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Flame-retardants for polypropylene: A review 聚丙烯阻燃剂:综述
IF 6.3 2区 化学 Q1 POLYMER SCIENCE Pub Date : 2024-09-21 DOI: 10.1016/j.polymdegradstab.2024.111008
Séverine Bellayer , Melvin Dilger , Sophie Duquesne , Maude Jimenez

This article presents the different flame retardant (FR) additives adapted to polypropylene (PP) and their mode of actions when incorporated into the bulk. PP is naturally highly flammable; this review highlights the challenges to improve its flame retardant properties. It first reports the thermal degradation of PP and then focuses on FR PP systems and shows the high flame retardancy effectiveness of intumescent flame retardant (IFR) systems providing an efficient protective layer. It also highlights the need to improve the IFR systems to reduce the amount of FRs, using synergists, bio-based compounds or modified additives, but also using other effective systems such as free radical generators systems in combination with phosphorous flame retardant agent. Therefore, this article explores the effectiveness of several FR systems and highlight their mechanism of action in PP.

本文介绍了适用于聚丙烯(PP)的各种阻燃(FR)添加剂,以及这些添加剂加入到聚丙烯中的作用模式。聚丙烯具有天然的高易燃性;本综述强调了改善其阻燃特性所面临的挑战。报告首先介绍了聚丙烯的热降解,然后重点介绍了阻燃聚丙烯系统,并展示了膨胀型阻燃剂(IFR)系统的高阻燃效果,该系统可提供有效的保护层。文章还强调了改进膨胀型阻燃剂系统以减少阻燃剂数量的必要性,不仅可以使用增效剂、生物基化合物或改性添加剂,还可以使用其他有效的系统,如与磷阻燃剂结合使用的自由基发生器系统。因此,本文探讨了几种阻燃剂系统的有效性,并重点介绍了它们在聚丙烯中的作用机理。
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引用次数: 0
Low-dielectric thermosetting resins derived from polysaccharide unsaturated esters 多糖不饱和酯衍生的低介电热固性树脂
IF 6.3 2区 化学 Q1 POLYMER SCIENCE Pub Date : 2024-09-20 DOI: 10.1016/j.polymdegradstab.2024.111011
Yuya Fukata, Satoshi Kimura, Tadahisa Iwata
Printed circuit boards (PCBs) contain metals and plastics, with the latter often incinerated after disposal, leading to carbon dioxide emissions. This study focuses on developing biomass-based thermosetting resins derived from polysaccharides. Cellulose and α-1,3-glucan were introduced with unsaturated (2-butenoate) and saturated (hexanoate) ester groups to achieve appropriate properties for PCB applications. The synthesized polysaccharide esters, cellulose-2-butenoate-hexanoate and α-1,3-glucan-2-butenoate-hexanoate, demonstrated thermoformability at 150 °C, suitable for being laminated on circuit lines. After heating at 220 °C for 1 hour, the unsaturated parts of the polymers crosslinked, increasing the glass transition temperature to over 230 °C, making them potentially durable for the soldering process. The dielectric constant and dissipation factor of the crosslinked resins ranged from 2.5 to 2.7 and 0.012 to 0.014, respectively, outperforming conventional epoxy resins to reduce transmission loss. Additionally, the crosslinked films exhibited robust mechanical properties with tensile strengths exceeding 50 MPa. These results indicate that polysaccharide unsaturated esters are promising for use as PCB insulating resins, providing a sustainable alternative to petroleum-based materials.
印刷电路板(PCB)含有金属和塑料,后者通常在废弃后被焚烧,从而导致二氧化碳排放。本研究的重点是开发从多糖中提取的生物质热固性树脂。在纤维素和 α-1,3-葡聚糖中引入了不饱和(2-丁烯酸酯)和饱和(己酸酯)酯基,以获得适合多氯联苯应用的特性。合成的多糖酯(纤维素-2-丁烯酸己酸酯和α-1,3-葡聚糖-2-丁烯酸己酸酯)在 150 ℃ 下具有热成型性,适合层压在电路板上。在 220 ℃ 下加热 1 小时后,聚合物的不饱和部分发生交联,使玻璃化转变温度升至 230 ℃ 以上,从而使其在焊接过程中具有潜在的耐久性。交联树脂的介电常数和耗散因子分别为 2.5 至 2.7 和 0.012 至 0.014,在降低传输损耗方面优于传统的环氧树脂。此外,交联薄膜还具有良好的机械性能,拉伸强度超过 50 兆帕。这些结果表明,多糖不饱和酯有望用作印刷电路板绝缘树脂,为石油基材料提供了一种可持续的替代品。
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引用次数: 0
Recycling of EPDM rubber via thermomechanical devulcanization: Batch and continuous operations 通过热机械脱硫回收三元乙丙橡胶:分批和连续操作
IF 6.3 2区 化学 Q1 POLYMER SCIENCE Pub Date : 2024-09-20 DOI: 10.1016/j.polymdegradstab.2024.111014
Dávid Zoltán Pirityi , Tamás Bárány , Kornél Pölöskei
Thermomechanical devulcanization is a possible solution for the circular economy of EPDM rubber, as it removes covalent crosslinks from vulcanizates, resulting in a material similar to uncured rubber mixes. In this paper, sulfur-cured EPDM rubber was treated with thermomechanical stimuli: a) processing on a two-roll mill and in an internal mixer, and b) twin-screw extrusion. Horikx's analysis indicated a 75 % decrease in crosslink density with little polymer chain degradation. The resulting devulcanizates and non-devulcanized rubber crumb were added to the original rubber mix, yielding samples with 0, 25, 50, 75 and 100 wt% recycled rubber contents. Revulcanizates with up to 50 wt% devulcanizate content retained the tensile strength of the original rubber with a slight increase in modulus. Ultimately, batch devulcanization had the most promising results, and extrusion devulcanization was also more beneficial than using non-devulcanized rubber crumb. Crosslink density and morphological tests also support these findings.
热机械脱硫是实现三元乙丙橡胶循环经济的一种可能的解决方案,因为它可以去除硫化胶中的共价交联,从而得到与未硫化橡胶混合物相似的材料。本文对硫磺硫化的三元乙丙橡胶进行了热机械刺激处理:a)在双辊轧机和内部混合器中加工;b)双螺杆挤出。Horikx 的分析表明,交联密度降低了 75%,但聚合物链几乎没有降解。由此产生的脱硫酸盐和非脱硫橡胶屑被添加到原始橡胶混合物中,得到再生橡胶含量为 0、25、50、75 和 100 wt% 的样品。脱硫酸盐含量高达 50 wt%的再硫化胶保持了原始橡胶的拉伸强度,模量略有增加。最终,批量脱硫取得了最有希望的结果,挤出脱硫也比使用未脱硫橡胶屑更有利。交联密度和形态测试也支持这些发现。
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引用次数: 0
Synthesis of renewable and seawater-degradable polyesters based on a fully biobased diester 以全生物基二酯为基础合成可再生和海水降解聚酯
IF 6.3 2区 化学 Q1 POLYMER SCIENCE Pub Date : 2024-09-20 DOI: 10.1016/j.polymdegradstab.2024.111015
Jinyan Li, Yang Yu, Xiaolin Zhang
The design and development of biobased plastics that can degrade in seawater is a potential approach to address the seawater pollution of fossil plastics. Herein, N,N'-pentamethylene-bis(pyrrolidone-4-methyl carboxylate) (PBPC), a biobased diester with two pyrrolidone rings, was synthesized from renewable 1,5-pentanediamine and dimethyl itaconate. PBPC was polymerized with three α,ω-diols to prepare biobased homopolyesters with number-average molecular weight (Mn) around 25 kDa. These amorphous homopolyesters presented remarkable UV shielding abilities compared with poly(lactic acid) (PLA) and poly(butylene succinate) (PBS). Incubation experiments in artificial seawater for 150 days indicated that the homopolyesters based on PBPC exhibited rapid seawater-degradability. Then, PBPC was copolymerized with 1,4-butanediol and terephthalic acid to prepare a series of copolyesters with Mn around 20 kDa. The introduction of PBPC into poly(butylene terephthalate) (PBT) resulted in the elevated toughness and sensitivity to seawater degradation. Depending on the composition of PBPC, the thermal, mechanical, and degradation rate of the copolyesters were adjustable. Overall, the PBPC-based polyesters are promising alternatives to commercial packaging materials in improving the renewability of raw materials and achieving seawater degradation.
设计和开发可在海水中降解的生物基塑料是解决化石塑料对海水污染的一种潜在方法。本文以可再生的 1,5-戊二胺和衣康酸二甲酯为原料,合成了 N,N'-五亚甲基双(吡咯烷酮-4-甲基羧酸酯)(PBPC),这是一种具有两个吡咯烷酮环的生物基二酯。PBPC 与三个 α、ω-二元醇聚合,制备出生物基均聚酯,其数均分子量 (Mn) 约为 25 kDa。与聚乳酸(PLA)和聚丁二酸丁二醇酯(PBS)相比,这些无定形均聚酯具有显著的紫外线屏蔽能力。在人工海水中培养 150 天的实验表明,基于 PBPC 的均聚酯具有快速的海水降解性。然后,PBPC 与 1,4-丁二醇和对苯二甲酸共聚,制备出一系列 Mn 在 20 kDa 左右的共聚多酯。在聚对苯二甲酸丁二醇酯(PBT)中引入 PBPC 后,韧性和对海水降解的敏感性都得到了提高。根据 PBPC 成分的不同,共聚聚酯的热性能、机械性能和降解率都是可调的。总之,基于 PBPC 的聚酯在提高原材料的可再生性和实现海水降解方面有望成为商业包装材料的替代品。
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引用次数: 0
Engineering sulfonated carbon black for flame-retardant and smoke-suppressive polycarbonate with well-preserved mechanical performances 用于阻燃和抑烟聚碳酸酯的工程磺化炭黑,具有良好的机械性能
IF 6.3 2区 化学 Q1 POLYMER SCIENCE Pub Date : 2024-09-19 DOI: 10.1016/j.polymdegradstab.2024.111012
Xiaodi Ye , Cheng Zhan , Bingtao Wang , Ting Sai , Chengfeng Zhang , Juan Li , Zhenghong Guo , Siqi Huo
To cope with the practical demands of high-performance polycarbonate (PC) and explore the application of carbon black (CB) in flame retardant field, a sulfonated carbon black (CB-SS) was synthesized and applied to flame retardant PC in this work. Compared with PC/CB composite, PC/CB-SS composite displays better overall performances under the same flame retardant addition. The PC/3CB-SS composite with 3 wt.% of CB-SS achieves a vertical burning test (UL-94) V-0 rating with a limiting oxygen index (LOI) of 29.5%, and its peak heat release rate (PHRR) and total smoke release rate (TSR) are respectively reduced by 17% and 6% relative to those of PC/3CB with 3 wt.% of CB. The flame retardancy mechanism is proposed by analyzing the char residue obtained from cone calorimetry test, which confirms the synergistic flame-retardant effect between sodium sulfonate and CB in condensed phase. Moreover, PC/3CB-SS shows much better mechanical properties than PC/3CB, and its elongation at break is increased by 223% compared with that of PC/3CB. This is mainly due to the more even dispersion of CB-SS within PC and the stronger interfacial force between CB-SS and PC. This work provides an effective approach for the creation of fire-retardant and smoke-suppressive PC composites with well-preserved mechanical properties, contributing to expanding the industrial applications of PC.
为满足高性能聚碳酸酯(PC)的实际需求,探索炭黑(CB)在阻燃领域的应用,本研究合成了一种磺化炭黑(CB-SS),并将其应用于阻燃 PC。与 PC/CB 复合材料相比,在添加相同阻燃剂的情况下,PC/CB-SS 复合材料具有更好的综合性能。含有 3 重量百分比 CB-SS 的 PC/3CB-SS 复合材料达到了垂直燃烧测试(UL-94)V-0 级,极限氧指数(LOI)为 29.5%,其峰值热释放率(PHRR)和总烟雾释放率(TSR)分别比含有 3 重量百分比 CB 的 PC/3CB 复合材料降低了 17% 和 6%。通过分析锥形量热仪测试得到的残炭,提出了阻燃机理,证实了磺酸钠与 CB 在凝聚相中的协同阻燃效果。此外,PC/3CB-SS 的机械性能远远优于 PC/3CB,其断裂伸长率比 PC/3CB 提高了 223%。这主要是由于 CB-SS 在 PC 中的分散更均匀,而且 CB-SS 与 PC 之间的界面力更强。这项工作为制造具有良好机械性能的阻燃抑烟 PC 复合材料提供了一种有效方法,有助于扩大 PC 的工业应用。
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引用次数: 0
The preparation of ammonium polyphosphate@ nickel/cobalt-layered double hydroxide and its application as flame retardant in thermoplastic polyurethane 聚磷酸铵@镍/钴层状双氢氧化物的制备及其在热塑性聚氨酯中作为阻燃剂的应用
IF 6.3 2区 化学 Q1 POLYMER SCIENCE Pub Date : 2024-09-19 DOI: 10.1016/j.polymdegradstab.2024.111013
Xiao-Hui Shi , Huan Luo , Cheng-Yue Jing , Hong Shi , De-Yi Wang
Inspired by the significant synergistic effect of transition metals and ammonium polyphosphate (APP) on flame reatrdancy, a nickel/cobalt-layered double hydroxide derived from a selected zeolitic imidazolate framework-67 (APP@NiCo) was constructed onto the surface of APP to enhance the fire safety of thermoplastic polyurethane (TPU). The results demonstrated that TPU containing 6 wt% APP@NiCo exhibited a LOI value of 27.7 % and achieved UL-94 V-0 rating. Furthermore, there was a significant reduction in the peak heat release rate, heat release rate, and total smoke production by 72.8 %, 37.5 % and 56.9 %, respectively. The remarkable improvement in flame retardancy was contributed to the highly synergistic charring catalysis of APP and dual transition metals cobalt and nickel, which effectively promoted the formation of robust char layers during TPU combustion for enhancing fire safety.
受过渡金属和聚磷酸铵(APP)对阻燃性显著协同作用的启发,在 APP 表面构建了一种由精选沸石咪唑酸框架-67 衍生的镍/钴层双氢氧化物(APP@NiCo),以提高热塑性聚氨酯(TPU)的防火安全性。结果表明,含有 6 wt% APP@NiCo 的热塑性聚氨酯的 LOI 值为 27.7%,达到了 UL-94 V-0 等级。此外,峰值热释放率、热释放率和总产烟量分别大幅降低了 72.8%、37.5% 和 56.9%。阻燃性能的显著提高得益于 APP 与双过渡金属钴和镍的高度协同炭化催化作用,这种催化作用可有效促进热塑性聚氨酯燃烧过程中形成坚固的炭层,从而提高防火安全性。
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引用次数: 0
Simultaneously boosting the flame retardancy and degradability of poly(lactic acid) composite by phosvitin affiliation 通过磷霉素附属物同时提高聚(乳酸)复合材料的阻燃性和降解性
IF 6.3 2区 化学 Q1 POLYMER SCIENCE Pub Date : 2024-09-19 DOI: 10.1016/j.polymdegradstab.2024.111010
Zhaoshun Zhan , Shihan Weng , Tianyou Bao , Lina Yan , Fanna Meng , Lixin Li
Currently, it is still a challenge to endow polylactic acid (PLA) with excellent degradation and fire safety. In this work, we have extracted a novel phosvitin aiming to achieve the fire resistance and degradation of PLA. Employing the phosvitin, the PLA composite exhibits conspicuous fire resistance with an LOI of 27.4 % and a V-0 rating in the UL-94 tests by controlling the added volume at 40 wt.%. Simultaneously, the thermal stability and fire behaviour of the PLA composite have been improved by the plentiful char residue formation. The flame-retardant mechanism of phosvitin in PLA material has been deduced by TG-IR, FTIR XPS and SEM. The phosvitin containing abundant P-O, P = O and P-N functional groups generates phosphorus-containing compounds to promote the dehydration reaction of the PLA matrix in a condensed phase. This is beneficial to improve the flame retardancy of PLA by the formation of a char layer, providing the shielding effect to prevent the heat transfer and flammable micro-molecules volatilisation process. Likewise, the affluent phosphorus-containing compounds included in the phosvitin possess fabulous catalytic action to destroy the PLA into small molecular weight fragment which shows a beneficial to promote the degradation reaction of PLA composite. Hence, the phosvitin is important to expand the range of applications of PLA materials to develop sustainable multifunctional materials.
目前,赋予聚乳酸(PLA)优异的降解性和防火安全性仍是一项挑战。在这项工作中,我们提取了一种新型磷素,旨在实现聚乳酸的耐火性和降解性。通过将添加量控制在 40 wt.%,聚乳酸复合材料在 UL-94 试验中表现出显著的耐火性,LOI 为 27.4%,V-0 级。同时,聚乳酸复合材料的热稳定性和阻燃性能也因大量炭渣的形成而得到改善。利用 TG-IR、傅立叶变换红外光谱 XPS 和扫描电镜推断了聚乳酸材料中磷素的阻燃机理。磷素含有丰富的 P-O、P = O 和 P-N 官能团,能生成含磷化合物,促进聚乳酸基体在凝聚相中的脱水反应。这有利于通过形成炭层来提高聚乳酸的阻燃性,提供屏蔽效果以防止热传导和易燃微分子挥发过程。同样,磷素中的含磷化合物具有将聚乳酸破坏成小分子量片段的催化作用,有利于促进聚乳酸复合材料的降解反应。因此,磷素对扩大聚乳酸材料的应用范围,开发可持续多功能材料具有重要意义。
{"title":"Simultaneously boosting the flame retardancy and degradability of poly(lactic acid) composite by phosvitin affiliation","authors":"Zhaoshun Zhan ,&nbsp;Shihan Weng ,&nbsp;Tianyou Bao ,&nbsp;Lina Yan ,&nbsp;Fanna Meng ,&nbsp;Lixin Li","doi":"10.1016/j.polymdegradstab.2024.111010","DOIUrl":"10.1016/j.polymdegradstab.2024.111010","url":null,"abstract":"<div><div>Currently, it is still a challenge to endow polylactic acid (PLA) with excellent degradation and fire safety. In this work, we have extracted a novel phosvitin aiming to achieve the fire resistance and degradation of PLA. Employing the phosvitin, the PLA composite exhibits conspicuous fire resistance with an LOI of 27.4 % and a V-0 rating in the UL-94 tests by controlling the added volume at 40 wt.%. Simultaneously, the thermal stability and fire behaviour of the PLA composite have been improved by the plentiful char residue formation. The flame-retardant mechanism of phosvitin in PLA material has been deduced by TG-IR, FTIR XPS and SEM. The phosvitin containing abundant P-O, <em>P</em> = <em>O</em> and P-N functional groups generates phosphorus-containing compounds to promote the dehydration reaction of the PLA matrix in a condensed phase. This is beneficial to improve the flame retardancy of PLA by the formation of a char layer, providing the shielding effect to prevent the heat transfer and flammable micro-molecules volatilisation process. Likewise, the affluent phosphorus-containing compounds included in the phosvitin possess fabulous catalytic action to destroy the PLA into small molecular weight fragment which shows a beneficial to promote the degradation reaction of PLA composite. Hence, the phosvitin is important to expand the range of applications of PLA materials to develop sustainable multifunctional materials.</div></div>","PeriodicalId":406,"journal":{"name":"Polymer Degradation and Stability","volume":"230 ","pages":"Article 111010"},"PeriodicalIF":6.3,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142311563","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
“Three birds with one stone” strategy for building easily reprocessable cellulosic thermosetting resins "一石三鸟 "战略,打造易于再加工的纤维素热固性树脂
IF 6.3 2区 化学 Q1 POLYMER SCIENCE Pub Date : 2024-09-18 DOI: 10.1016/j.polymdegradstab.2024.111009
Tengfei Han , Yanshai Wang , Shufen Zhang , Benzhi Ju
Cellulose is the most abundant natural polypolysaccharide and is an ideal raw material to replace petroleum-based plastics. However, natural cellulose is difficult to be thermo-processed like conventional plastics because of the rich and strong hydrogen bonds interactions. In this study, a series of dialdehyde derivatives of cellulose (DACs) were prepared by periodate oxidation of cellulose, and cellulose covalent adaptive networks based on acetal dynamic covalent bonds (ACCs) were prepared using dipentaerythritol as a crosslinker for DAC. This strategy can introduce acetal bonds, weaken hydrogen bonds, and reduce rigidity to kill three birds with one stone. The excellent reprocessing performance of ACCs is attributed to the reconstruction of the cellulose hydrogen bond network by acetal bonds, and the reversible exchange reaction of the acetal bonds at high temperatures endows the cellulose chains with mobility, allowing ACCs to be remodeled by hot pressing at 90°C for 15 min. The excellent stability and reprocessability of ACCs hold the promise of replacing current non-renewable petroleum-based plastics and provide inspiration for the development of other types of biomass plastics.
纤维素是最丰富的天然多糖,是替代石油基塑料的理想原料。然而,由于天然纤维素具有丰富而强烈的氢键相互作用,因此很难像传统塑料那样进行热加工。本研究利用纤维素的高碘酸盐氧化法制备了一系列纤维素的二醛衍生物(DAC),并以二季戊四醇作为 DAC 的交联剂,制备了基于缩醛动态共价键(ACC)的纤维素共价自适应网络。这种策略可以引入缩醛键、削弱氢键并降低刚性,一举三得。ACC 的出色再加工性能归功于乙缩醛键对纤维素氢键网络的重构,而乙缩醛键在高温下的可逆交换反应赋予了纤维素链以流动性,使得 ACC 可以在 90°C 下热压 15 分钟进行重塑。ACCs 具有出色的稳定性和可再加工性,有望取代目前不可再生的石油基塑料,并为开发其他类型的生物质塑料提供了灵感。
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引用次数: 0
Isolation and characterization of a novel bacterium that promotes the degradation of poly(glycolic acid) by its extracellular esterase under thermophilic conditions 一种新型细菌的分离和特征描述:在嗜热条件下,该细菌的胞外酯酶可促进聚羟基乙酸的降解
IF 6.3 2区 化学 Q1 POLYMER SCIENCE Pub Date : 2024-09-15 DOI: 10.1016/j.polymdegradstab.2024.111007
Takuma Kobayashi , Toshiaki Nakajima-Kambe

Poly(glycolic acid) (PGA) is widely utilized in the shale oil and gas industry owing to its biodegradable nature, as well as superior mechanical and barrier properties. However, PGA degradability is limited by environmental conditions such as temperature and pH, and using acids to optimize the degradation can have adverse environmental impact. Thus, it is essential to identify methods that can effectively promote the degradation of PGA under mild conditions, such as microbial degradation. In the present study, strain DB14, a bacterium that promotes PGA degradation, was isolated from drain water of a steam pipeline. Sequence analysis of the 16S rRNA gene of the bacterium revealed that it is mostly closely related to Geobacillus icigianus; however, it also differed from Geobacillus icigianus in several physiological properties. To investigate PGA degradation by strain DB14, a PGA film and disc were incubated with the strain. The residual weight of the PGA film (thickness: 170 μm) significantly reduced after incubation, whereas the decrease in the thickness of the PGA disc (thickness: 3 mm) was relatively small. The penetration of water, the bacterium, and the extracellular enzymes into the interior from the reaction-erosion front of the PGA disc may be inhibited by the high barrier performance of PGA. Strain DB14 was also found to change the pH of the surrounding environment to approximately 8–9. To investigate the effect of pH on PGA degradability, degradation tests with crude extracellular enzymes derived from strain DB14 were conducted in various buffers. The results showed that the degradation activity was highest at pH 8, which implied that DB14 efficiently maximized the hydrolytic capacity of its enzyme for degrading PGA. Thus, this study provides a basis for developing environmentally friendly technologies that can promote the degradation of PGA molding articles, especially those used in wellbores for oil and gas recovery.

聚羟基乙酸(PGA)具有可生物降解的特性以及优异的机械和阻隔性能,因此被广泛应用于页岩油气行业。然而,PGA 的降解性受到温度和 pH 值等环境条件的限制,使用酸来优化降解可能会对环境造成不利影响。因此,必须找出能在温和条件下有效促进 PGA 降解的方法,如微生物降解。在本研究中,从蒸汽管道的排水中分离出了促进 PGA 降解的细菌 DB14 菌株。对该细菌 16S rRNA 基因的序列分析表明,该细菌与冰冻地衣芽孢杆菌(Geobacillus icigianus)的亲缘关系很近,但在一些生理特性上与冰冻地衣芽孢杆菌(Geobacillus icigianus)存在差异。为了研究菌株 DB14 对 PGA 的降解作用,将 PGA 薄膜和圆盘与该菌株一起培养。培养后,PGA 薄膜(厚度:170 μm)的残重明显降低,而 PGA 圆片(厚度:3 mm)的厚度降幅相对较小。PGA 的高阻隔性能可能会抑制水、细菌和细胞外酶从 PGA 盘的反应-侵蚀前沿渗透到内部。研究还发现,菌株 DB14 能将周围环境的 pH 值改变为大约 8-9。为了研究 pH 值对 PGA 降解性的影响,在各种缓冲液中使用从菌株 DB14 提取的粗胞外酶进行了降解试验。结果表明,pH 值为 8 时降解活性最高,这意味着 DB14 有效地最大限度地发挥了其酶的水解能力,以降解 PGA。因此,这项研究为开发可促进 PGA 成型品降解的环境友好型技术提供了依据,尤其是用于油气回收井筒中的成型品。
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引用次数: 0
Deeper insights into flame retardancy of polymers by interpretable, quantifiable, yet accurate machine-learning model 通过可解释、可量化且准确的机器学习模型,深入了解聚合物的阻燃性能
IF 6.3 2区 化学 Q1 POLYMER SCIENCE Pub Date : 2024-09-14 DOI: 10.1016/j.polymdegradstab.2024.110981
Ran Wang, Teng Fu, Ya-Jie Yang, Xiu-Li Wang, Yu-Zhong Wang
Fire-safety polymer materials are essential in modern society such as electronics, aerospace, new energy. The quantification and prediction of flame retardancy, determined by the chemical composition and the burning process, has always been a bottleneck challenge. Previous empirical design rules and the existing models show large deviations for predicting flame retardancy and are often unexplainable. Here, this study proposes an interpretable model that can quantify the groups contribution of flame-retardancy and predict the flame retardance of intrinsically flame-retardant polymers. The machine learning model simultaneously considers the group structures and their flame-retardant mechanism in both the gas phase and condensed phase, achieving high prediction accuracy (89.8% for the training set and 83.8% for the testing set). It also quantifies the contribution values of various flame-retardant groups (halogen-containing structures, phosphorus-containing structures, phosphorus-nitrogen-containing structures, aromatic ring-containing structures, etc.) in both phases for the first time. The running script that integrates the model has also been open-sourced, providing an emerging strategy for transitioning flame-retardant research from empirical methods to scientific design.
阻燃高分子材料在电子、航空航天、新能源等现代社会中不可或缺。阻燃性由化学成分和燃烧过程决定,其量化和预测一直是一个瓶颈难题。以往的经验设计规则和现有模型在预测阻燃性方面存在较大偏差,而且往往无法解释。在此,本研究提出了一种可解释的模型,该模型可量化阻燃性的基团贡献,并预测本征阻燃聚合物的阻燃性。该机器学习模型同时考虑了气相和凝聚相中的基团结构及其阻燃机理,实现了较高的预测准确率(训练集为 89.8%,测试集为 83.8%)。它还首次量化了气相和凝结相中各种阻燃基团(含卤结构、含磷结构、含磷氮结构、含芳香环结构等)的贡献值。集成该模型的运行脚本也已开源,为阻燃剂研究从经验方法过渡到科学设计提供了一种新兴战略。
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引用次数: 0
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