018 ident: ref_4 article-title: Biorefinery approach for lignocellulosic biomass valorisation with an acidic ionic liquid publication-title: Green Chem. doi: 10.1039/C8GC01763H contributor: fullname: Lins – volume: 597 start-page: 179 year: 2007 ident: ref_25 article-title: Box-Behnken design: An alternative for the optimization of analytical methods publication-title: Anal. Chim. Acta doi: 10.1016/j.aca.2007.07.011 contributor: fullname: Ferreira – volume: 10 start-page: 10691 year: 2011 ident: ref_28 article-title: Ethanol production from Jerusalem artichoke (Helianthus tuberosus L.) by Zymomonas mobilis TISTR548 publication-title: Afr. J. Biotechnol. doi: 10.5897/AJB11.1680 contributor: fullname: Pornthap – volume: 74 start-page: 95 year: 2015 ident: ref_40 article-title: Improvement of ethanol production from sweet sorghum juice under high gravity and very high gravity conditions: Effects of nutrient supplementation and aeration publication-title: Ind. Crops Prod. doi: 10.1016/j.indcrop.2015.04.068 contributor: fullname: Deesuth – volume: 98 start-page: 3367 year: 2007 ident: ref_10 article-title: Production of fuel ethanol at high temperature from sugar cane juice by a newly isolated Kluyveromyces marxianus publication-title: Bioresour. Technol. doi: 10.1016/j.biortech.2006.10.044 contributor: fullname: Limtong – volume: 37 start-page: 47 year: 2020 ident: ref_1 article-title: The role of biorefinering research in the development of a modern bioeconomy publication-title: Acta Innov. doi: 10.32933/ActaInnovations.37.4 contributor: fullname: Manzanares – ident: ref_17 doi: 10.3390/en15144954 – volume: 16 start-page: 411 year: 2014 ident: ref_35 article-title: Process optimization for ethanol production from sweet sorghum juice using Saccharomyces cerevisiae strain NRRL Y-2034 by response surface methodology publication-title: Sugar Tech doi: 10.1007/s12355-013-0283-0 contributor: fullname: Phutela – volume: 21 start-page: 2415 year: 2007 ident: ref_8 article-title: Ethanol production from sweet sorghum syrup for utilization as automotive fuel in India publication-title: Energy Fuels doi: 10.1021/ef060328z contributor: fullname: Prasad – volume: 49 start-page: 378 year: 2018 ident: ref_14 article-title: The potential of the newly isolated thermotolerant yeast Pichia kudriavzevii RZ8-1 for high-temperature ethanol production publication-title: Braz. J. Microbiol. doi: 10.1016/j.bjm.2017.09.002 contributor: fullname: Chamnipa – volume: 76 start-page: 965 year: 2008 ident: ref_23 article-title: Response surface methodology (RSM) as a tool for optimization in analytical chemistry publication-title: Talanta doi: 10.1016/j.talanta.2008.05.019 contributor: fullname: Bezerra – volume: 44 start-page: 602 year: 2007 ident: ref_38 article-title: Comparison of yeast strains for batch ethanol fermentation of cheese-whey powder (CWP) solution publication-title: Lett. Appl. Microbiol. doi: 10.1111/j.1472-765X.2007.02132.x contributor: fullname: Ozmihci – volume: 5 start-page: 30 year: 2010 ident: ref_6 article-title: Analysis of feedstocks for ethanol production in Thailand publication-title: Alternative Energy contributor: fullname: Jaisil – volume: 70 start-page: 229 year: 2017 ident: ref_39 article-title: Effects of nitrogen source on ethanol production in very high gravity fermentation of corn starch publication-title: J. Taiwan Inst. Chem. Eng. doi: 10.1016/j.jtice.2016.10.055 contributor: fullname: Li – volume: 3 start-page: 325 year: 2012 ident: ref_3 article-title: High-temperature ethanol fermentation by immobilized coculture of Kluyveromyces marxianus and Saccharomyces cerevisiae publication-title: J. Biosci. Bioeng. doi: 10.1016/j.jbiosc.2012.04.004 contributor: fullname: Eiadpum – ident: ref_20 doi: 10.3390/fermentation8100515 – volume: 108 start-page: 173 year: 2015 ident: ref_12 article-title: Ethanol production from Jerusalem artichoke tubers at high temperature by newly isolated thermotolerant inulin-utilizing yeast Kluyveromyces marxianus using consolidated bioprocessing publication-title: Antonie Leeuwenhoek doi: 10.1007/s10482-015-0476-5 contributor: fullname: Charoensopharat – volume: 40 start-page: 1043 year: 2005 ident: ref_22 article-title: Optimization of processing parameters for the mycelial growth and extracellular polysaccharide production by Boletus sp. ACCC50328 publication-title: Process Biochem. doi: 10.1016/j.procbio.2004.03.012 contributor: fullname: Wang – volume: 100 start-page: 4176 year: 2009 ident: ref_30 article-title: Ethanol production from sweet sorghum juice using very high gravity technology: Effects of carbon and nitrogen supplementations publication-title: Bioresour. Technol. doi: 10.1016/j.biortech.2009.03.046 contributor: fullname: Laopaiboon – volume: 8 start-page: 3366 year: 2015 ident: ref_2 article-title: Current pretreatment technologies for the development of cellulosic ethanol and biorefineries publication-title: ChemSusChem doi: 10.1002/cssc.201500282 contributor: fullname: Silveira – volume: 173 start-page: 795 year: 2021 ident: ref_16 article-title: Buffalo rumen harbours diverse thermotolerant yeasts capable of producing second-generation bioethanol from lignocellulosic biomass publication-title: Renew. Energ. doi: 10.1016/j.renene.2021.04.002 contributor: fullname: Avchar – volume: 33 start-page: 521 year: 2009 ident: ref_29 article-title: Optimization of media conditions for the production of ethanol from sweet sorghum juice by immobilized Saccharomyces cerevisiae publication-title: Biomass Bioenergy doi: 10.1016/j.biombioe.2008.08.020 contributor: fullname: Yu |
SSID | ssj0002246013 |
Score | 2.3177862 |
Snippet | The optimum fermentation conditions for ethanol production from sweet sorghum juice (SSJ) by the thermotolerant yeast Saccharomyces cerevisiae DBKKUY-53 were... |
SourceID | doaj proquest crossref |
SourceType | Open Website Aggregation Database |
StartPage | 450 |
SubjectTerms | Alternative energy sources Biodiesel fuels Biofuels Cassava Crude oil prices Ethanol ethanol production Fermentation Glucose High temperature high-temperature fermentation Literature reviews Optimization Raw materials Regression analysis Saccharomyces cerevisiae Sorghum Statistics Sugarcane sweet sorghum Syrups & sweeteners Temperature thermotolerant yeast Variance analysis Yeast |
Title | Optimization Conditions for Ethanol Production from Sweet Sorghum Juice by Thermotolerant Yeast Saccharomyces cerevisiae: Using a Statistical Experimental Design |
URI | https://www.proquest.com/docview/2819442906 https://doaj.org/article/a0618b873a2d47bab54d38a0d16bf160 |
Volume | 9 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://sdu.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1LT9wwELaAU3tAQKm6PKo59NiIOHYSm1sLi1APbaUFCU6RnwLEbtA-hPg5_afMOAFtBRIXrpGlOJ7XN_HMN4x9U9pyHbnPYpQuQ_xPzcp1mWEkjLmtKQmh3uHTUf37Qh0PiSbnedQX1YR19MDdwR0YXK2sqoUpvKytsaX0Qpnc88pGXnXZeq6WkqmbROoiMdMQHc2QwLz-IKKj67t5JjovEcnk_4WixNj_wiGnKHOywdZ7eAg_um1tspUw2WIfl0gDP7F_f9DKx337JBy1dOdMugMIP2FIf8LbW_jbEbnSCmoggdF9CHMY4SdfLcbwa4HuAewDoJJMUVbtbcCQNYdLGuQDI-OoF6sdP6APAZcKgWfXJhxCqi8AA4RQE8EzbnW4NCIAjlM9yDY7PxmeHZ1m_aCFzAml5pnDvMJHU0bvZVUWtkZDdTLyGE2BcMKVplRV5araBaNtroVBmCG0MzWCr0I78ZmtTdpJ-MIA0U1ZSaML5bj0zqqghdPoJrThkQc-YN-fzry56_g0GsxDSETNKyIasJ8kl-elRIadHuB5Nb2KNG-pyIDtPUm16S101tAFopREdr_zHu_YZR9oEH0qhdR7bG0-XYR9tjrzi69JMx8BJTLtKg |
link.rule.ids | 315,782,786,866,2108,27935,27936 |
linkProvider | Directory of Open Access Journals |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Optimization+Conditions+for+Ethanol+Production+from+Sweet+Sorghum+Juice+by+Thermotolerant+Yeast+Saccharomyces+cerevisiae%3A+Using+a+Statistical+Experimental+Design&rft.jtitle=Fermentation+%28Basel%29&rft.au=Nuanpeng%2C+Sunan&rft.au=Thanonkeo%2C+Sudarat&rft.au=Klanrit%2C+Preekamol&rft.au=Yamada%2C+Mamoru&rft.date=2023-05-09&rft.pub=MDPI+AG&rft.eissn=2311-5637&rft.volume=9&rft.issue=5&rft.spage=450&rft_id=info:doi/10.3390%2Ffermentation9050450&rft.externalDBID=HAS_PDF_LINK |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2311-5637&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2311-5637&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2311-5637&client=summon |