The adsorption of methylene blue from wastewater by Moringaoleifera pods and kernels wastes using the response surface methodology
In recent decades, researchers have focused more on the use of many types of biomaterials from various organisms and agricultural by-products for wastewater treatment. In this study, we are using Moringaoleifera pods powder (MOPP) and Moringaoleifera kernels powder (MOPK) for the removal of industri...
Saved in:
Published in | European physical journal. Applied physics Vol. 98; p. 22 |
---|---|
Main Authors | , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
2023
|
Online Access | Get full text |
Cover
Loading…
Abstract | In recent decades, researchers have focused more on the use of many types of biomaterials from various organisms and agricultural by-products for wastewater treatment. In this study, we are using Moringaoleifera pods powder (MOPP) and Moringaoleifera kernels powder (MOPK) for the removal of industrial Methylene blue (MB) dye from aqueous solutions. The adsorption process of MB onto MOPP and MOKP follows the pseudo-second-order model. First of all, the adsorbents were characterized using Fourier transform infrared spectroscopy (FT-IR), X-ray diffraction (XRD), and scanning electron microscope (SEM). The second objective was the optimization process of Moringaoleifera wastes seeds (MOPP and MOKP) for the removal of methylene blue dye (MB), using Box-Behnken under the Response Surface methodology. The optimal conditions were
X
1
= 2.5 g/L of adsorbent,
X
2
= 40 ppm of concentration of MB and
X
3
= 10.03 of pH with removal efficiency which reaches 98.12% for MOPP and
X
1
= 2.5 g/L of adsorbent,
X
2
= 30 mg/L of concentration of MB and
X
3
= 7.43 of pH with removal efficiency which reaches 96.94% for MOKP. The model envisaged for the optimal design has been well verified by the experimental data, with
R
2
/
R
2
adj
equal to 0.99 and 0.74, respectively for MOPP, then for MOKP 0.90 and 0.73. Finally, the analysis of variance (ANOVA), confirmed that MOPP and MOKP had a high-efficiency adsorbent capacity with the MOPP as the best biosorbent than MOKP and that the chosen model is valid. The two materials could be adopted as efficient and cost-effective adsorbents. |
---|---|
AbstractList | In recent decades, researchers have focused more on the use of many types of biomaterials from various organisms and agricultural by-products for wastewater treatment. In this study, we are using Moringaoleifera pods powder (MOPP) and Moringaoleifera kernels powder (MOPK) for the removal of industrial Methylene blue (MB) dye from aqueous solutions. The adsorption process of MB onto MOPP and MOKP follows the pseudo-second-order model. First of all, the adsorbents were characterized using Fourier transform infrared spectroscopy (FT-IR), X-ray diffraction (XRD), and scanning electron microscope (SEM). The second objective was the optimization process of Moringaoleifera wastes seeds (MOPP and MOKP) for the removal of methylene blue dye (MB), using Box-Behnken under the Response Surface methodology. The optimal conditions were
X
1
= 2.5 g/L of adsorbent,
X
2
= 40 ppm of concentration of MB and
X
3
= 10.03 of pH with removal efficiency which reaches 98.12% for MOPP and
X
1
= 2.5 g/L of adsorbent,
X
2
= 30 mg/L of concentration of MB and
X
3
= 7.43 of pH with removal efficiency which reaches 96.94% for MOKP. The model envisaged for the optimal design has been well verified by the experimental data, with
R
2
/
R
2
adj
equal to 0.99 and 0.74, respectively for MOPP, then for MOKP 0.90 and 0.73. Finally, the analysis of variance (ANOVA), confirmed that MOPP and MOKP had a high-efficiency adsorbent capacity with the MOPP as the best biosorbent than MOKP and that the chosen model is valid. The two materials could be adopted as efficient and cost-effective adsorbents. |
Author | Laasri, Said El Hajjaji, Souad Nasrellah, Hamid Bensemlali, Meryem Azoulay, Karima Slimani, Rachid Bencheikh, Imane Ahmadou, Fadimatou Mabrouki, Jamal |
Author_xml | – sequence: 1 givenname: Fadimatou surname: Ahmadou fullname: Ahmadou, Fadimatou – sequence: 2 givenname: Imane surname: Bencheikh fullname: Bencheikh, Imane – sequence: 3 givenname: Meryem surname: Bensemlali fullname: Bensemlali, Meryem – sequence: 4 givenname: Karima surname: Azoulay fullname: Azoulay, Karima – sequence: 5 givenname: Jamal surname: Mabrouki fullname: Mabrouki, Jamal – sequence: 6 givenname: Hamid surname: Nasrellah fullname: Nasrellah, Hamid – sequence: 7 givenname: Said surname: Laasri fullname: Laasri, Said – sequence: 8 givenname: Rachid surname: Slimani fullname: Slimani, Rachid – sequence: 9 givenname: Souad surname: El Hajjaji fullname: El Hajjaji, Souad |
BookMark | eNp1kM1OwzAQhC1UJNrCnaNfINSxk9g5ooo_qYhLOUebeNOmJHZku6py5clJWwQSEpfdPczsaL4ZmRhrkJDbmN3FLI0X2O-gX3DGBR9Hyi_INOYqixhL2eTnTvgVmXm_Y4zFmUqn5HO9RQraW9eHxhpqa9ph2A4tGqRlu0daO9vRA_iABwjoaDnQV-saswHbYlOjA9pb7SkYTT_QGWz9We7p3o8yGsYEh763xiP1e1dDhacQq21rN8M1uayh9Xjzvefk_fFhvXyOVm9PL8v7VVTxRIQIJQMVC8jHKpJLCaoUQnGhMgQQQuR1nkhImJY5ZiVCJXUqEiUzrTXmpRJzws5_K2e9d1gXvWs6cEMRs-LIsDgxLH4Zjpbsj6VqAhxBBQdN-7_xC2NYfOU |
CitedBy_id | crossref_primary_10_1007_s11270_023_06558_4 |
Cites_doi | 10.1080/19443994.2015.1112840 10.15255/CABEQ.2020.1872 10.1016/j.cdc.2020.100597 10.1016/j.jclepro.2017.09.237 10.1016/j.molstruc.2019.05.106 10.1590/S0103-50532010000900019 10.1016/j.compositesa.2008.07.007 10.1016/j.jenvman.2018.08.077 10.1016/j.jhazmat.2019.121675 10.1016/j.jclepro.2017.10.078 10.1016/j.cej.2011.01.094 10.1016/j.procbio.2006.07.005 10.1016/j.scitotenv.2015.10.095 10.21608/absb.2019.67896 10.1002/jctb.506 10.1016/j.ceramint.2012.02.010 10.1021/ie5030003 10.1016/j.desal.2010.10.011 10.4136/ambi-agua.2812 10.1016/j.jes.2017.03.011 10.1016/j.biortech.2016.05.106 10.1007/s11356-017-9365-y 10.1016/j.cdc.2020.100385 10.1016/j.carres.2004.01.005 10.1016/j.matdes.2012.06.056 10.1016/S0921-3449(00)00079-3 10.1016/j.jece.2019.103557 10.1016/j.molliq.2022.120478 10.1016/j.ijbiomac.2021.08.160 10.1007/978-3-030-90083-0_6 10.1016/j.indcrop.2015.04.004 10.1007/978-3-030-90083-0_5 10.1016/j.jmrt.2018.12.010 10.1016/S0045-6535(01)00102-3 10.1155/2013/476271 10.3390/app10103437 10.1016/j.talanta.2009.08.040 10.1080/03067319.2021.1957466 10.1007/978-3-030-36475-5_19 10.1016/j.chroma.2014.08.016 10.1016/j.talanta.2019.05.027 10.1016/j.cej.2013.12.062 10.1016/j.compscitech.2006.05.019 10.1016/j.jwpe.2022.102911 10.1016/j.desal.2011.01.025 10.1016/S1383-5866(02)00200-9 10.1021/je100893h 10.1016/j.matchemphys.2022.126088 10.1016/j.seppur.2017.02.040 10.1007/s13762-016-1079-z 10.1016/j.jece.2018.11.016 10.33102/mjosht.v7io.105 10.1016/j.jhazmat.2008.08.084 10.1080/03067319.2021.1878165 10.1016/j.jhazmat.2007.05.076 10.4236/jep.2011.26093 10.2166/wst.2010.419 |
ContentType | Journal Article |
DBID | AAYXX CITATION |
DOI | 10.1051/epjap/2023220252 |
DatabaseName | CrossRef |
DatabaseTitle | CrossRef |
DatabaseTitleList | CrossRef |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Engineering Physics |
EISSN | 1286-0050 |
ExternalDocumentID | 10_1051_epjap_2023220252 |
GroupedDBID | -E. .4S .DC .FH 0E1 123 4.4 5VS 74X 74Y 7~V 8FE 8FG AAOGA AAOTM AAYXX ABGDZ ABGRX ABJNI ABKKG ABNSH ABUBZ ABZDU ACACO ACGFS ACIMK ACQPF ACRPL ADMLS ADNMO AEMTW AFUTZ AGQPQ AI. AJPFC ALMA_UNASSIGNED_HOLDINGS ARABE ARCSS AZPVJ C0O CITATION DC4 EBS EJD HG- HST HZ~ I.6 IL9 I~P J36 J38 J3A L98 M-V O9- P62 RCA RED RR0 S6- TUS VH1 WQ3 WXU ZE2 |
ID | FETCH-LOGICAL-c243t-e70a813a91287277a8b3382386eaa3339f947a40d79e6beac7d534876ddde9b83 |
ISSN | 1286-0042 |
IngestDate | Thu Apr 24 23:00:37 EDT 2025 Tue Jul 01 02:08:49 EDT 2025 |
IsPeerReviewed | true |
IsScholarly | true |
Language | English |
License | https://www.edpsciences.org/en/authors/copyright-and-licensing |
LinkModel | OpenURL |
MergedId | FETCHMERGED-LOGICAL-c243t-e70a813a91287277a8b3382386eaa3339f947a40d79e6beac7d534876ddde9b83 |
ParticipantIDs | crossref_primary_10_1051_epjap_2023220252 crossref_citationtrail_10_1051_epjap_2023220252 |
ProviderPackageCode | CITATION AAYXX |
PublicationCentury | 2000 |
PublicationDate | 2023-00-00 |
PublicationDateYYYYMMDD | 2023-01-01 |
PublicationDate_xml | – year: 2023 text: 2023-00-00 |
PublicationDecade | 2020 |
PublicationTitle | European physical journal. Applied physics |
PublicationYear | 2023 |
References | Baptista (R35) 2017; 180 Yehe (R45) 2019; 33 Asgari (R8) 2013; 2013 Alipanahpour (R54) 2019; 202 Ezeamaku (R42) 2018; 13 Olsson (R38) 2004; 339 R62 Loukili (R12) 2008; 41 R23 Arrakhiz (R41) 2013; 43 Filho (R49) 2017; 24 Soliman (R25) 2019; 8 R27 Çelekli (R17) 2019; 1195 R26 El (R57) 2016; 57 Slimani (R63) 2021; 35 R29 Peighambardoust (R2) 2022; 367 Natarajan (R5) 2018; 65 Araujo (R36) 2010; 21 Araújo (R46) 2010; 62 Padhi (R4) 2012; 3 Paiva (R39) 2007; 67 Bencheikh (R55) 2020; 9 R30 Yao (R19) 2014; 242 Thinakaran (R15) 2008; 151 Utrilla (R32) 2001; 76 Azoulay (R48) 2020; 27 Alves (R34) 2010; 80 Abdolali (R64) 2016; 542 Asgari (R68) 2014; 1361 Bennani (R56) 2010; 23 El-Sayed (R1) 2011; 272 Sgriccia (R40) 2008; 39 Dutta (R3) 2014; 53 Massoudineja (R31) 2018; 51 Hameed (R7) 2009; 164 Koch (R9) 2002; 46 Novais (R66) 2018; 171 Tie (R61) 2015; 74 Karouia (R52) 2020; 387 Reck (R24) 2018; 171 R44 Araujo (R43) 2018; 6 Elmorsi (R67) 2011; 2 Quansah (R65) 2020; 10 Majouli (R13) 2012; 38 Shirani (R6) 2018; 227 Hosseini (R58) 2022; 48 Ciardelli (R11) 2000; 31 Alsharaa (R37) 2016; 13 Taha (R28) 2019; 30 Zhang (R16) 2011; 168 Elmoubarki (R33) 2017; 8 R50 Reddy (R60) 2011; 268 Malik (R10) 2003; 31 R51 Nurul (R53) 2021; 189 R14 Ahmadi (R59) 2022; 284 Bencheikh (R22) 2021; 31 Zhu (R21) 2010; 101 Gupta (R18) 2016; 216 Zou (R20) 2011; 56 Ofomaja (R47) 2007; 42 |
References_xml | – volume: 9 start-page: e00509 year: 2020 ident: R55 publication-title: Sci. Afri. – volume: 57 start-page: 17118 year: 2016 ident: R57 publication-title: Desal. Water Treat. doi: 10.1080/19443994.2015.1112840 – volume: 35 start-page: 43 year: 2021 ident: R63 publication-title: Chem. Biochem. Eng. Q. doi: 10.15255/CABEQ.2020.1872 – volume: 31 start-page: 100597 year: 2021 ident: R22 publication-title: Chem. Data Collect. doi: 10.1016/j.cdc.2020.100597 – volume: 171 start-page: 85 year: 2018 ident: R24 publication-title: J. Cleaner Product. doi: 10.1016/j.jclepro.2017.09.237 – volume: 1195 start-page: 168 year: 2019 ident: R17 publication-title: J. Mol. Struct. doi: 10.1016/j.molstruc.2019.05.106 – volume: 21 start-page: 1727 year: 2010 ident: R36 publication-title: J. Br. Chem. Soc. doi: 10.1590/S0103-50532010000900019 – volume: 39 start-page: 1632 year: 2008 ident: R40 publication-title: Composites Part A doi: 10.1016/j.compositesa.2008.07.007 – volume: 227 start-page: 95 year: 2018 ident: R6 publication-title: J. Environ. Manag doi: 10.1016/j.jenvman.2018.08.077 – volume: 387 start-page: 121675 year: 2020 ident: R52 publication-title: J. Hazard. Mater. doi: 10.1016/j.jhazmat.2019.121675 – volume: 171 start-page: 783 year: 2018 ident: R66 publication-title: J. Clean. Product. doi: 10.1016/j.jclepro.2017.10.078 – volume: 168 start-page: 1120 year: 2011 ident: R16 publication-title: Chem. Eng. J. doi: 10.1016/j.cej.2011.01.094 – volume: 42 start-page: 16 year: 2007 ident: R47 publication-title: Process Biochem. doi: 10.1016/j.procbio.2006.07.005 – volume: 542 start-page: 603 year: 2016 ident: R64 publication-title: Sci. Total Environ. doi: 10.1016/j.scitotenv.2015.10.095 – volume: 30 start-page: 91 year: 2019 ident: R28 publication-title: Al-Azhar Bull. Sci. doi: 10.21608/absb.2019.67896 – volume: 76 start-page: 1209 year: 2001 ident: R32 publication-title: J. Chem. Technol. Biotechnol. doi: 10.1002/jctb.506 – volume: 38 start-page: 4295 year: 2012 ident: R13 publication-title: Ceram. Int. doi: 10.1016/j.ceramint.2012.02.010 – volume: 53 start-page: 18558 year: 2014 ident: R3 publication-title: Ind. Eng. Chem. Res. doi: 10.1021/ie5030003 – volume: 101 start-page: 5063 year: 2010 ident: R21 publication-title: Technol. – volume: 268 start-page: 150 year: 2011 ident: R60 publication-title: Desalination doi: 10.1016/j.desal.2010.10.011 – volume: 41 start-page: 98 year: 2008 ident: R12 publication-title: Phys. Chem. News. – ident: R26 doi: 10.4136/ambi-agua.2812 – volume: 65 start-page: 201 year: 2018 ident: R5 publication-title: J. Environ. Sci. doi: 10.1016/j.jes.2017.03.011 – volume: 216 start-page: 1066 year: 2016 ident: R18 publication-title: Bioresour. Technol. doi: 10.1016/j.biortech.2016.05.106 – volume: 24 start-page: 19909 year: 2017 ident: R49 publication-title: Environ. Sci. Pollut. Res. doi: 10.1007/s11356-017-9365-y – volume: 27 start-page: 100385 year: 2020 ident: R48 publication-title: Chem. Data Collect. doi: 10.1016/j.cdc.2020.100385 – volume: 8 start-page: 2184 year: 2017 ident: R33 publication-title: J. Mater. Environ. Sci. – volume: 339 start-page: 813 year: 2004 ident: R38 publication-title: Carbohydr. Res. doi: 10.1016/j.carres.2004.01.005 – volume: 43 start-page: 200 year: 2013 ident: R41 publication-title: Mater. Des. doi: 10.1016/j.matdes.2012.06.056 – volume: 31 start-page: 189 year: 2000 ident: R11 publication-title: Resour. Conserv. Recycl. doi: 10.1016/S0921-3449(00)00079-3 – ident: R62 doi: 10.1016/j.jece.2019.103557 – volume: 367 start-page: 120478 year: 2022 ident: R2 publication-title: J. Mol. Liq. doi: 10.1016/j.molliq.2022.120478 – volume: 189 start-page: 464 year: 2021 ident: R53 publication-title: Int. J. Biol. Macromol. doi: 10.1016/j.ijbiomac.2021.08.160 – ident: R30 doi: 10.1007/978-3-030-90083-0_6 – ident: R44 – volume: 74 start-page: 530 year: 2015 ident: R61 publication-title: Ind. Crops Products doi: 10.1016/j.indcrop.2015.04.004 – ident: R29 doi: 10.1007/978-3-030-90083-0_5 – volume: 8 start-page: 1798 year: 2019 ident: R25 publication-title: J. Mater. Res. Technol. doi: 10.1016/j.jmrt.2018.12.010 – volume: 51 start-page: 355 year: 2018 ident: R31 publication-title: J. Fluoride – volume: 46 start-page: 109 year: 2002 ident: R9 publication-title: Chemosphere doi: 10.1016/S0045-6535(01)00102-3 – volume: 3 start-page: 940 year: 2012 ident: R4 publication-title: Int. J. Environ. Sci. – volume: 2013 start-page: 476271 year: 2013 ident: R8 publication-title: Sci. World J. doi: 10.1155/2013/476271 – volume: 10 start-page: 3437 year: 2020 ident: R65 publication-title: Appl. Sci. doi: 10.3390/app10103437 – volume: 80 start-page: 1133 year: 2010 ident: R34 publication-title: Talanta doi: 10.1016/j.talanta.2009.08.040 – ident: R50 doi: 10.1080/03067319.2021.1957466 – ident: R51 doi: 10.1007/978-3-030-36475-5_19 – volume: 1361 start-page: 191 year: 2014 ident: R68 publication-title: J. Chromatogr., A doi: 10.1016/j.chroma.2014.08.016 – volume: 202 start-page: 526 year: 2019 ident: R54 publication-title: Talanta doi: 10.1016/j.talanta.2019.05.027 – volume: 242 start-page: 136 year: 2014 ident: R19 publication-title: J. Chem. Eng. doi: 10.1016/j.cej.2013.12.062 – volume: 67 start-page: 1132 year: 2007 ident: R39 publication-title: Compos. Sci. Technol. doi: 10.1016/j.compscitech.2006.05.019 – volume: 48 start-page: 102911 year: 2022 ident: R58 publication-title: J. Water Process Eng. doi: 10.1016/j.jwpe.2022.102911 – ident: R14 – volume: 13 start-page: 82 year: 2018 ident: R42 publication-title: Niger. J. Polym. Sci. Technol. – volume: 272 start-page: 225 year: 2011 ident: R1 publication-title: Desalination doi: 10.1016/j.desal.2011.01.025 – volume: 31 start-page: 241 year: 2003 ident: R10 publication-title: Sep. Purif. Technol. doi: 10.1016/S1383-5866(02)00200-9 – volume: 33 start-page: 287 year: 2019 ident: R45 publication-title: Rev. Ivoir. Sci. Technol. – volume: 56 start-page: 1882 year: 2011 ident: R20 publication-title: J. Chem. Eng. Data doi: 10.1021/je100893h – volume: 284 start-page: 126088 year: 2022 ident: R59 publication-title: Mater. Chem. Phys. doi: 10.1016/j.matchemphys.2022.126088 – volume: 180 start-page: 114 year: 2017 ident: R35 publication-title: Sep. Purif. Technol. doi: 10.1016/j.seppur.2017.02.040 – volume: 13 start-page: 2609 year: 2016 ident: R37 publication-title: Int. J. Environ Sci. Technol. doi: 10.1007/s13762-016-1079-z – volume: 6 start-page: 7192 year: 2018 ident: R43 publication-title: J. Environ. Chem. Eng. doi: 10.1016/j.jece.2018.11.016 – ident: R27 doi: 10.33102/mjosht.v7io.105 – volume: 164 start-page: 870 year: 2009 ident: R7 publication-title: J. Hazard. Mater. doi: 10.1016/j.jhazmat.2008.08.084 – ident: R23 doi: 10.1080/03067319.2021.1878165 – volume: 23 start-page: 375 year: 2010 ident: R56 publication-title: Rev. Sci. L'Eau – volume: 151 start-page: 316 year: 2008 ident: R15 publication-title: J. Hazard. Mater. doi: 10.1016/j.jhazmat.2007.05.076 – volume: 2 start-page: 817 year: 2011 ident: R67 publication-title: J. Environ. Protect. doi: 10.4236/jep.2011.26093 – volume: 62 start-page: 2198 year: 2010 ident: R46 publication-title: Water Sci. Technol. doi: 10.2166/wst.2010.419 |
SSID | ssj0001685 |
Score | 2.3029203 |
Snippet | In recent decades, researchers have focused more on the use of many types of biomaterials from various organisms and agricultural by-products for wastewater... |
SourceID | crossref |
SourceType | Enrichment Source Index Database |
StartPage | 22 |
Title | The adsorption of methylene blue from wastewater by Moringaoleifera pods and kernels wastes using the response surface methodology |
Volume | 98 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Rb9MwELbKJiR4QGOAGDDkB15QlXWJEzt5rGDTQBQhsUl7qy6Jo3VrmihphLpH_hH_kHPsOFG1SYwXq3Xdq-L76u98vvMR8sGLfc9nMnISj4GDDMEc7BEOBEGIBJIoFlPRFt_52YX_9TK4HI3-DKKWmnV8lNzemVfyP1rFPtSrypJ9gGatUOzA16hfbFHD2P6zjiGti6rs7D5VEHqDRKIi0hupk0d-Qa08ZOo2RLQ1Z23EHRRLqYJaYFwWqb6m-UZWKyRKPbweN3WXSFXpMFo5rpsqA1wHdNXp3h-_7dgvO92bhziytq7-xJrx06sc0qJpDWhIF7mqz279AzjRV3Jx07p9vuQwOP7HnbfMl6ATu2cSdw25lXhbNEvYmDS3hSEd49XQKcdmCfZC7qi1RDPUsE9fUdut27p6dbfwenfyAS45ChnlNZQq9QV_yMMm8Hr26078t0jRhiq2h_SBO29lzHsJj8iuhzsT5ILd6efZt5-W_l3e1oG1j2HOxlHGpJUx6WUMbKGBUXO-R56Z3Qidamg9JyO52idPB3dU7pPHP7TOXpDfCDfaw40WGbVwowpuVMGN9nCj8YZuwY0quFGEGzVw08Nr2sKNItxoBzdq4EYHcHtJLk5Pzj-dOaaEB_73fbZ2pDiG0GUQ4XSgpSwgjJk6eQ65BGCMRVnkC_CPUxFJHqMRINKA4R6ap0i7URyyV2RnVazka0LDSAqZicxNIPJ5xgG3xkJw7me-F0tXHpBJN5nzxNxvr8qsLOf3qfCAfLTfKPXdLveOffOAsW_JE_VGO-rekZ111chDNF3X8XsDlr-by6GH |
linkProvider | EBSCOhost |
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=The+adsorption+of+methylene+blue+from+wastewater+by+Moringaoleifera+pods+and+kernels+wastes+using+the+response+surface+methodology&rft.jtitle=European+physical+journal.+Applied+physics&rft.au=Ahmadou%2C+Fadimatou&rft.au=Bencheikh%2C+Imane&rft.au=Bensemlali%2C+Meryem&rft.au=Azoulay%2C+Karima&rft.date=2023&rft.issn=1286-0042&rft.eissn=1286-0050&rft.volume=98&rft.spage=22&rft_id=info:doi/10.1051%2Fepjap%2F2023220252&rft.externalDBID=n%2Fa&rft.externalDocID=10_1051_epjap_2023220252 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1286-0042&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1286-0042&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1286-0042&client=summon |