Zhiyang Zhang, Fukun Cheng, Xinyu Ma, Kai Sun, Xianqiang Huang, Jiangzhen An, Mei Peng, Xiaolan Chen and Bing Yu
A novel photocatalytic acylation strategy was developed harnessing tetrabutylammonium decatungstate (TBADT) as a hydrogen atom transfer (HAT) photocatalyst to facilitate the direct coupling of aldehydes with N-heterocycles at ambient temperature. This approach realizes the direct acylation of N-hetrerocycles without the need for noble metals, acids, or external oxidants, thereby marking a significant advance in green chemistry protocols. Utilizing this photocatalyzed method, we successfully synthesized a diverse array of 3-acylated azauracils and quinoxalin-2(1H)-ones, adorned with a variety of functional groups, achieving yields ranging from good to excellent. This research opens avenues for the rapid and efficient modification of heterocyclic compounds, which are foundational structures in medicinal chemistry and materials science.
{"title":"Decatungstate-photocatalyzed direct acylation of N-heterocycles with aldehydes†","authors":"Zhiyang Zhang, Fukun Cheng, Xinyu Ma, Kai Sun, Xianqiang Huang, Jiangzhen An, Mei Peng, Xiaolan Chen and Bing Yu","doi":"10.1039/D4GC00534A","DOIUrl":"10.1039/D4GC00534A","url":null,"abstract":"<p >A novel photocatalytic acylation strategy was developed harnessing tetrabutylammonium decatungstate (TBADT) as a hydrogen atom transfer (HAT) photocatalyst to facilitate the direct coupling of aldehydes with N-heterocycles at ambient temperature. This approach realizes the direct acylation of N-hetrerocycles without the need for noble metals, acids, or external oxidants, thereby marking a significant advance in green chemistry protocols. Utilizing this photocatalyzed method, we successfully synthesized a diverse array of 3-acylated azauracils and quinoxalin-2(1<em>H</em>)-ones, adorned with a variety of functional groups, achieving yields ranging from good to excellent. This research opens avenues for the rapid and efficient modification of heterocyclic compounds, which are foundational structures in medicinal chemistry and materials science.</p>","PeriodicalId":78,"journal":{"name":"Green Chemistry","volume":null,"pages":null},"PeriodicalIF":9.8,"publicationDate":"2024-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141198067","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
María Sanz, Pedro Leo, Carlos Palomino, Marta Paniagua, Gabriel Morales and Juan A. Melero
The production of jet-fuel precursors from furfural via aldol-condensation with methyl-isobutyl ketone (MIBK) over defect-engineered UiO-66(Zr) catalysts is presented. The catalysts are prepared using formic acid (FA), trifluoroacetic acid (TFA) and HCl as synthesis modulators, leading to the incorporation of defects on the microcrystalline structure of the metalorganic framework (MOF) material, which dramatically boosts the catalytic performance. An extensive characterization of the modified catalysts by means of X-ray diffraction (XRD), argon adsorption isotherm, thermogravimetry (TGA), transmission electron microscopy, and FTIR spectroscopy of adsorbed acetonitrile, confirmed the incorporation of missing-linker and missing-node defects within the MOF structure, enabling the explanation of the enhancement in the catalytic process. The analysis of the reaction kinetics evidences that, working under moderate temperature conditions, conversion of furfural and selectivity to the desired adduct (FuMe) close to 100% can be achieved, avoiding the formation of degradation and bulkier compounds. Finally, despite the generation of defects within the UiO-66(Zr) structure, the resultant catalyst displays good reusability in low furfural concentration mediums.
本文介绍了在缺陷工程 UiO-66(Zr)催化剂上通过醛醇缩合甲基异丁基酮(MIBK)生产糠醛喷气燃料前体的过程。催化剂的制备使用了甲酸(FA)、三氟乙酸(TFA)和盐酸作为合成调节剂,从而在金属有机框架(MOF)材料的微晶结构中加入了缺陷,显著提高了催化性能。通过 X 射线衍射 (XRD)、氩气吸附等温线、热重仪 (TGA)、透射电子显微镜和吸附乙腈的傅立叶变换红外光谱,对改性催化剂进行了广泛的表征,证实了在 MOF 结构中加入了缺失连接体和缺失节点缺陷,从而解释了催化过程的增强。对反应动力学的分析表明,在中等温度条件下,糠醛的转化率和对所需加合物(FuMe)的选择性接近 100%,避免了降解和体积更大的化合物的形成。最后,尽管在 UiO-66(Zr)结构中产生了缺陷,但催化剂在低浓度糠醛介质中显示出良好的可重复使用性。
{"title":"Boosting the activity of UiO-66(Zr) by defect engineering: efficient aldol condensation of furfural and MIBK for the production of bio jet-fuel precursors†","authors":"María Sanz, Pedro Leo, Carlos Palomino, Marta Paniagua, Gabriel Morales and Juan A. Melero","doi":"10.1039/D3GC05022J","DOIUrl":"10.1039/D3GC05022J","url":null,"abstract":"<p >The production of jet-fuel precursors from furfural <em>via</em> aldol-condensation with methyl-isobutyl ketone (MIBK) over defect-engineered UiO-66(Zr) catalysts is presented. The catalysts are prepared using formic acid (FA), trifluoroacetic acid (TFA) and HCl as synthesis modulators, leading to the incorporation of defects on the microcrystalline structure of the metalorganic framework (MOF) material, which dramatically boosts the catalytic performance. An extensive characterization of the modified catalysts by means of X-ray diffraction (XRD), argon adsorption isotherm, thermogravimetry (TGA), transmission electron microscopy, and FTIR spectroscopy of adsorbed acetonitrile, confirmed the incorporation of missing-linker and missing-node defects within the MOF structure, enabling the explanation of the enhancement in the catalytic process. The analysis of the reaction kinetics evidences that, working under moderate temperature conditions, conversion of furfural and selectivity to the desired adduct (FuMe) close to 100% can be achieved, avoiding the formation of degradation and bulkier compounds. Finally, despite the generation of defects within the UiO-66(Zr) structure, the resultant catalyst displays good reusability in low furfural concentration mediums.</p>","PeriodicalId":78,"journal":{"name":"Green Chemistry","volume":null,"pages":null},"PeriodicalIF":9.8,"publicationDate":"2024-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.rsc.org/en/content/articlepdf/2024/gc/d3gc05022j?page=search","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141198197","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Kangqiang Ye, Yu'an Du, Yuxin Yang, Rong Chen, Chao Deng and Guo-Ming Weng
How to efficiently deal with waste acids and bases produced by industry has constantly been a tough question for scientists and engineers. Such acid–base wastewaters are normally treated by mixing to give neutral products (i.e., water and salts) and heat which is hard to collect and reuse. Therefore, there is a need for innovative approaches with high efficiencies and high-value added products. Here, we report an air/metal hydride battery with the function of both treating acid–base wastewaters and gathering the waste heat energy in the form of electricity. Remarkably, the proposed battery could exhibit a high coulombic efficiency of up to ca. 94%, along with an effective reduction in the acidity/alkalinity of waste acids/bases and a decent amount of electricity. The proposed battery device also demonstrates a stable operation in semi-flow mode over a two-day timescale, showcasing its potential scalability and long-term stability. Moreover, life cycle assessment results indicate that electricity retrieved from the treatment process is a key contributor to reducing environmental impacts. This work offers alternative opportunities for accelerating the transition to a waste acid–base circular economy.
{"title":"An air/metal hydride battery for simultaneous neutralization treatment of acid–base wastewater and power generation†","authors":"Kangqiang Ye, Yu'an Du, Yuxin Yang, Rong Chen, Chao Deng and Guo-Ming Weng","doi":"10.1039/D4GC01634C","DOIUrl":"https://doi.org/10.1039/D4GC01634C","url":null,"abstract":"<p >How to efficiently deal with waste acids and bases produced by industry has constantly been a tough question for scientists and engineers. Such acid–base wastewaters are normally treated by mixing to give neutral products (<em>i.e.</em>, water and salts) and heat which is hard to collect and reuse. Therefore, there is a need for innovative approaches with high efficiencies and high-value added products. Here, we report an air/metal hydride battery with the function of both treating acid–base wastewaters and gathering the waste heat energy in the form of electricity. Remarkably, the proposed battery could exhibit a high coulombic efficiency of up to <em>ca.</em> 94%, along with an effective reduction in the acidity/alkalinity of waste acids/bases and a decent amount of electricity. The proposed battery device also demonstrates a stable operation in semi-flow mode over a two-day timescale, showcasing its potential scalability and long-term stability. Moreover, life cycle assessment results indicate that electricity retrieved from the treatment process is a key contributor to reducing environmental impacts. This work offers alternative opportunities for accelerating the transition to a waste acid–base circular economy.</p>","PeriodicalId":78,"journal":{"name":"Green Chemistry","volume":null,"pages":null},"PeriodicalIF":9.3,"publicationDate":"2024-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141495456","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Giuseppe Arbia, Camille Gadona, Hubert Casajus, Lionel Nauton, Franck Charmantray and Laurence Hecquet
We demonstrate that transketolase variants from Geobacillus stearothermophilus catalyse an acyloin condensation reaction involving two hydroxylated or not aliphatic aldehydes. This promiscuous TK-catalysed reaction offers an attractive alternative to the ketol transfer from α-ketoacids used as donor substrates in the usual TK mechanism, adding atom economy by avoiding carbon dioxide release. Transketolase variants H102L/L118I/H474G(S) showed a de novo activity towards the self-condensation of propanal, and to a lesser extent of ethanal, and a remarkable ability to control the selectivity of the more challenging cross-acyloin condensation reaction with propanal or iso-butanal used as nucleophiles, and different hydroxylated aldehydes (C2–C4) as electrophiles. The synthesis of seven aliphatic symmetrical and unsymmetrical α-hydroxyketones was performed from stoichiometric amounts of aldehydes, giving yields similar to those obtained with the common TK reaction based on α-ketoacid decarboxylation. This novel enzymatic cross-acyloin condensation reaction extends the toolbox for the synthesis of unsymmetrical aliphatic α-hydroxyketones while improving mass metrics of previous enzymatic and chemical strategies.
{"title":"Cross-acyloin condensation of aldehydes catalysed by transketolase variants for the synthesis of aliphatic α-hydroxyketones†","authors":"Giuseppe Arbia, Camille Gadona, Hubert Casajus, Lionel Nauton, Franck Charmantray and Laurence Hecquet","doi":"10.1039/D4GC01373E","DOIUrl":"10.1039/D4GC01373E","url":null,"abstract":"<p >We demonstrate that transketolase variants from <em>Geobacillus stearothermophilus</em> catalyse an acyloin condensation reaction involving two hydroxylated or not aliphatic aldehydes. This promiscuous TK-catalysed reaction offers an attractive alternative to the ketol transfer from α-ketoacids used as donor substrates in the usual TK mechanism, adding atom economy by avoiding carbon dioxide release. Transketolase variants H102L/L118I/H474G(S) showed a <em>de novo</em> activity towards the self-condensation of propanal, and to a lesser extent of ethanal, and a remarkable ability to control the selectivity of the more challenging cross-acyloin condensation reaction with propanal or iso-butanal used as nucleophiles, and different hydroxylated aldehydes (C2–C4) as electrophiles. The synthesis of seven aliphatic symmetrical and unsymmetrical α-hydroxyketones was performed from stoichiometric amounts of aldehydes, giving yields similar to those obtained with the common TK reaction based on α-ketoacid decarboxylation. This novel enzymatic cross-acyloin condensation reaction extends the toolbox for the synthesis of unsymmetrical aliphatic α-hydroxyketones while improving mass metrics of previous enzymatic and chemical strategies.</p>","PeriodicalId":78,"journal":{"name":"Green Chemistry","volume":null,"pages":null},"PeriodicalIF":9.8,"publicationDate":"2024-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.rsc.org/en/content/articlepdf/2024/gc/d4gc01373e?page=search","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141196878","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ryo Murakami, Keitaro Shiota, Ayaka Uchida and Fuyuhiko Inagaki
The world is committed to reducing CO2 emissions, and research on CO2 capture and effective utilization is being actively studied. Among the methods in development, direct air capture (DAC) is classified as a negative emission technology and has attracted significant study. The current problem with CO2 capture technologies for decarbonization is their cost due to the high separation energy required to release CO2. We have developed a new light-swing method that can potentially utilize a natural source of energy, i.e., sunlight, as an alternative to temperature- and pressure-swing methods. Herein, we report photoirradiation-based CO2 capture based on photoisomerization of azobenzene-amine and guanidine derivatives. The visible light-swing CO2 absorption and release system using azobenzene-guanidine has shown potential in DAC systems owing to its reusability. A plausible mechanism for CO2 release under light irradiation involves photoisomerization from trans- to cis-azobenzene in which steric repulsion with other molecules is the driving force, and CO2 is released due to the functional disruption of intermolecular interactions. This concept demonstrates the potential of using various photokinetic molecules as a driving force for light-swing CO2 capture.
{"title":"Light-swing CO2 capture: photoirradiation-based chemical CO2 release based on photoisomerization of azobenzene-amine/guanidine derivatives†","authors":"Ryo Murakami, Keitaro Shiota, Ayaka Uchida and Fuyuhiko Inagaki","doi":"10.1039/D4GC00736K","DOIUrl":"10.1039/D4GC00736K","url":null,"abstract":"<p >The world is committed to reducing CO<small><sub>2</sub></small> emissions, and research on CO<small><sub>2</sub></small> capture and effective utilization is being actively studied. Among the methods in development, direct air capture (DAC) is classified as a negative emission technology and has attracted significant study. The current problem with CO<small><sub>2</sub></small> capture technologies for decarbonization is their cost due to the high separation energy required to release CO<small><sub>2</sub></small>. We have developed a new light-swing method that can potentially utilize a natural source of energy, <em>i.e.</em>, sunlight, as an alternative to temperature- and pressure-swing methods. Herein, we report photoirradiation-based CO<small><sub>2</sub></small> capture based on photoisomerization of azobenzene-amine and guanidine derivatives. The visible light-swing CO<small><sub>2</sub></small> absorption and release system using azobenzene-guanidine has shown potential in DAC systems owing to its reusability. A plausible mechanism for CO<small><sub>2</sub></small> release under light irradiation involves photoisomerization from <em>trans</em>- to <em>cis</em>-azobenzene in which steric repulsion with other molecules is the driving force, and CO<small><sub>2</sub></small> is released due to the functional disruption of intermolecular interactions. This concept demonstrates the potential of using various photokinetic molecules as a driving force for light-swing CO<small><sub>2</sub></small> capture.</p>","PeriodicalId":78,"journal":{"name":"Green Chemistry","volume":null,"pages":null},"PeriodicalIF":9.8,"publicationDate":"2024-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.rsc.org/en/content/articlepdf/2024/gc/d4gc00736k?page=search","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141254269","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
To replace depleting freshwater resources, seawater, with its abundance and economy, has become a more favourable option for water electrolysis. However, seawater electrolysis necessitates electrocatalysts with excellent activity as well as resistance to Cl− corrosion. Herein, we utilized a biowaste, eggshell membranes, as a versatile platform to fabricate sulfide electrocatalysts for the oxygen revolution reaction (OER). Structural analyses including X-ray diffraction, X-ray photoelectron spectroscopy and Raman spectroscopy tests indicated that the introduction of iron into the cobalt sulfide lattice greatly modified the structures of the sulfide. Electrochemical tests and operando electrochemical Raman spectroscopy showed that the introduction of Fe adjusted the electronic structure of Co9S8, facilitating the formation of Co4+ species, which serve as the major active sites for OER, thereby effectively improving the catalyst performance. The optimal Co8FeS8/ESM-900 sample can achieve a current density of 10 mA cm−2 in alkaline freshwater, simulated seawater, and natural seawater at overpotentials of 270, 271, and 324 mV, respectively, which are lower than the overpotentials of 273, 272, and 337 mV obtained from IrO2. The sulphate passivation layer formed during the OER process can effectively repel Cl−, leading to outstanding corrosion resistance. The Co8FeS8/ESM-900 catalyst can be continuously operated in seawater electrolysis for 200 000 s. A (−)Pt/C||Co8FeS8/ESM-900(+) electrolyzer required only 1.629, 1.623, and 1.648 V to yield a current density of 10 mA cm−2 for the electrolysis of alkaline freshwater, simulated seawater, and natural seawater, respectively, which are superior to the performance of the (−)Pt/C||IrO2(+) electrolyzer. In virtue of its low cost, high efficiency and outstanding stability, the catalyst reported in this study is promising in practical seawater electrolysis.
为替代日益枯竭的淡水资源,海水以其丰富性和经济性成为电解水的更佳选择。然而,海水电解需要具有优异活性和抗 Cl- 腐蚀性的电催化剂。在此,我们利用一种生物废弃物--蛋壳膜--作为一个多功能平台,制造了用于氧革命反应(OER)的硫化物电催化剂。包括 X 射线衍射、X 射线光电子能谱和拉曼光谱测试在内的结构分析表明,硫化钴晶格中铁的引入极大地改变了硫化物的结构。电化学测试和操作电化学拉曼光谱表明,铁的引入调整了 Co9S8 的电子结构,促进了作为 OER 主要活性位点的 Co4+ 物种的形成,从而有效地提高了催化剂的性能。最佳 Co8FeS8/ESM-900 样品在碱性淡水、模拟海水和天然海水中的过电位分别为 270、271 和 324 mV 时,电流密度可达 10 mA cm-2,低于从 IrO2 得到的过电位 273、272 和 337 mV。在 OER 过程中形成的硫酸盐钝化层可以有效地排斥 Cl-,从而获得出色的耐腐蚀性。Co8FeS8/ESM-900 催化剂可在海水电解中连续工作 200 000 秒。648 V,电解碱性淡水、模拟海水和天然海水的电流密度分别为 10 mA cm-2,性能优于(-)Pt/C||IrO2(+)电解槽。本研究报道的催化剂具有成本低、效率高、稳定性好等优点,在实际海水电解中具有广阔的应用前景。
{"title":"Eggshell membrane-derived metal sulfide catalysts for seawater splitting†","authors":"Lingyu Cui, Lan Zhang and Yi Shen","doi":"10.1039/D4GC02017K","DOIUrl":"https://doi.org/10.1039/D4GC02017K","url":null,"abstract":"<p >To replace depleting freshwater resources, seawater, with its abundance and economy, has become a more favourable option for water electrolysis. However, seawater electrolysis necessitates electrocatalysts with excellent activity as well as resistance to Cl<small><sup>−</sup></small> corrosion. Herein, we utilized a biowaste, eggshell membranes, as a versatile platform to fabricate sulfide electrocatalysts for the oxygen revolution reaction (OER). Structural analyses including X-ray diffraction, X-ray photoelectron spectroscopy and Raman spectroscopy tests indicated that the introduction of iron into the cobalt sulfide lattice greatly modified the structures of the sulfide. Electrochemical tests and <em>operando</em> electrochemical Raman spectroscopy showed that the introduction of Fe adjusted the electronic structure of Co<small><sub>9</sub></small>S<small><sub>8</sub></small>, facilitating the formation of Co<small><sup>4+</sup></small> species, which serve as the major active sites for OER, thereby effectively improving the catalyst performance. The optimal Co<small><sub>8</sub></small>FeS<small><sub>8</sub></small>/ESM-900 sample can achieve a current density of 10 mA cm<small><sup>−2</sup></small> in alkaline freshwater, simulated seawater, and natural seawater at overpotentials of 270, 271, and 324 mV, respectively, which are lower than the overpotentials of 273, 272, and 337 mV obtained from IrO<small><sub>2</sub></small>. The sulphate passivation layer formed during the OER process can effectively repel Cl<small><sup>−</sup></small>, leading to outstanding corrosion resistance. The Co<small><sub>8</sub></small>FeS<small><sub>8</sub></small>/ESM-900 catalyst can be continuously operated in seawater electrolysis for 200 000 s. A (−)Pt/C||Co<small><sub>8</sub></small>FeS<small><sub>8</sub></small>/ESM-900(+) electrolyzer required only 1.629, 1.623, and 1.648 V to yield a current density of 10 mA cm<small><sup>−2</sup></small> for the electrolysis of alkaline freshwater, simulated seawater, and natural seawater, respectively, which are superior to the performance of the (−)Pt/C||IrO<small><sub>2</sub></small>(+) electrolyzer. In virtue of its low cost, high efficiency and outstanding stability, the catalyst reported in this study is promising in practical seawater electrolysis.</p>","PeriodicalId":78,"journal":{"name":"Green Chemistry","volume":null,"pages":null},"PeriodicalIF":9.3,"publicationDate":"2024-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141495457","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Fengyi Zhou, Dingyi Shi, Wenbo Mu, Shao Wang, Zeyu Wang, Chenyang Wei, Ruiqi Li and Tiancheng Mu
Deep eutectic solvents (DESs) have been widely applied to recover spent lithium-ion batteries (LIBs); however, developing effective and efficient systems for cathode leaching via the traditional trial-and-error method requires substantial efforts. This work aims to accelerate the discovery of novel promising DESs by leveraging the conditional Generative Adversarial Network (CGAN). Three databases were constructed: (i) DESs leaching cathodes, (ii) DESs leaching metal oxides, and (iii) DES properties. The absolute Spearman's rank correlation and agglomerative hierarchical clustering analysis ensured the selection of an optimal feature set for building predictive models. An XGBoost model was developed, achieving remarkable performance (R2 = 0.9702, MSE = 0.0007) in predicting cathode solubility in DESs. We employed the Shapley additive explanation (SHAP) method to quantify the importance of acidity, coordination, and reducibility of DESs and provide insights into further research. To accelerate time-consuming investigational procedures, a CGAN model was established, rapidly identifying promising DESs like ChCl : Glycolic acid, with excellent agreement between predictions and experimental results. This study offers a general data analysis framework for other metal oxides (e.g., CuxO, FexOy, ZnO) leaching using DESs, enabling accurate solubility prediction and deepening the understanding of cathode leaching mechanisms. The CGAN model significantly accelerates the development of a DES-based process for lithium-ion cathode recycling, saving development time and effort. Overall, this work facilitates the efficient discovery and development of effective DESs for the recovery of valuable metals from spent LIB cathodes.
深共晶溶剂(DES)已被广泛应用于回收废旧锂离子电池(LIB);然而,通过传统的试错法开发有效且高效的正极沥滤系统需要大量的努力。这项工作旨在利用条件生成对抗网络(CGAN)加速发现新型有前途的 DES。我们构建了三个数据库:(i) DESs浸出阴极;(ii) DESs浸出金属氧化物;(iii) DES特性。绝对斯皮尔曼秩相关性和聚类分层聚类分析确保为建立预测模型选择最佳特征集。我们建立了一个 XGBoost 模型,该模型在预测 DES 中阴极溶解度方面表现出色(R2 = 0.9702,MSE = 0.0007)。我们采用夏普利加法解释(SHAP)方法量化了 DES 的酸度、配位和还原性的重要性,并为进一步研究提供了启示。为了加快耗时的研究程序,我们建立了一个 CGAN 模型,快速识别出有前景的 DES,如 ChCl :乙醇酸等有前途的 DES,其预测结果与实验结果非常吻合。这项研究为使用 DESs 进行其他金属氧化物(如 CuxO、FexOy、ZnO)浸出提供了一个通用数据分析框架,从而实现了准确的溶解度预测,加深了对阴极浸出机制的理解。CGAN 模型大大加快了基于 DES 的锂离子正极回收工艺的开发速度,节省了开发时间和精力。总之,这项工作有助于高效地发现和开发有效的 DES,以便从废弃的锂离子电池正极中回收有价值的金属。
{"title":"Machine learning models accelerate deep eutectic solvent discovery for the recycling of lithium-ion battery cathodes†","authors":"Fengyi Zhou, Dingyi Shi, Wenbo Mu, Shao Wang, Zeyu Wang, Chenyang Wei, Ruiqi Li and Tiancheng Mu","doi":"10.1039/D4GC01418A","DOIUrl":"https://doi.org/10.1039/D4GC01418A","url":null,"abstract":"<p >Deep eutectic solvents (DESs) have been widely applied to recover spent lithium-ion batteries (LIBs); however, developing effective and efficient systems for cathode leaching <em>via</em> the traditional trial-and-error method requires substantial efforts. This work aims to accelerate the discovery of novel promising DESs by leveraging the conditional Generative Adversarial Network (CGAN). Three databases were constructed: (i) DESs leaching cathodes, (ii) DESs leaching metal oxides, and (iii) DES properties. The absolute Spearman's rank correlation and agglomerative hierarchical clustering analysis ensured the selection of an optimal feature set for building predictive models. An XGBoost model was developed, achieving remarkable performance (<em>R</em><small><sup>2</sup></small> = 0.9702, MSE = 0.0007) in predicting cathode solubility in DESs. We employed the Shapley additive explanation (SHAP) method to quantify the importance of acidity, coordination, and reducibility of DESs and provide insights into further research. To accelerate time-consuming investigational procedures, a CGAN model was established, rapidly identifying promising DESs like ChCl : Glycolic acid, with excellent agreement between predictions and experimental results. This study offers a general data analysis framework for other metal oxides (<em>e.g.</em>, Cu<small><sub><em>x</em></sub></small>O, Fe<small><sub><em>x</em></sub></small>O<small><sub><em>y</em></sub></small>, ZnO) leaching using DESs, enabling accurate solubility prediction and deepening the understanding of cathode leaching mechanisms. The CGAN model significantly accelerates the development of a DES-based process for lithium-ion cathode recycling, saving development time and effort. Overall, this work facilitates the efficient discovery and development of effective DESs for the recovery of valuable metals from spent LIB cathodes.</p>","PeriodicalId":78,"journal":{"name":"Green Chemistry","volume":null,"pages":null},"PeriodicalIF":9.3,"publicationDate":"2024-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141495454","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The past decades have witnessed the rapid development of lithium-ion batteries (LIBs), which are applied in nearly every aspect of our daily life. However, the increasing number of spent LIBs (S-LIBs) poses a great threat to the environment. Thus, to protect the environment and preserve limited lithium resources, it is necessary to recycle S-LIBs. In this review, we initially provide a brief introduction on the structure and degradation mechanism of LIBs and pretreatment of S-LIBs. Subsequently, we highlight the recent advancements in the development of recycling the cathode of S-LIBs, including its direct, hydrometallurgical, and pyrometallurgical recovery. The advantages and disadvantages of each recycling process are also discussed from the viewpoint of the environment and economy. In addition, we also introduce the recycling of S-LIBs through a green and environmentally friendly process of treating waste with waste. Finally, the overall perspective of this technology and areas requiring particular attention in the future are discussed.
{"title":"Recycling spent lithium-ion battery cathode: an overview","authors":"Xun Zhang and Maiyong Zhu","doi":"10.1039/D4GC01781A","DOIUrl":"https://doi.org/10.1039/D4GC01781A","url":null,"abstract":"<p >The past decades have witnessed the rapid development of lithium-ion batteries (LIBs), which are applied in nearly every aspect of our daily life. However, the increasing number of spent LIBs (S-LIBs) poses a great threat to the environment. Thus, to protect the environment and preserve limited lithium resources, it is necessary to recycle S-LIBs. In this review, we initially provide a brief introduction on the structure and degradation mechanism of LIBs and pretreatment of S-LIBs. Subsequently, we highlight the recent advancements in the development of recycling the cathode of S-LIBs, including its direct, hydrometallurgical, and pyrometallurgical recovery. The advantages and disadvantages of each recycling process are also discussed from the viewpoint of the environment and economy. In addition, we also introduce the recycling of S-LIBs through a green and environmentally friendly process of treating waste with waste. Finally, the overall perspective of this technology and areas requiring particular attention in the future are discussed.</p>","PeriodicalId":78,"journal":{"name":"Green Chemistry","volume":null,"pages":null},"PeriodicalIF":9.3,"publicationDate":"2024-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141495463","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pedro Conceição, Andrés Perdomo, Diogo F. Carvalho, Jennifer P. Teixeira, Pedro M. P. Salomé and Tito Trindade
Cesium lead halide (CsPbX3) perovskite quantum dots (PQDs) have attracted attention for use as absorber materials in photovoltaics as they show tuneable bandgap energy and high photoluminescence quantum yields together with the potential to demonstrate long-term stability and simple solution processability. Currently, the colloidal synthesis of PQDs relies to a large extent on the use of toxic and fossil derived solvents as the reaction medium. Alternative methods that partially or completely replace such solvents are anticipated as a step forward in meeting the sustainability criteria for the large-scale synthesis of PQDs. Herein, we report an eco-friendly sonochemical-assisted synthesis of CsPbBr3 PQDs using commercial vegetable oil solvents as the reaction medium. The effect of different vegetable oils on the synthesis and properties of PQDs was investigated in detail. The as-prepared CsPbBr3 colloids show similar photoluminescence (PL) spectra and crystalline structure to colloids obtained in mineral oil, which was used here for comparative purposes. Furthermore, a smaller amount of the optically inactive Cs4PbBr6 hexagonal crystalline phase was detected in the green synthesis compared to mineral oil-based synthesis. Finally, spin-coated thin films were produced, demonstrating the processability of the colloidal PQDs obtained via the green synthesis described here.
{"title":"Sonochemical-assisted synthesis of CsPbBr3 perovskite quantum dots using vegetable oils†","authors":"Pedro Conceição, Andrés Perdomo, Diogo F. Carvalho, Jennifer P. Teixeira, Pedro M. P. Salomé and Tito Trindade","doi":"10.1039/D4GC00759J","DOIUrl":"https://doi.org/10.1039/D4GC00759J","url":null,"abstract":"<p >Cesium lead halide (CsPbX<small><sub>3</sub></small>) perovskite quantum dots (PQDs) have attracted attention for use as absorber materials in photovoltaics as they show tuneable bandgap energy and high photoluminescence quantum yields together with the potential to demonstrate long-term stability and simple solution processability. Currently, the colloidal synthesis of PQDs relies to a large extent on the use of toxic and fossil derived solvents as the reaction medium. Alternative methods that partially or completely replace such solvents are anticipated as a step forward in meeting the sustainability criteria for the large-scale synthesis of PQDs. Herein, we report an eco-friendly sonochemical-assisted synthesis of CsPbBr<small><sub>3</sub></small> PQDs using commercial vegetable oil solvents as the reaction medium. The effect of different vegetable oils on the synthesis and properties of PQDs was investigated in detail. The as-prepared CsPbBr<small><sub>3</sub></small> colloids show similar photoluminescence (PL) spectra and crystalline structure to colloids obtained in mineral oil, which was used here for comparative purposes. Furthermore, a smaller amount of the optically inactive Cs<small><sub>4</sub></small>PbBr<small><sub>6</sub></small> hexagonal crystalline phase was detected in the green synthesis compared to mineral oil-based synthesis. Finally, spin-coated thin films were produced, demonstrating the processability of the colloidal PQDs obtained <em>via</em> the green synthesis described here.</p>","PeriodicalId":78,"journal":{"name":"Green Chemistry","volume":null,"pages":null},"PeriodicalIF":9.3,"publicationDate":"2024-05-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141495452","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Cornelis Post, Dina Maniar, Jesse A. Jongstra, Daniele Parisi, Vincent S. D. Voet, Rudy Folkersma, Katja Loos
The synthesis of biobased polyesters based on 2,5-bis(hydroxymethyl)furan (BHMF) is challenging due to the limited stability of this interesting furanic monomer. In this work, a series of BHMF-based polyesters were produced via a green and efficient bulk polymerization process, by using either an enzyme (iCALB) or a commercially available catalyst (DBTO). The polymerization methods were compared and shown to both be successful, with values up to 14 000 g mol−1. The number of methylene units in the aliphatic comonomer was varied from 2 to 8, and the influence of this on the thermal behavior and stability of the polymers was investigated. The degree of crystallinity of compression molded discs was found to be in the range from 13 to 27%, and the contact angles were determined to be in the region from 63 to 73°, confirming that these polyesters are hydrophilic. An oscillatory shear rheology investigation demonstrated significant differences between the melt behavior of the BHMF-based polyesters, ranging from a Newtonian liquid to a shear thinning material with a 3 orders of magnitude higher complex viscosity. A clear inversely proportional correlation between the low-frequency complex viscosity and the number of methylene units in the aliphatic segment was observed. Finally, a biodegradability test revealed that the synthesized BHMF-based polyesters had a biodegradable character over time, wherein different biodegradation rates were observed related to the length of aliphatic segments in the repeating units. The sustainability of both synthesis routes was analyzed based on atom economy (AE), reaction mass efficiency (RME), E-factor and EcoScale. This work emphasizes that renewable BHMF-based polyesters can be produced via a solvent-free and sustainable process, which show biodegradable behavior and that their thermal and rheological properties can be tailored by varying the number of methylene groups in the aliphatic unit.
{"title":"Enzymatic bulk synthesis, characterization, rheology, and biodegradability of biobased 2,5-bis(hydroxymethyl)furan polyesters","authors":"Cornelis Post, Dina Maniar, Jesse A. Jongstra, Daniele Parisi, Vincent S. D. Voet, Rudy Folkersma, Katja Loos","doi":"10.1039/d4gc01512f","DOIUrl":"https://doi.org/10.1039/d4gc01512f","url":null,"abstract":"The synthesis of biobased polyesters based on 2,5-bis(hydroxymethyl)furan (BHMF) is challenging due to the limited stability of this interesting furanic monomer. In this work, a series of BHMF-based polyesters were produced <em>via</em> a green and efficient bulk polymerization process, by using either an enzyme (iCALB) or a commercially available catalyst (DBTO). The polymerization methods were compared and shown to both be successful, with <img align=\"middle\" alt=\"Image ID:d4gc01512f-t1.gif\" src=\"https://pubs.rsc.org/services/images/RSCpubs.ePlatform.Service.FreeContent.ImageService.svc/ImageService/Articleimage/2024/GC/D4GC01512F/d4gc01512f-t1.gif\"> values up to 14 000 g mol<small><sup>−1</sup></small>. The number of methylene units in the aliphatic comonomer was varied from 2 to 8, and the influence of this on the thermal behavior and stability of the polymers was investigated. The degree of crystallinity of compression molded discs was found to be in the range from 13 to 27%, and the contact angles were determined to be in the region from 63 to 73°, confirming that these polyesters are hydrophilic. An oscillatory shear rheology investigation demonstrated significant differences between the melt behavior of the BHMF-based polyesters, ranging from a Newtonian liquid to a shear thinning material with a 3 orders of magnitude higher complex viscosity. A clear inversely proportional correlation between the low-frequency complex viscosity and the number of methylene units in the aliphatic segment was observed. Finally, a biodegradability test revealed that the synthesized BHMF-based polyesters had a biodegradable character over time, wherein different biodegradation rates were observed related to the length of aliphatic segments in the repeating units. The sustainability of both synthesis routes was analyzed based on atom economy (AE), reaction mass efficiency (RME), E-factor and EcoScale. This work emphasizes that renewable BHMF-based polyesters can be produced <em>via</em> a solvent-free and sustainable process, which show biodegradable behavior and that their thermal and rheological properties can be tailored by varying the number of methylene groups in the aliphatic unit.</img>","PeriodicalId":78,"journal":{"name":"Green Chemistry","volume":null,"pages":null},"PeriodicalIF":9.8,"publicationDate":"2024-05-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141527259","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}