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Challenges on Induction of Broadly Neutralizing Antibodies for Optimization of HIV Vaccines Development and Vectored Immunoprophylaxis
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作者 Pankaj Kumar 《Journal of Immune Based Therapies, Vaccines and Antimicrobials》 2013年第1期9-13,共5页
Despite extensive research efforts, a preventive human immunodeficiency virus (HIV) vaccine remains one of the major challenges in the field of AIDS research. Experimental strategies which have been proven successful ... Despite extensive research efforts, a preventive human immunodeficiency virus (HIV) vaccine remains one of the major challenges in the field of AIDS research. Experimental strategies which have been proven successful for other viral vaccines are not enough to tackle HIV-1 and new approaches to design effective preventive AIDS vaccines are of utmost importance. Due to enormous diversity among global circulating HIV strains, an effective HIV vaccine must elicit broadly protective antibodies based responses;therefore discovering new broadly neutralizing antibodies (bNAbs) against HIV has become major focus in HIV vaccine research. However further understanding of the viral targets of such antibodies and mechanisms of action of bNAbs is required for advancement of HIV vaccine research. This technical note discusses our current knowledge on the bNAbs and immunoprophylaxis using viral vectors with their relevance in designing of new candidates to HIV-1 vaccines. 展开更多
关键词 HIV AIDS broadly NEUTRALIZING ANTIBODIES (bNAbs) Vectored IMMUNOPROPHYLAXIS
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A broadly neutralizing antibody against the SARS-CoV-2 Omicron sub-variants BA.1,BA.2,BA.2.12.1,BA.4,and BA.5
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作者 Zhe Chen Leilei Feng +14 位作者 Lei Wang Li Zhang Binyang Zheng Hua Fu Fengdi Li Ligai Liu Qi Lv Ran Deng YanLi Xu Yongfeng Hu Jianhua Zheng Chuan Qin Linlin Bao Xiangxi Wang Qi Jin 《Signal Transduction and Targeted Therapy》 2025年第2期926-933,共8页
The global spread of Severe Acute Respiratory Syndrome Coronavirus 2.(SARS-CoV-2)and its variant strains,including Alpha,Beta,Gamma,Delta,and now Omicron,pose a significant challenge.With the constant evolution of the... The global spread of Severe Acute Respiratory Syndrome Coronavirus 2.(SARS-CoV-2)and its variant strains,including Alpha,Beta,Gamma,Delta,and now Omicron,pose a significant challenge.With the constant evolution of the virus,Omicron and its subtypes BA.1,BA.2,BA.3,BA.4,and BA.5 have developed the capacity to evade neutralization induced by previous vaccination or infection.This evasion highlights the urgency in discovering new monoclonal antibodies(mAbs)with neutralizing activity,especially broadly neutralizing antibodies(bnAbs),to combat the virus.In the current study,we introduced a fully human neutralizing mAb,CR9,that targets Omicron variants.We demonstrated the mAb’s effectiveness in inhibiting Omicron replication both in vitro and in vivo.Structural analysis using cryo-electron microscopy(cryo-EM)revealed that CR9 binds to an epitope formed by RBD residues,providing a molecular understanding of its neutralization mechanism.Given its potency and specificity,CR9 holds promise as a potential adjunct therapy for treating Omicron infections.Our findings highlight the importance of continuous mAb discovery and characterization in addressing the evolving threat of COVID-19. 展开更多
关键词 monoclonal antibodies mabs severe acute respiratory syndrome coronavirus Omicron SARS CoV BA broadly neutralizin
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Viral blips and hidden infections:pitfalls in HIV-1 prophylaxis by broadly neutralizing antibodies
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作者 Fabian Zech Frank Kirchhoff 《Signal Transduction and Targeted Therapy》 2025年第6期3038-3039,共2页
A study published in Nature'by Gonelli and colleagues reveals that potent,broadly neutralizing antibodies(bNAbs)delay viremic simian immunodeficiency virus(SIV)infection in rhesus macaques but do not fully prevent... A study published in Nature'by Gonelli and colleagues reveals that potent,broadly neutralizing antibodies(bNAbs)delay viremic simian immunodeficiency virus(SIV)infection in rhesus macaques but do not fully prevent subclinical infections.Despite bNAb concentrations being significantly higher than supposed protective thresholds,transient viral"blips"occurred,which suggests that bNAb prophylaxis can mask subclinical infections and has implications for the interpretation of HIV-1 prevention trials. 展开更多
关键词 viral blips rhesus macaques neutralizing antibodies bnabs delay bnabs broadly neutralizing antibodies HIV prophylaxis hidden infections mask subclinical infections
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Broadly neutralizing antibodies and vaccine design against HIV-1 infection 被引量:5
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作者 Qian Wang Linqi Zhang 《Frontiers of Medicine》 SCIE CAS CSCD 2020年第1期30-42,共13页
Remarkable progress has been achieved for prophylactic and therapeutic interventions against human immunodeficiency virus type I(HIV-1)through antiretroviral therapy.However,vaccine development has remained challengin... Remarkable progress has been achieved for prophylactic and therapeutic interventions against human immunodeficiency virus type I(HIV-1)through antiretroviral therapy.However,vaccine development has remained challenging.Recent discoveries in broadly neutralizing monoclonal antibodies(bNAbs)has led to the development of multiple novel vaccine approaches for inducing bNAbs-like antibody response.Structural and dynamic studies revealed several vulnerable sites and states of the HIV-1 envelop glycoprotein(Env)during infection.Our review aims to highlight these discoveries and rejuvenate our endeavor in HIV-1 vaccine design and development. 展开更多
关键词 HIV-1 broadly NEUTRALIZING ANTIBODIES ENV conformational STATES VACCINE design SOSIP
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Watt-level broadly wavelength tunable mode-locked solid-state laser in the 2 μm water absorption region 被引量:7
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作者 WEI ZHOU XIAODONG XU +5 位作者 RUI XU XULIANG FAN YONGGUANG ZHAO LEI LI DINGYUAN TANG DEYUAN SHEN 《Photonics Research》 SCIE EI 2017年第6期102-106,共5页
We report on broadly wavelength-tunable passive mode-locking with high power operating at the 2 μm water absorption band in a Tm:CYA crystal laser. With a simple quartz plate, stable mode-locking wavelengths can be t... We report on broadly wavelength-tunable passive mode-locking with high power operating at the 2 μm water absorption band in a Tm:CYA crystal laser. With a simple quartz plate, stable mode-locking wavelengths can be tuned from 1874 to 1973 nm, with a tunable wavelength range up to ~100 nm and maximum output power up to 1.35 W. The bandwidth is narrow as ~6 GHz, corresponding to a high coherence. To our knowledge, this is the first demonstration of wavelength-tunable mode-locking with watt-level in the 2 μm water absorption band.The high temporal coherent laser can be further applied in spectroscopy, the efficient excitation of molecules, sensing, and quantum optics. 展开更多
关键词 Watt-level broadly wavelength tunable mode-locked solid-state laser in the 2
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Low-profile,low sidelobe array antenna with ultrawide beam coverage for UAV communication 被引量:1
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作者 Mei LI Zhiliang SHANG +2 位作者 Lin PU Ming-Chun TANG Lei ZHU 《Chinese Journal of Aeronautics》 2025年第1期444-454,共11页
This paper presents a design method to implement an antenna array characterized by ultra-wide beam coverage,low profile,and low Sidelobe Level(SLL)for the application of Unmanned Aerial Vehicle(UAV)air-to-ground commu... This paper presents a design method to implement an antenna array characterized by ultra-wide beam coverage,low profile,and low Sidelobe Level(SLL)for the application of Unmanned Aerial Vehicle(UAV)air-to-ground communication.The array consists of ten broadside-radiating,ultrawide-beamwidth elements that are cascaded by a central-symmetry series-fed network with tapered currents following Dolph-Chebyshev distribution to provide low SLL.First,an innovative design of end-fire Huygens source antenna that is compatible with metal ground is presented.A low-profile,half-mode Microstrip Patch Antenna(MPA)is utilized to serve as the magnetic dipole and a monopole is utilized to serves as the electric dipole,constructing the compact,end-fire,grounded Huygens source antenna.Then,two opposite-oriented end-fire Huygens source antennas are seamlessly integrated into a single antenna element in the form of monopole-loaded MPA to accomplish the ultrawide,broadside-radiating beam.Particular consideration has been applied into the design of series-fed network as well as antenna element to compensate the adverse coupling effects between elements on the radiation performance.Experiment indicates an ultrawide Half-Power Beamwidth(HPBW)of 161°and a low SLL of-25 dB with a high gain of 12 d Bi under a single-layer configuration.The concurrent ultrawide beamwidth and low SLL make it particularly attractive for applications of UAV air-to-ground communication. 展开更多
关键词 Array antenna Broad beam Fan beam Low sidelobe level Chebyshev synthesis UAV communication
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An Ensembled Multi-Layer Automatic-Constructed Weighted Online Broad Learning System for Fault Detection in Cellular Networks
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作者 Wang Qi Pan Zhiwen +1 位作者 Liu Nan You Xiaohu 《China Communications》 2025年第8期150-167,共18页
6G is desired to support more intelligence networks and this trend attaches importance to the self-healing capability if degradation emerges in the cellular networks.As a primary component of selfhealing networks,faul... 6G is desired to support more intelligence networks and this trend attaches importance to the self-healing capability if degradation emerges in the cellular networks.As a primary component of selfhealing networks,fault detection is investigated in this paper.Considering the fast response and low timeand-computational consumption,it is the first time that the Online Broad Learning System(OBLS)is applied to identify outages in cellular networks.In addition,the Automatic-constructed Online Broad Learning System(AOBLS)is put forward to rationalize its structure and consequently avoid over-fitting and under-fitting.Furthermore,a multi-layer classification structure is proposed to further improve the classification performance.To face the challenges caused by imbalanced data in fault detection problems,a novel weighting strategy is derived to achieve the Multilayer Automatic-constructed Weighted Online Broad Learning System(MAWOBLS)and ensemble learning with retrained Support Vector Machine(SVM),denoted as EMAWOBLS,for superior treatment with this imbalance issue.Simulation results show that the proposed algorithm has excellent performance in detecting faults with satisfactory time usage. 展开更多
关键词 broad learning system(BLS) cell outage detection cellular network fault detection ensemble learning imbalanced classification online broad learning system(OBLS) self-healing network weighted broad learning system(WBLS)
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Diagnostic and surgical management of giant broad ligament myoma with cystic degeneration:A case report
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作者 Xue Huang Qiang Yao +1 位作者 Yi-Cheng Wu Shi-Cong Liu 《World Journal of Clinical Cases》 2025年第27期105-113,共9页
BACKGROUND Leiomyomas or fibroids commonly originate from the uterus;extrauterine leiomyomas are rare and most often arise from the broad ligament.Diagnosing broad ligament leiomyomas becomes particularly challenging ... BACKGROUND Leiomyomas or fibroids commonly originate from the uterus;extrauterine leiomyomas are rare and most often arise from the broad ligament.Diagnosing broad ligament leiomyomas becomes particularly challenging when they undergo degenerative changes because their clinical and radiological features often mimic those of ovarian tumors.We report a rare case of a giant broad ligament fibroid with cystic degeneration,which was initially mistaken for an ovarian mass.CASE SUMMARY A 49-year-old woman presented with mild abdominal distension and pain as the only symptoms.Upon abdominal examination,a large mass measuring approximately 30 cm and extending from the pelvic cavity to just below the xiphoid process was identified.Both transvaginal ultrasound and contrast-enhanced computed tomography suggested an ovarian origin of the mass.However,laparotomy confirmed that the mass originated from the right broad ligament.The mass was separated from the uterus and bilateral ovaries,with no involvement of the uterus or ovaries.The mass was completely resected with respecting the patient’s desire to retain her uterus and adnexa.Postoperative histopathological examination confirmed leiomyoma with cystic degeneration.CONCLUSION Broad ligament myomas mimic ovarian tumors;accurate diagnosis and careful operation are critical to avoid complications and ensure safety. 展开更多
关键词 Broad ligament myoma Giant leiomyoma Cystic degeneration Ovarian tumor Surgical management Case report
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Identification of a genomic region controlling broad-spectrum immunity to leaf rust in wheat–Agropyron cristatum 2P translocation lines
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作者 Xiajie Ji Shirui Xu +10 位作者 Zongyao Wang Haiming Han Jinpeng Zhang Shenghui Zhou Baojin Guo Xinming Yang Xiuquan Li Xiaomin Guo Taiguo Liu Lihui Li Weihua Liu 《Journal of Integrative Agriculture》 2025年第5期2015-2018,共4页
Wheat leaf rust,caused by Puccinia triticina(Pt),is one of the most devastating diseases in common wheat(Triticum aestivum L.)and can lead to heavy yield loss(Chai et al.2020).Leaf rust can result in 50%yield loss dur... Wheat leaf rust,caused by Puccinia triticina(Pt),is one of the most devastating diseases in common wheat(Triticum aestivum L.)and can lead to heavy yield loss(Chai et al.2020).Leaf rust can result in 50%yield loss during epidemic years(Huerta-Espino et al.2011;Gebrewahid et al.2020;Kolomiets et al.2021).Breeding varieties resistant to leaf rust have been recognized as the most effective and economical method to mitigate wheat losses caused by Pt.The narrow genetic basis of wheat constrains the number of cultivars resistant to leaf rust(Jin et al.2021). 展开更多
关键词 broad spectrum immunity leaf rustcaused Agropyron cristatum genomic region p translocation lines puccinia triticina pt leaf rust WHEAT
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CAFIU Vice-President Liu Hongcai Met with Seiji Yamamoto
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《International Understanding》 2025年第1期12-12,共1页
On 18 December 2024,Liu Hongcai,Vice-President of CAFIU met with Seiji Yamamoto,Director General of the Broad National Alliance for Independence,Peace and Democracy of Japan.The two sides exchanged views on China-Japa... On 18 December 2024,Liu Hongcai,Vice-President of CAFIU met with Seiji Yamamoto,Director General of the Broad National Alliance for Independence,Peace and Democracy of Japan.The two sides exchanged views on China-Japan relations,people-to-people exchanges and cooperation between the two organisations. 展开更多
关键词 Seiji Yamamoto Peace Democracy Japan People People Exchanges Cooperation Broad National Alliance Independence Liu Hongcai CAFIU China Japan Relations
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Broad-Learning-System-Based Model-Free Adaptive Predictive Control for Nonlinear MASs Under DoS Attacks
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作者 Hongxing Xiong Guangdeng Chen +1 位作者 Hongru Ren Hongyi Li 《IEEE/CAA Journal of Automatica Sinica》 2025年第2期381-393,共13页
In this paper, the containment control problem in nonlinear multi-agent systems(NMASs) under denial-of-service(DoS) attacks is addressed. Firstly, a prediction model is obtained using the broad learning technique to t... In this paper, the containment control problem in nonlinear multi-agent systems(NMASs) under denial-of-service(DoS) attacks is addressed. Firstly, a prediction model is obtained using the broad learning technique to train historical data generated by the system offline without DoS attacks. Secondly, the dynamic linearization method is used to obtain the equivalent linearization model of NMASs. Then, a novel model-free adaptive predictive control(MFAPC) framework based on historical and online data generated by the system is proposed, which combines the trained prediction model with the model-free adaptive control method. The development of the MFAPC method motivates a much simpler robust predictive control solution that is convenient to use in the case of DoS attacks. Meanwhile, the MFAPC algorithm provides a unified predictive framework for solving consensus tracking and containment control problems. The boundedness of the containment error can be proven by using the contraction mapping principle and the mathematical induction method. Finally, the proposed MFAPC is assessed through comparative experiments. 展开更多
关键词 Broad learning technique denial-of-service(DoS) model-free adaptive predictive control(MFAPC) nonlinear multiagent systems(NMASs)
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Photoelectric properties of the semiconductor Bi_(2)YbO_(4)Cl with broad spectral response
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作者 Qibing Li Hong Li +2 位作者 Kai Zhang Tianwu Wang Guangyou Fang 《Journal of Rare Earths》 2025年第9期1852-1858,共7页
Bi_(2)YbO_(4)Cl with a fluorite layer structure belongs to the family of the bismuth rare-earth oxyhalides Bi_(2)REO_(4)X(X=Cl,B r,I).However,the synthesis and photoelectric properties of Bi_(2)YbO_(4)Cl have almost n... Bi_(2)YbO_(4)Cl with a fluorite layer structure belongs to the family of the bismuth rare-earth oxyhalides Bi_(2)REO_(4)X(X=Cl,B r,I).However,the synthesis and photoelectric properties of Bi_(2)YbO_(4)Cl have almost not been reported.In this work,Bi_(2)YbO_(4)Cl was synthesized using the solid-state method and the solvothermal method.Yb3+ions show a strong characteristic absorption peak at 980 nm,which was measured by ultraviolet-visible-near-infrared absorption spectra.The transient photoconductivity of Bi_(2)YbO_(4)Cl was obtained by time-resolved terahertz spectroscopy system under 400 and 800 nm laser excitations,respectively.The frequency-dependent transient photoconductivity analysis reveals the Drude-Smith behavior in Bi_(2)YbO_(4)Cl.Under photoexcitation,the hot charge carriers with a long relaxation lifetime and a carrier mobility of 48 cm^(2)/(V·s) are obtained.The synthesis of Bi_(2)YbO_(4)Cl is of great significance for the development of novel photocatalytic and photo harvesting materials with broad spectral response. 展开更多
关键词 Bi_(2)YbO_(4)Cl Broad spectral response Transient photoconductivity Carrier mobility Rare earths
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AL5E:A breakthrough in broad-spectrum coronavirus inactivation through structure-guided design
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作者 Heng Gao Jiwei Zhang +1 位作者 Peng Zhan Xinyong Liu 《Chinese Chemical Letters》 2025年第7期1-3,共3页
Coronaviruses are single-stranded,positive-sense RNA enveloped viruses that have posed a significant threat to human health over the past few decades,particularly severe acute respiratory syndrome coronavirus(SARS-CoV... Coronaviruses are single-stranded,positive-sense RNA enveloped viruses that have posed a significant threat to human health over the past few decades,particularly severe acute respiratory syndrome coronavirus(SARS-CoV),Middle East respiratory syndrome coronavirus(MERS-CoV),and SARS-CoV-2.These viruses have caused widespread infections and fatalities,with profound impacts on global economies,social life,and public health systems.Due to their broad host range in natural settings and the consequent high potential for zoonotic spillover events,a thorough investigation of the common viral mechanisms and the identification of druggable targets for pan-coronavirus antiviral development are of utmost importance. 展开更多
关键词 severe acute respiratory syndrome coronavirus single stranded positive sense RNA middle east respiratory syndrome coronavirus SARS CoV CORONAVIRUS structure guided design severe acute respiratory syndrome coronavirus sars cov middle broad spectrum inactivation
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Risk Averse,Broadly Speaking
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作者 LIU NIAN 《Beijing Review》 2006年第40期40-,共1页
Investors greet China's first QDII products with caution Ms. Wang, a financial planner at one of China's largest state-owned banks, takes five phone inquiries a day from clients I about its new QDII products, ... Investors greet China's first QDII products with caution Ms. Wang, a financial planner at one of China's largest state-owned banks, takes five phone inquiries a day from clients I about its new QDII products, with most clients saying they will consider it. "I have an enquiry about your bank's QDII products. What are the returns? 展开更多
关键词 Risk Averse broadly Speaking OM
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Toward high performance microwave absorber by implanting La_(0.8)CoO_(3)nanoparticles on rGO 被引量:5
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作者 Li Chang Yu-Ze Wang +3 位作者 Xin-Ci Zhang Lin Li Hua-Zhang Zhai Mao-Sheng Cao 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2024年第7期176-187,共12页
The advent of“intelligent era”brings our life more convenience,but the electromagnetic radiation sur-rounding us not only greatly threatens human health,also makes information leakage and hidden trouble to national ... The advent of“intelligent era”brings our life more convenience,but the electromagnetic radiation sur-rounding us not only greatly threatens human health,also makes information leakage and hidden trouble to national defense security.Hence,it is very urgent to develop novel electromagnetic wave absorption materials with lightweight,strong absorption,tunable absorption frequency and broad band absorption.Herein,a novel electromagnetic wave absorber is obtained by constructing La_(0.8)CoO_(3)-rGO nanocompos-ite,where La_(0.8)CoO_(3)nanoparticles are anchored on graphene nanosheets by the electrostatic interaction between GO and La_(0.8)CoO_(3).The effect of hybridization ratio of La_(0.8)CoO_(3)and rGO on microwave ab-sorption properties is carefully studied.The optimal reflection loss of La_(0.8)CoO_(3)-rGO nanocomposite can reach-62.34 dB with the maximum effective bandwidth of 6.08 GHz,presenting 48.78%and 245.45%increment compared to bare La_(0.8)CoO_(3)nanoparticles,respectively.The effective absorption bandwidth covers a broad electromagnetic wave absorption band from Ku band to the C band by tailoring thickness of the absorbers from 2.4 mm to 4.4 mm.The fascinating electromagnetic wave absorption performance is attributed to the synergy effect of La_(0.8)CoO_(3)and rGO,which integrates magnetic and dielectric loss caused by resonance,conductance,relaxation,and scattering loss.This result confirms that La_(0.8)CoO_(3)-rGO nanocomposite is potential candidates toward high-efficiency microwave absorbers and provides a valuable pathway for designing high-performance microwave attenuation materials in the future. 展开更多
关键词 Perovskite La_(0.8)CoO_(3)nanoparticles Graphene NANOCOMPOSITE Microwave absorbing Broad band absorption
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Construction of ZnO/Ni@C hollow microspheres as efficient electromagnetic wave absorbers with thin thickness and broad bandwidth 被引量:3
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作者 Yuchen Jiang Hao Zhang +6 位作者 Xueqing Zuo Chen Sun Yifeng Zhang Hui Huang Zeng Fan Chengwei Li Lujun Pan 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2024年第21期62-72,共11页
Ingenious microstructure design and rational composition collocation have been proved to be an effective strategy for developing efficient electromagnetic wave(EMW)absorbers.It would be promising to fabricate a hollow... Ingenious microstructure design and rational composition collocation have been proved to be an effective strategy for developing efficient electromagnetic wave(EMW)absorbers.It would be promising to fabricate a hollow structured composite integrating multiple loss mechanisms(conduction,magnetic,and polarization losses)for excellent EMW absorption.Herein,a novel dielectric-magnetic compound of ZnO/Ni@C hollow microsphere was prepared through hydrothermal reactions followed by an in-situ chemical vapor deposition(CVD).In this ternary composite,abundant ZnO/Ni heterostructures formed the hollow microsphere skeletons and provided unique Schottky junctions,which endowed the composite with improved impedance matching and strong polarization loss.Meanwhile,the amorphouspolycrystalline carbon layer deposited on the surface of each microsphere enhanced the conduction and interfacial polarization losses.In addition,the magnetic Ni nanoparticles induced magnetic loss.Benefiting from the synergistic effect of the hollow structure and multiple loss mechanisms,the ternary composite exhibits an effective absorption bandwidth as wide as 6.55 GHz at a thickness of only 1.85 mm,accompanied by a minimum reflection loss of–39.8 dB.Besides,the radar cross-section and the electromagnetic field simulation further verify the superior EMW absorption performance of the composites.Our work provides a new reference for the fabrication of dielectric-magnetic ternary hollow microspheres as EMW absorbers with thin thickness and broad bandwidth. 展开更多
关键词 HOLLOW Multiple loss mechanisms Thin thickness Broad bandwidth Electromagnetic wave absorption
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BLS-identification:A device fingerprint classification mechanism based on broad learning for Internet of Things 被引量:2
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作者 Yu Zhang Bei Gong Qian Wang 《Digital Communications and Networks》 SCIE CSCD 2024年第3期728-739,共12页
The popularity of the Internet of Things(IoT)has enabled a large number of vulnerable devices to connect to the Internet,bringing huge security risks.As a network-level security authentication method,device fingerprin... The popularity of the Internet of Things(IoT)has enabled a large number of vulnerable devices to connect to the Internet,bringing huge security risks.As a network-level security authentication method,device fingerprint based on machine learning has attracted considerable attention because it can detect vulnerable devices in complex and heterogeneous access phases.However,flexible and diversified IoT devices with limited resources increase dif-ficulty of the device fingerprint authentication method executed in IoT,because it needs to retrain the model network to deal with incremental features or types.To address this problem,a device fingerprinting mechanism based on a Broad Learning System(BLS)is proposed in this paper.The mechanism firstly characterizes IoT devices by traffic analysis based on the identifiable differences of the traffic data of IoT devices,and extracts feature parameters of the traffic packets.A hierarchical hybrid sampling method is designed at the preprocessing phase to improve the imbalanced data distribution and reconstruct the fingerprint dataset.The complexity of the dataset is reduced using Principal Component Analysis(PCA)and the device type is identified by training weights using BLS.The experimental results show that the proposed method can achieve state-of-the-art accuracy and spend less training time than other existing methods. 展开更多
关键词 Device fingerprint Traffic analysis Class imbalance Broad learning system Access authentication
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Multi-surrogate framework with an adaptive selection mechanism for production optimization 被引量:1
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作者 Jia-Lin Wang Li-Ming Zhang +10 位作者 Kai Zhang Jian Wang Jian-Ping Zhou Wen-Feng Peng Fa-Liang Yin Chao Zhong Xia Yan Pi-Yang Liu Hua-Qing Zhang Yong-Fei Yang Hai Sun 《Petroleum Science》 SCIE EI CAS CSCD 2024年第1期366-383,共18页
Data-driven surrogate models that assist with efficient evolutionary algorithms to find the optimal development scheme have been widely used to solve reservoir production optimization problems.However,existing researc... Data-driven surrogate models that assist with efficient evolutionary algorithms to find the optimal development scheme have been widely used to solve reservoir production optimization problems.However,existing research suggests that the effectiveness of a surrogate model can vary depending on the complexity of the design problem.A surrogate model that has demonstrated success in one scenario may not perform as well in others.In the absence of prior knowledge,finding a promising surrogate model that performs well for an unknown reservoir is challenging.Moreover,the optimization process often relies on a single evolutionary algorithm,which can yield varying results across different cases.To address these limitations,this paper introduces a novel approach called the multi-surrogate framework with an adaptive selection mechanism(MSFASM)to tackle production optimization problems.MSFASM consists of two stages.In the first stage,a reduced-dimensional broad learning system(BLS)is used to adaptively select the evolutionary algorithm with the best performance during the current optimization period.In the second stage,the multi-objective algorithm,non-dominated sorting genetic algorithm II(NSGA-II),is used as an optimizer to find a set of Pareto solutions with good performance on multiple surrogate models.A novel optimal point criterion is utilized in this stage to select the Pareto solutions,thereby obtaining the desired development schemes without increasing the computational load of the numerical simulator.The two stages are combined using sequential transfer learning.From the two most important perspectives of an evolutionary algorithm and a surrogate model,the proposed method improves adaptability to optimization problems of various reservoir types.To verify the effectiveness of the proposed method,four 100-dimensional benchmark functions and two reservoir models are tested,and the results are compared with those obtained by six other surrogate-model-based methods.The results demonstrate that our approach can obtain the maximum net present value(NPV)of the target production optimization problems. 展开更多
关键词 Production optimization Multi-surrogate models Multi-evolutionary algorithms Dimension reduction Broad learning system
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Low-Cost Federated Broad Learning for Privacy-Preserved Knowledge Sharing in the RIS-Aided Internet of Vehicles 被引量:1
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作者 Xiaoming Yuan Jiahui Chen +4 位作者 Ning Zhang Qiang(John)Ye Changle Li Chunsheng Zhu Xuemin Sherman Shen 《Engineering》 SCIE EI CAS CSCD 2024年第2期178-189,共12页
High-efficiency and low-cost knowledge sharing can improve the decision-making ability of autonomous vehicles by mining knowledge from the Internet of Vehicles(IoVs).However,it is challenging to ensure high efficiency... High-efficiency and low-cost knowledge sharing can improve the decision-making ability of autonomous vehicles by mining knowledge from the Internet of Vehicles(IoVs).However,it is challenging to ensure high efficiency of local data learning models while preventing privacy leakage in a high mobility environment.In order to protect data privacy and improve data learning efficiency in knowledge sharing,we propose an asynchronous federated broad learning(FBL)framework that integrates broad learning(BL)into federated learning(FL).In FBL,we design a broad fully connected model(BFCM)as a local model for training client data.To enhance the wireless channel quality for knowledge sharing and reduce the communication and computation cost of participating clients,we construct a joint resource allocation and reconfigurable intelligent surface(RIS)configuration optimization framework for FBL.The problem is decoupled into two convex subproblems.Aiming to improve the resource scheduling efficiency in FBL,a double Davidon–Fletcher–Powell(DDFP)algorithm is presented to solve the time slot allocation and RIS configuration problem.Based on the results of resource scheduling,we design a reward-allocation algorithm based on federated incentive learning(FIL)in FBL to compensate clients for their costs.The simulation results show that the proposed FBL framework achieves better performance than the comparison models in terms of efficiency,accuracy,and cost for knowledge sharing in the IoV. 展开更多
关键词 Knowledge sharing Internet of Vehicles Federated learning Broad learning Reconfigurable intelligent surfaces Resource allocation
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Oxygen vacancy mediated bismuth-based photocatalysts 被引量:1
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作者 Jiaqi Tian Jianpeng Li +3 位作者 Yadan Guo Zhongyi Liu Bin Liu Jun Li 《Advanced Powder Materials》 2024年第4期57-91,共35页
Sunlight-driven photocatalysis,which can produce clean fuels and mitigate environmental pollution,has received extensive research attention due to its potential for addressing both energy shortages and environmental c... Sunlight-driven photocatalysis,which can produce clean fuels and mitigate environmental pollution,has received extensive research attention due to its potential for addressing both energy shortages and environmental crises.Bismuth(Bi)-based photocatalysts with broad spectrum solar-light absorption and tunable structures,exhibit promising applications in solar-driven photocatalysis.Oxygen vacancy(OV)engineering is a widely recognized strategy that shows great potential for accelerating charge separation and small molecule activation.Based on OV engineering,this review focuses on Bi-based photocatalysts and provides a comprehensive overview including synthetic methods,regulation strategies,and applications in photocatalytic field.The synthetic methods of Bibased photocatalysts with OVs(BPOVs)are classified into hydrothermal,solvothermal,ultraviolet light reduction,calcination,chemical etching,and mechanical methods based on different reaction types,which provide the possibility for the structural regulation of BPOVs,including dimensional regulation,vacancy creation,elemental doping,and heterojunction fabrication.Furthermore,this review also highlights the photocatalytic applications of BPOVs,including CO_(2)reduction,N2 fixation,H2 generation,O_(2)evolution,pollutant degradation,cancer therapy,and bacteria inactivation.Finally,the conclusion and prospects toward the future development of BPOVs photocatalysts are presented. 展开更多
关键词 Bismuth-based photocatalysts Oxygen vacancy Synthetic methods Structural regulation Broad spectrum light PHOTOCATALYSIS
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