Journal of Polymer Research最新文献_第2页

Polymeric mixed micelles with triple stimuli-responsive characteristics and förster resonance energy transfer phenomenon for drug delivery system of chemotherapy and photodynamic therapy

IF 2.6 4区化学

Journal of Polymer Research Pub Date : 2025-03-26 DOI: 10.1007/s10965-025-04327-x

Hong-Jia Lin, Li-Xuan Hong, Wen-Chung Wu

{"title":"Polymeric mixed micelles with triple stimuli-responsive characteristics and förster resonance energy transfer phenomenon for drug delivery system of chemotherapy and photodynamic therapy","authors":"Hong-Jia Lin, Li-Xuan Hong, Wen-Chung Wu","doi":"10.1007/s10965-025-04327-x","DOIUrl":"10.1007/s10965-025-04327-x","url":null,"abstract":"<div><p>In recent years, chemotherapy has been used in cancer treatment commonly. However, the hydrophobic property and non-selective apoptosis still limit its application. Recently, drug delivery systems (DDS) such as polymer micelles, liposomes, and dendrimers have been widely developed to improve the efficiency of chemotherapy. In this work, the amphiphilic polymer was used to encapsulate the Doxorubicin (DOX) through the self-assembly process to form the polymer micelles, and the drug release of DOX was controlled by the temperature-sensitive monomer (triethylene glycol methyl ether methacrylate, TEGMA) and redox-responsive group (disulfide bond, S–S). On the other hand, the intracellular internalization was improved by the photosensitizer drug (protoporphyrin IX, PpIX) through the photochemical internalization (PCI) process. The lower critical solution temperature (LCST) of micelles in this work was 37.6 °C, and the in-vitro test showed that 96% of DOX was released under acid conditions with the high level of redox agent. Finally, the chemotherapy was confirmed by the cytotoxicity assays and confocal laser scanning microscope (CLSM).</p><h3>Graphical Abstract</h3>\u0000<div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":658,"journal":{"name":"Journal of Polymer Research","volume":"32 4","pages":""},"PeriodicalIF":2.6,"publicationDate":"2025-03-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143707109","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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

Development of a Semi-IPN xerogel composite from eggshell, hydroxyapatite, and chitosan for efficient dye removal in aqueous media

IF 2.6 4区化学

Journal of Polymer Research Pub Date : 2025-03-26 DOI: 10.1007/s10965-025-04342-y

Hichem Moulahoum, Faezeh Ghorbanizamani

{"title":"Development of a Semi-IPN xerogel composite from eggshell, hydroxyapatite, and chitosan for efficient dye removal in aqueous media","authors":"Hichem Moulahoum, Faezeh Ghorbanizamani","doi":"10.1007/s10965-025-04342-y","DOIUrl":"10.1007/s10965-025-04342-y","url":null,"abstract":"<div><p>Water pollution from the textile industry poses severe environmental and public health challenges due to the presence of toxic and persistent synthetic dyes. Effective wastewater treatment is crucial to mitigate these impacts. This study addresses the issue by developing a sustainable and cost-effective semi-interpenetrating polymer network (IPN) xerogel composite incorporating eggshell, hydroxyapatite (HAp), and chitosan for efficient dye removal. Ultrasonic-activated eggshell powder (UAESP), HAp, or their combination was integrated with chitosan-containing poly(methacrylic acid) (PMAA)-based xerogels to enhance adsorption capacities. Characterization using FTIR, SEM, EDS, XRF, BET, and tensile strength testing confirmed significant structural, textural, and mechanical enhancements. Adsorption experiments demonstrated high efficiency in removing dyes such as methylene blue, Congo red, crystal violet, and methyl orange, with the chitosan/UAESP + HAp composite achieving the highest adsorption capacity (98.4 mg/g) for Congo red. Kinetic studies revealed that adsorption follows a pseudo-second-order model, with chemisorption as the dominant mechanism. Furthermore, intraparticle diffusion analysis indicated that the adsorption process involved multiple stages, including boundary layer diffusion followed by intraparticle diffusion. Simulated textile wastewater tests confirmed the practical applicability of the xerogels, maintaining high dye removal capacities over multiple cycles. In conclusion, this study offers a sustainable and versatile solution for wastewater treatment, contributing to cleaner water resources and environmental sustainability.</p></div>","PeriodicalId":658,"journal":{"name":"Journal of Polymer Research","volume":"32 4","pages":""},"PeriodicalIF":2.6,"publicationDate":"2025-03-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143707110","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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

Utilization of Nypa fruticans’s fronds residue as microfibrillated cellulose by chemical and mechanical treatments

IF 2.6 4区化学

Journal of Polymer Research Pub Date : 2025-03-26 DOI: 10.1007/s10965-025-04336-w

Novitri Hastuti, Sonia Somadona, Evi Sribudiani, Wella Mustika, Imam Maajid As-Shidqi Siregar, Danang Sudarwoko Adi, Erlina Nurul Aini

{"title":"Utilization of Nypa fruticans’s fronds residue as microfibrillated cellulose by chemical and mechanical treatments","authors":"Novitri Hastuti, Sonia Somadona, Evi Sribudiani, Wella Mustika, Imam Maajid As-Shidqi Siregar, Danang Sudarwoko Adi, Erlina Nurul Aini","doi":"10.1007/s10965-025-04336-w","DOIUrl":"10.1007/s10965-025-04336-w","url":null,"abstract":"<div><p>The synthesis of microfibrillated cellulose (MFC) from under-utilized Nipah (<i>Nypa fruticans</i>) fiber was employed by chemical and mechanical treatments. MFC was synthesized through a 10% NaOH pretreatment, subsequently hydrolyzed with 35% maleic acid at varying temperatures and durations, and completed with 30 min of sonication. In addition, MFC without 10% NaOH pretreatment was synthesized using increased maleic acid concentrations at reduced temperatures and shorter durations, followed by harsh mechanical processing with a supermass colloider (SMC). The zeta potential value indicated that both methods effectively produced microfibrillated cellulose in a stable suspension. Defibrillation of cellulose into microsizes, referred to as lignin-containing microfibrillated cellulose (L-MFC), can be accomplished via a weak acid hydrolysis process using maleic acid, followed by a more intensive mechanical process, such as a supermass colloider. This method has demonstrated the ability to produce a stable MFC suspension with a reduced MFC diameter from under-utilized fiber of Nipah’s fronds.</p></div>","PeriodicalId":658,"journal":{"name":"Journal of Polymer Research","volume":"32 4","pages":""},"PeriodicalIF":2.6,"publicationDate":"2025-03-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143707108","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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

Pistachio shell biochar as a reinforcing filler in short Turkish hemp fiber composites: a path toward sustainable materials

IF 2.6 4区化学

Journal of Polymer Research Pub Date : 2025-03-25 DOI: 10.1007/s10965-025-04338-8

Mahesh Gurusamy, Ramakrishnan Thirumalaisamy, Manickaraj Karuppusamy, Gokulkumar Sivanantham

{"title":"Pistachio shell biochar as a reinforcing filler in short Turkish hemp fiber composites: a path toward sustainable materials","authors":"Mahesh Gurusamy, Ramakrishnan Thirumalaisamy, Manickaraj Karuppusamy, Gokulkumar Sivanantham","doi":"10.1007/s10965-025-04338-8","DOIUrl":"10.1007/s10965-025-04338-8","url":null,"abstract":"<div><p>This study investigated the potential of pistachio nut shells (PNS) as a biochar filler in short Turkish hemp (STH) fibre natural fibre-based polymeric composites. PNS were made into biochar through pyrolysis and incorporated into a polyester resin matrix reinforced with STH fibres at varying concentrations (5–25 wt. %). The composites were fabricated using compression moulding and characterised for their mechanical, thermal, acoustic, and water absorption properties. The results showed that the incorporation of PNS biochar significantly enhanced its tensile strength of 47.36 MPa, flexural strength of 82.88 MPa, impact strength of 28.68 kJ/m<sup>2</sup>, and Shore-D hardness of 82.49, with an optimal concentration of 15 wt. %. The thermal conductivity increased to 0.185 W/m·K, while the water absorption in seawater and distilled water was minimised to 3.8% and 5.7%, respectively. The sound absorption properties were also improved, with a maximum noise reduction coefficient (NRC) of 0.30. However, at high biochar concentrations (> 15 wt. %), it led to particle clustering and void formation, resulting in reduced mechanical and acoustic properties. Scanning electron microscopy (SEM) revealed that these biochar composites had minimal void formation and strong interfacial bonding between the biochar and hemp fibres for the optimal 15 wt. % compositions. This highlights the feasibility of using PNS biochar as a sustainable filler in natural fibre composites, offering a promising alternative to synthetic materials with enhanced properties and reduced environmental impact.</p></div>","PeriodicalId":658,"journal":{"name":"Journal of Polymer Research","volume":"32 4","pages":""},"PeriodicalIF":2.6,"publicationDate":"2025-03-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143688432","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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

Enhancing mechanical and swelling resistance properties of acrylonitrile butadiene rubber by the usage of graphene oxide

IF 2.6 4区化学

Journal of Polymer Research Pub Date : 2025-03-24 DOI: 10.1007/s10965-025-04340-0

C. Krishnamurthy, V. Chandran

引用次数: 0

In-situ polymerization strategy for antistatic graphene oxide/polyamide (PA10T/10I) composites with high performance

IF 2.6 4区化学

Journal of Polymer Research Pub Date : 2025-03-24 DOI: 10.1007/s10965-025-04332-0

Chao Yang, Hongyu Liu, Jiachun Zhong, Zejun Pu

{"title":"In-situ polymerization strategy for antistatic graphene oxide/polyamide (PA10T/10I) composites with high performance","authors":"Chao Yang, Hongyu Liu, Jiachun Zhong, Zejun Pu","doi":"10.1007/s10965-025-04332-0","DOIUrl":"10.1007/s10965-025-04332-0","url":null,"abstract":"<div><p>A sustainable copolymer derived from natural sources, poly(decamethylene terephthalamide/decamethylene isophthalamide) (PA10T/10I), was synthesized along with a series of PA10T/10I composites incorporating graphene oxide (GO) at concentrations ranging from 0.05 to 1 wt.% via an efficient in-situ polymerization method. The study investigated the impact of varying GO content on the performance of PA10T/10I/GO composites. Antistatic property tests demonstrated that even a small amount of GO significantly reduced the surface resistance of PA10T/10I, with notable improvements observed at just 1 wt.%, enhancing the antistatic properties of the PA10T/10I matrix. Additionally, Differential Scanning Calorimetry (DSC) analysis revealed that the crystallization properties of PA10T/10I were improved by the incorporation of GO, with minimal changes in the melting points of the PA10T/10I/GO composites. The melting temperatures remained in the range of 289.6 ~ 281.9 ℃as the GO content varied from 0.05 to 1 wt.%. Thermogravimetric Analysis (TGA) and Heat Deflection Temperature (HDT) results showed that the PA10T/10I/GO composites exhibited excellent thermal stability, with PA10T/10I/GO-5 (containing 1 wt.% GO) achieving a higher HDT of 105.9 ℃, surpassing that of the PA10T/10I matrix by approximately 10 ℃. Mechanical testing indicated that the tensile strength of PA10T/10I/GO-5 was approximately 28.20% higher than that of PA10T/10I, while the bending strength increased by about 23.03%. This study presents an efficient approach for fabricating polyamide composites with outstanding antistatic, crystallization, thermal resistance, and mechanical properties via in-situ polymerization, thereby facilitating the practical application of GO-based fillers.</p></div>","PeriodicalId":658,"journal":{"name":"Journal of Polymer Research","volume":"32 4","pages":""},"PeriodicalIF":2.6,"publicationDate":"2025-03-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143676514","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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

Crystallization, thermal, and mechanical properties of ethylene-propylene block copolymer/random copolymer blends

IF 2.6 4区化学

Journal of Polymer Research Pub Date : 2025-03-24 DOI: 10.1007/s10965-025-04337-9

Xia Hua, Qiaonan Xue, Yuzhuo Zhao, Li-Zhi Liu, Yuanxia Wang, Ying Shi, Qi Zhang, Ying Qiu

{"title":"Crystallization, thermal, and mechanical properties of ethylene-propylene block copolymer/random copolymer blends","authors":"Xia Hua, Qiaonan Xue, Yuzhuo Zhao, Li-Zhi Liu, Yuanxia Wang, Ying Shi, Qi Zhang, Ying Qiu","doi":"10.1007/s10965-025-04337-9","DOIUrl":"10.1007/s10965-025-04337-9","url":null,"abstract":"<div><p>The development of ethylene-propylene block copolymers (PP-b-PE) via chain-shuttling catalysis technology presents new opportunities for polyolefin modification, offering advantages over conventional ethylene-propylene random copolymers (EPC). However, the synergistic effects and property optimization in PP-b-PE/EPC blend systems remain insufficiently understood, particularly concerning crystallization behavior and phase morphology. This study systematically investigates the crystallization, phase structure, and mechanical properties of PP-b-PE/EPC blends with varying compositions using differential scanning calorimetry (DSC), synchrotron X-ray scattering (SAXS/WAXD), scanning electron microscopy (SEM), polarized optical microscopy (POM), and mechanical testing. DSC analysis reveals complex melting behavior and enhanced crystallization attributed to nucleation effects, notably in the 10:90 blend. SAXS results show PP-b-PE-rich blends maintain a dominant PE lamellar structure with a long period of approximately 18.47 nm, while intermediate compositions exhibit dual PE and PP lamellar structures. WAXD confirms the formation of both α and γ crystal forms, with the γ-phase becoming particularly prominent at the 50:50 blend ratio, corresponding to optimal impact strength (18.60 kJ/m<sup>2</sup>). These findings elucidate the interplay between composition, crystallization, and properties, providing valuable insights into structure–property relationships in polyolefin blends and advancing the development of high-performance materials through synergistic interactions and strategic composition control.</p></div>","PeriodicalId":658,"journal":{"name":"Journal of Polymer Research","volume":"32 4","pages":""},"PeriodicalIF":2.6,"publicationDate":"2025-03-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143688547","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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

Synthesis of multicarboxylic hyperbranched polyglycerol (HPG) modified monodisperse superparamagnetic poly (glycidyl methacrylate) microspheres for capable dye adsorption

IF 2.6 4区化学

Journal of Polymer Research Pub Date : 2025-03-22 DOI: 10.1007/s10965-025-04269-4

Hengbo Lei, Xiang Cao, Yuguo Tang

{"title":"Synthesis of multicarboxylic hyperbranched polyglycerol (HPG) modified monodisperse superparamagnetic poly (glycidyl methacrylate) microspheres for capable dye adsorption","authors":"Hengbo Lei, Xiang Cao, Yuguo Tang","doi":"10.1007/s10965-025-04269-4","DOIUrl":"10.1007/s10965-025-04269-4","url":null,"abstract":"<div><p>Monodisperse superparamagnetic poly (glycidyl methacrylate) microspheres (PGMA-HPG-COOH) with carboxyl group were synthesized and applied to treatment of cationic dyes wastewater. The composite adsorbent not only has good adsorption selectivity for cationic dyes (e.g., methylene blue (MB) and rhodamine 6G (R6G)), but also has convenient magnetic separation characteristics. The optimal pH for the adsorption of methylene blue was determined as pH 7, which was associated with the surface charge of adsorbent. Due to its ultra-high hydrophilicity, PGMA-HPG-COOH demonstrated a remarkably rapid adsorption rate for MB and R6G, and the adsorption saturation level of 95% can be achieved within just 10 min. The adsorption data showed nice correlation with pseudo-second-order kinetic model and Langmuir isotherm. The theoretical maximum adsorption capacity of PGMA-HPG-COOH for MB and R6G can reach 238.1 mg/g and 227.27 mg/g, respectively. Futhermore, PGMA-HPG-COOH can be effectively regenerated using a binary HCl-ethanol solution, maintaining the adsorption efficiency of 91.7% after five cycles of recycling. These findings substantiate the promising potential of the PGMA-HPG-COOH adsorbent for application in water treatment processes.</p></div>","PeriodicalId":658,"journal":{"name":"Journal of Polymer Research","volume":"32 4","pages":""},"PeriodicalIF":2.6,"publicationDate":"2025-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143668371","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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

Acoholysis behavior of PET waste with hybrid fibers and their application in the synthesis of unsaturated resins

IF 2.6 4区化学

Journal of Polymer Research Pub Date : 2025-03-22 DOI: 10.1007/s10965-025-04333-z

Juhua Ou, Zilin Dai, Zhenxing Kong, Rui Yang

{"title":"Acoholysis behavior of PET waste with hybrid fibers and their application in the synthesis of unsaturated resins","authors":"Juhua Ou, Zilin Dai, Zhenxing Kong, Rui Yang","doi":"10.1007/s10965-025-04333-z","DOIUrl":"10.1007/s10965-025-04333-z","url":null,"abstract":"<div><p>A novel fiber-derived unsaturated polyester resin (UPR) was synthesized through alcoholysis and polycondensation by using PET and hybrid fibers as raw materials. The effects of alcoholysis conditions including alcoholysis time, temperature, initiator concentration, type of alcoholysis agents and amount of hybrid fibers on the alcoholysis behavior were investigated by HPLC, LC–MS and GPC. A comprehensive analysis of the fiber-derived UPR was conducted under different reaction conditions and discussed by FTIR, viscosity, acid value and mechanical properties. HPLC results indicated a strong correlation between the maximal peak area in spectrometry and the yield of main glycol products. It was established that the alcoholysis of PET with hybrid fiber samples mainly obtain alcoholysis monomers and dimers by using glycol as an alcoholysis agent. It was discovered that less alcoholysis products was obtained with lower diethylene glycol. The molecular weight of glycolyzed products are oligomers based on a alcoholysis reaction time reached above 3 h. Under the optimal conditions, PET: EG: zinc acetate = 1.0: 2.0: 0.3 (wt%), 200 ℃, 3 h, PET/PU was completely alcoholyzed and produced oligomers. The performance of liquid UPR and its cured product have been investigated. The UPR prepared by PET/PU was utilized as a fiber source unsaturated resin, meeting the standards for organic artificial stone. This article highlighted the potential usage of PET with hybrid fibers in unsaturated resin.</p></div>","PeriodicalId":658,"journal":{"name":"Journal of Polymer Research","volume":"32 4","pages":""},"PeriodicalIF":2.6,"publicationDate":"2025-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143676442","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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

Dielectric properties of green synthesized Ag-doped ZnO NPs in epoxy resin polymer nanocomposites

IF 2.6 4区化学

Journal of Polymer Research Pub Date : 2025-03-20 DOI: 10.1007/s10965-025-04334-y

Jaivik Pathak, Unnati Joshi, Prince Jain, Anand Joshi, Sanketsinh Thakor, Swapnil Parikh, Mahendra Singh Rathore

{"title":"Dielectric properties of green synthesized Ag-doped ZnO NPs in epoxy resin polymer nanocomposites","authors":"Jaivik Pathak, Unnati Joshi, Prince Jain, Anand Joshi, Sanketsinh Thakor, Swapnil Parikh, Mahendra Singh Rathore","doi":"10.1007/s10965-025-04334-y","DOIUrl":"10.1007/s10965-025-04334-y","url":null,"abstract":"<div><p>This study investigates the dielectric properties of green synthesized ZnO and Ag-doped ZnO with different wt.% of Ag concentration in ZnO nanoparticles with epoxy polymer nanocomposites. To confirm their structural properties and chemical interactions with the neat epoxy, composite was characterized using X-ray Diffraction (XRD) and Fourier Transform Infrared Spectroscopy (FTIR). Scanning electron microscope (SEM) used to study the surface morphology of the prepared nanocomposites. The energy dispersive spectroscopy (EDS) measurement was carried out to determine the elemental composition in the samples. The LCR was used to study dielectric properties in the frequency range of 1 k Hz to 2 MHz The result shows that doping concentration and particle dispersion significantly influence dielectric properties. Among the Ag-doped ZnO epoxy composite, 2 wt.% exhibited the achieving high dielectric constant and low losses due to superior filler dispersion. AC conductivity trends aligned with dielectric measurements, confirming the critical role of doping and dispersion in tailoring dielectric behavior for advanced applications. This study also investigates machine learning techniques to predict the target variables ε′ and ε″ using Gradient Boosting, Extra Trees, and XGBoost. Gradient Boosting achieved the best performance with an R<sup>2</sup> of 0.9993 and MAE of 0.0101 for ε′, while the Ensemble model provided robust and consistent predictions, outperforming Extra Trees and XGBoost in specific metrics.</p></div>","PeriodicalId":658,"journal":{"name":"Journal of Polymer Research","volume":"32 4","pages":""},"PeriodicalIF":2.6,"publicationDate":"2025-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143655206","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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