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A Generative Image Steganography Based on Disentangled Attribute Feature Transformation and Invertible Mapping Rule
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作者 Xiang Zhang Shenyan Han +1 位作者 Wenbin Huang Daoyong Fu 《Computers, Materials & Continua》 2025年第4期1149-1171,共23页
Generative image steganography is a technique that directly generates stego images from secret infor-mation.Unlike traditional methods,it theoretically resists steganalysis because there is no cover image.Currently,th... Generative image steganography is a technique that directly generates stego images from secret infor-mation.Unlike traditional methods,it theoretically resists steganalysis because there is no cover image.Currently,the existing generative image steganography methods generally have good steganography performance,but there is still potential room for enhancing both the quality of stego images and the accuracy of secret information extraction.Therefore,this paper proposes a generative image steganography algorithm based on attribute feature transformation and invertible mapping rule.Firstly,the reference image is disentangled by a content and an attribute encoder to obtain content features and attribute features,respectively.Then,a mean mapping rule is introduced to map the binary secret information into a noise vector,conforming to the distribution of attribute features.This noise vector is input into the generator to produce the attribute transformed stego image with the content feature of the reference image.Additionally,we design an adversarial loss,a reconstruction loss,and an image diversity loss to train the proposed model.Experimental results demonstrate that the stego images generated by the proposed method are of high quality,with an average extraction accuracy of 99.4%for the hidden information.Furthermore,since the stego image has a uniform distribution similar to the attribute-transformed image without secret information,it effectively resists both subjective and objective steganalysis. 展开更多
关键词 Image information hiding generative information hiding disentangled attribute feature transformation invertible mapping rule steganalysis resistance
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Effectiveness of Invertible Neural Network in Variable Material 3D Printing:Application to Screw-Based Material Extrusion
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作者 Yunze Wang Beining Zhang +5 位作者 Siwei Lu Chuncheng Yang Ling Wang Jiankang He Changning Sun Dichen Li 《Additive Manufacturing Frontiers》 2025年第2期20-29,共10页
Variable material screw-based material extrusion(S-MEX)3D printing technology provides a novel approach for fabricating composites with continuous material gradients.Nevertheless,achieving precise alignment between th... Variable material screw-based material extrusion(S-MEX)3D printing technology provides a novel approach for fabricating composites with continuous material gradients.Nevertheless,achieving precise alignment between the process parameters and material compositions is challenging because of fluctuations in the melt rheological state caused by material variations.In this study,an invertible extrusion prediction model for 0-40 wt% short carbon fiber reinforced polyether-ether-ketone(SCF/PEEK)in the S-MEX process was established using an invertible neural network(INN)that demonstrated the capabilities of forward flow rate prediction and inverse process optimization with accuracies of 0.852 and 0.877,respectively.Moreover,a strategy for adjusting the screw speeds using process parameters obtained from the INN was developed to maintain a consistent flow rate during the variable material printing process.Benefiting from uniform flow,the linewidth accuracy was improved by 77%,and the surface roughness was reduced by 51%.Adjusting the process parameters by using an INN offers significant potential for flow rate control and the enhancement of the overall performance of variable material 3D printing. 展开更多
关键词 Material extrusion 3D printing Multi-material invertible neural network
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Inverse Molecule Design with Invertible Neural Networks as Generative Models 被引量:1
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作者 Wei Hu 《Journal of Biomedical Science and Engineering》 2021年第7期305-315,共11页
Using neural networks for supervised learning means learning a function that maps input <em>x</em> to output <em>y</em>. However, in many applications, the inverse learning is also wanted, <... Using neural networks for supervised learning means learning a function that maps input <em>x</em> to output <em>y</em>. However, in many applications, the inverse learning is also wanted, <em>i.e.</em>, inferring <em>y</em> from <em>x</em>, which requires invertibility of the learning. Since the dimension of input is usually much higher than that of the output, there is information loss in the forward learning from input to output. Thus, creating invertible neural networks is a difficult task. However, recent development of invertible learning techniques such as normalizing flows has made invertible neural networks a reality. In this work, we applied flow-based invertible neural networks as generative models to inverse molecule design. In this context, the forward learning is to predict chemical properties given a molecule, and the inverse learning is to infer the molecules given the chemical properties. Trained on 100 and 1000 molecules, respectively, from a benchmark dataset QM9, our model identified novel molecules that had chemical property values well exceeding the limits of the training molecules as well as the limits of the whole QM9 of 133,885 molecules, moreover our generative model could easily sample many molecules (<em>x</em> values) from any one chemical property value (<em>y</em> value). Compared with the previous method in the literature that could only optimize one molecule for one chemical property value at a time, our model could be trained once and then be sampled any multiple times and for any chemical property values without the need of retraining. This advantage comes from treating inverse molecule design as an inverse regression problem. In summary, our main contributions were two: 1) our model could generalize well from the training data and was very data efficient, 2) our model could learn bidirectional correspondence between molecules and their chemical properties, thereby offering the ability to sample any number of molecules from any <em>y</em> values. In conclusion, our findings revealed the efficiency and effectiveness of using invertible neural networks as generative models in inverse molecule design. 展开更多
关键词 Inverse Molecule Design invertible Neural Networks Normalizing Flows
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RWNeRF:Robust Watermarking Scheme for Neural Radiance Fields Based on Invertible Neural Networks
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作者 Wenquan Sun Jia Liu +2 位作者 Weina Dong Lifeng Chen Fuqiang Di 《Computers, Materials & Continua》 SCIE EI 2024年第9期4065-4083,共19页
As neural radiance fields continue to advance in 3D content representation,the copyright issues surrounding 3D models oriented towards implicit representation become increasingly pressing.In response to this challenge... As neural radiance fields continue to advance in 3D content representation,the copyright issues surrounding 3D models oriented towards implicit representation become increasingly pressing.In response to this challenge,this paper treats the embedding and extraction of neural radiance field watermarks as inverse problems of image transformations and proposes a scheme for protecting neural radiance field copyrights using invertible neural network watermarking.Leveraging 2D image watermarking technology for 3D scene protection,the scheme embeds watermarks within the training images of neural radiance fields through the forward process in invertible neural networks and extracts them from images rendered by neural radiance fields through the reverse process,thereby ensuring copyright protection for both the neural radiance fields and associated 3D scenes.However,challenges such as information loss during rendering processes and deliberate tampering necessitate the design of an image quality enhancement module to increase the scheme’s robustness.This module restores distorted images through neural network processing before watermark extraction.Additionally,embedding watermarks in each training image enables watermark information extraction from multiple viewpoints.Our proposed watermarking method achieves a PSNR(Peak Signal-to-Noise Ratio)value exceeding 37 dB for images containing watermarks and 22 dB for recovered watermarked images,as evaluated on the Lego,Hotdog,and Chair datasets,respectively.These results demonstrate the efficacy of our scheme in enhancing copyright protection. 展开更多
关键词 Neural radiance fields 3D scene ROBUST watermarking invertible neural networks
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MarkINeRV: A Robust Watermarking Scheme for Neural Representation for Videos Based on Invertible Neural Networks
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作者 Wenquan Sun Jia Liu +2 位作者 Lifeng Chen Weina Dong Fuqiang Di 《Computers, Materials & Continua》 SCIE EI 2024年第9期4031-4046,共16页
Recent research advances in implicit neural representation have shown that a wide range of video data distributions are achieved by sharing model weights for Neural Representation for Videos(NeRV).While explicit metho... Recent research advances in implicit neural representation have shown that a wide range of video data distributions are achieved by sharing model weights for Neural Representation for Videos(NeRV).While explicit methods exist for accurately embedding ownership or copyright information in video data,the nascent NeRV framework has yet to address this issue comprehensively.In response,this paper introduces MarkINeRV,a scheme designed to embed watermarking information into video frames using an invertible neural network watermarking approach to protect the copyright of NeRV,which models the embedding and extraction of watermarks as a pair of inverse processes of a reversible network and employs the same network to achieve embedding and extraction of watermarks.It is just that the information flow is in the opposite direction.Additionally,a video frame quality enhancement module is incorporated to mitigate watermarking information losses in the rendering process and the possibility ofmalicious attacks during transmission,ensuring the accurate extraction of watermarking information through the invertible network’s inverse process.This paper evaluates the accuracy,robustness,and invisibility of MarkINeRV through multiple video datasets.The results demonstrate its efficacy in extracting watermarking information for copyright protection of NeRV.MarkINeRV represents a pioneering investigation into copyright issues surrounding NeRV. 展开更多
关键词 invertible neural network neural representations for videos WATERMARKING ROBUSTNESS
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A Note on the Connectedness of the Invertible Group of a Nest Algebra
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作者 Zhang Min Yue Hua 《Communications in Mathematical Research》 CSCD 2014年第4期329-333,共5页
The connectedness of the invertibles question for arbitrary nest has been reduced to the case of the lower triangular operators with respect to a fixed orthonormal basis en for n 1. For each f ∈ H∞, let Tf be the To... The connectedness of the invertibles question for arbitrary nest has been reduced to the case of the lower triangular operators with respect to a fixed orthonormal basis en for n 1. For each f ∈ H∞, let Tf be the Toeplitz operator. In this paper we prove that Tf can be connected to the identity through a path in the invertible group of the lower triangular operators if f satisfies certain conditions. 展开更多
关键词 connectedness nest algebra invertible group
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THE STRUCTURE OF INVERTIBLE SUBSTITUTIONS ON A THREE-LETTER ALPHABET
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作者 Tan Bo Wen Zhixiong Zhang Yiping (Wuhan University,China) 《Analysis in Theory and Applications》 2003年第4期365-382,共18页
We study the structure of invertible substitutions on three-letter alphabet. We show that there exists a finite set S of invertible substitutions such that any invertible substitution can be written as I wσ 1σ ... We study the structure of invertible substitutions on three-letter alphabet. We show that there exists a finite set S of invertible substitutions such that any invertible substitution can be written as I wσ 1σ 2…σ k,where I w is the inner automorphism associated with w, and σ j∈ S for 1≤j≤k. As a consequence,M is the matrix of an invertible substitution if and only if it is a finite product of non-negative elementary matrices. 展开更多
关键词 invertible substitution indecomposable substitution combinatorics of words
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Alternative Infinitesimal Generator of Invertible Evolution Families
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作者 Yoritaka Iwata 《Journal of Applied Mathematics and Physics》 2017年第4期822-830,共9页
A logarithm representation of evolution operators is defined. Generators of invertible evolution families are characterized by the logarithm representation. In this article, using the logarithm representation, a conce... A logarithm representation of evolution operators is defined. Generators of invertible evolution families are characterized by the logarithm representation. In this article, using the logarithm representation, a concept of evolution operators without satisfying the semigroup property is introduced. In conclusion the existence of alternative infinitesimal generator is clarified. 展开更多
关键词 invertible EVOLUTION FAMILY ABSTRACT CAUCHY PROBLEM
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A Determinant Criterion of Invertible Elements in Group Algebras
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作者 邓映蒲 《Northeastern Mathematical Journal》 CSCD 2004年第3期261-264,共4页
An embedding from a group algebra to a matrix algebra is given in this paper. By using it, a criterion for an invertible element in a group algebra is proven.
关键词 group algebra invertible element DETERMINANT
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On the Control of Invertible Multivariable Nonlinear Systems
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作者 ISIDORI Alberto 《Journal of Systems Science & Complexity》 2025年第2期513-532,共20页
This paper presents in organized form a number of results that have appeared in the literature in the last two decades,concerning the design of control laws for multi-input multi-output nonlinear systems,with emphasis... This paper presents in organized form a number of results that have appeared in the literature in the last two decades,concerning the design of control laws for multi-input multi-output nonlinear systems,with emphasis on the problem of stabilizing an equilibrium,and addresses,at a broad level generality,systems that are invertible from an input-output viewpoint. 展开更多
关键词 stabilizing equilibriumand nonlinear systems invertible systems control laws STABILIZATION multivariable systems design control laws EQUILIBRIUM
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Decomposing a Kind of Weakly Invertible Finite Automata with Delay 2 被引量:3
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作者 YAOGang 《Journal of Computer Science & Technology》 SCIE EI CSCD 2003年第3期354-360,共7页
Some properties of a finite automaton composed of two weakly invertible finite automata with delay 1 are given, where each of those two automata has the output set of each state with the same size. And for a weakly in... Some properties of a finite automaton composed of two weakly invertible finite automata with delay 1 are given, where each of those two automata has the output set of each state with the same size. And for a weakly invertible finite automaton M with delay 2 satisfying the properties mentioned in this paper, two weakly invertible finite automata with delay 1 are constructed such that M is equivalent to a sub-finite-automaton of the composition of those two. So a method to decompose this a kind of weakly invertible finite automata with delay 2 is presented. 展开更多
关键词 finite automaton weakly invertible DELAY COMPOSITION DECOMPOSITION
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Some remarks on invertible substitutions on three letter alphabet 被引量:1
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作者 Zhixiong Wen Yiping Zhang 《Chinese Science Bulletin》 SCIE EI CAS 1999年第19期1755-1760,共6页
By introducing the notion of 'prime substitution' it is shown that the set of invertible substitutions over an alphabet of more than three letters is not finitely generated. Some examples are given.
关键词 invertible SUBSTITUTION PRIME substitution.
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Some Conditions for Matrices over an Incline To Be Invertible and General Linear Group on an Incline 被引量:1
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作者 Song Chol HAN Hong Xing LI 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2005年第5期1093-1098,共6页
Inclines are the additively idempotent semirings in which products are less than or equal to either factor. In this paper, some necessary and sufficient conditions for a matrix over L to be invertible are given, where... Inclines are the additively idempotent semirings in which products are less than or equal to either factor. In this paper, some necessary and sufficient conditions for a matrix over L to be invertible are given, where L is an incline with 0 and 1. Also it is proved that L is an integral incline if and only if GLn(L) = PLn (L) for any n (n 〉 2), in which GLn(L) is the group of all n × n invertible matrices over L and PLn(L) is the group of all n × n permutation matrices over L. These results should be regarded as the generalizations and developments of the previous results on the invertible matrices over a distributive lattice. 展开更多
关键词 INCLINE Distributive lattice invertible matrix Permutation matrix Linear group
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Strong Connections and Invertible Weak Entwining Structures 被引量:1
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作者 J. N. ALONSO LVAREZ J. M. FERN NDEZ VILABOA GONZ LEZ RODR íGUEZ 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2012年第7期1443-1460,共18页
In this paper we obtain a criterion under which the bijectivity of the canonical morphism of a weak Galois extension associated to a weak invertible entwining structure is equivalent to the existence of a strong conne... In this paper we obtain a criterion under which the bijectivity of the canonical morphism of a weak Galois extension associated to a weak invertible entwining structure is equivalent to the existence of a strong connection form. Also we obtain an explicit formula for a strong connection under equivariant projective conditions or under coseparability conditions. 展开更多
关键词 Monoidal category invertible weak entwining structure strong connection weak Galois extension
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一种12位100 MS/s流水线-逐次逼近型模数转换器设计
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作者 张哲 唐俊龙 《微电子学与计算机》 2026年第4期164-172,共9页
基于65 nm CMOS工艺,设计了一款12位100 MS/s的异步高速逐次逼近-流水线型模数转换器(Pipelined Successive Approximation Register Analog-to-Digital Converter,Pipelined-SAR ADC)。在保持高速和高精度的性能条件下,为降低功耗,采... 基于65 nm CMOS工艺,设计了一款12位100 MS/s的异步高速逐次逼近-流水线型模数转换器(Pipelined Successive Approximation Register Analog-to-Digital Converter,Pipelined-SAR ADC)。在保持高速和高精度的性能条件下,为降低功耗,采用前置放大器利用浮空反相器(Floating Inverter)的两级比较器,实现电流复用和动态偏置,同时设计了一种电阻自偏置型的伪差分环形放大器作为级间运放,具有良好的功率效率,更大程度地降低Pipelined-SAR ADC的整体功耗。后仿真结果表明,Pipelined-SAR ADC的有效位数(Effective Number of Bits,ENOB)达到11.27 bit,信噪失真比(Signal-to-Noise and Distortion Ratio,SNDR)为69.6 dB,无杂散动态范围(Spurious-Free Dynamic Range,SFDR)为73.1 dB,总功耗约为5.67 mW。 展开更多
关键词 Pipelined-SAR ADC floating inverter 环形放大器 有效位
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Robust current tracking control for three-phase grid-connected inverters with LCL filter
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作者 LIU Wei WU Ben +2 位作者 SUN Wei-jie XUE Ying CAI Feng-huang 《控制理论与应用》 北大核心 2026年第1期41-51,共11页
This article investigates the robust current tracking control problem of three-phase grid-connected inverters with LCL filter under external disturbance by a dynamic state feedback control method.First,this paper cons... This article investigates the robust current tracking control problem of three-phase grid-connected inverters with LCL filter under external disturbance by a dynamic state feedback control method.First,this paper constructs an internal model to learn the information of the states and input of the grid-connected inverter under steady state.Second,by utilizing the internal model principle,the paper turns the tracking control problem into the robust stabilization control problem based on some appropriate coordinate transformations.Then,The paper designs a dynamics state feedback control law to deal with this robust stabilization problem,and thus the solution of the robust current tracking control problem of three-phase grid-connected inverters can be obtained.This control method can ensure the asymptotic stability of the closedloop system.Finally,the paper illustrates the effectiveness of the proposed control approach through several groups of simulations,and compares it with the feedforward control method to verify the robustness of the proposed control method to uncertain parameters. 展开更多
关键词 grid-connected inverter internal model principle current tracking disturbance suppression robust control
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Making True Amplitude Angle Domain Common Image Gathers Using Invertible Radon Transform
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作者 Hongwei Liu Yi Luo 《Communications in Computational Physics》 SCIE 2020年第6期128-140,共13页
Converting subsurface offset domain common image gathers(ODCIGs)to angle domain common image gathers(ADCIGs)through a Radon Transform(RT)in either the spatial or wavenumber domain is efficient and valid except for the... Converting subsurface offset domain common image gathers(ODCIGs)to angle domain common image gathers(ADCIGs)through a Radon Transform(RT)in either the spatial or wavenumber domain is efficient and valid except for the distortion of both frequency spectrum and amplitude versus angle(AVA)effect.This paper presents two modifications to the existing method to keep the frequency spectrum of the resultant ADCIGs the same as the input data and to preserve the relative amplitudes.The spectrum invariance is achieved by replacing the conventional RT or slant slack by an invertible RT.Amplitude preservation is obtained by applying an amplitude correction factor in the angle domain.Tests on both synthetic and field datasets validate the accuracy of these modifications. 展开更多
关键词 True amplitude ADCIG reverse time migration invertible Radon transform
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Advancing PTAA-based perovskite photovoltaics through ionic liquid interfacial engineering
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作者 Qiannan Li Fei Wang +17 位作者 Dawei Duan Baolei Tang Taomiao Wang Yonggui Sun Xianfang Zhou Tao Zhang Zhongqiang Wang Jiajie Zhu Xiaoqing Liu Xiaoxi Huang Yao Tong Haoran Lin Wenzhu Liu Annie Ng Tom Wu Mingjian Yuan Hongyu Zhang Hanlin Hu 《Journal of Energy Chemistry》 2026年第3期709-720,共12页
Despite the intrinsic durability of polymeric hole transport materials,poly-triarylamines(PTAA)-based inverted perovskite solar cells(PSCs)have lagged behind their counterparts in efficiency,primarily due to poor surf... Despite the intrinsic durability of polymeric hole transport materials,poly-triarylamines(PTAA)-based inverted perovskite solar cells(PSCs)have lagged behind their counterparts in efficiency,primarily due to poor surface wettability,insufficient interfacial contact,and unfavorable energy level alignment at the PTAA/perovskite interface.Here,we report a highly effective interfacial engineering strategy employing the ionic liquid 1,3-dimethylimidazolium dimethyl phosphate(DMIMPH)as a multifunctional interfacial modifier.The incorporation of DMIMPH improves PTAA wettability,promoting the growth of high-quality perovskite films with enhanced interfacial contact.Concurrently,DMIMPH effectively tunes the energy levels of PTAA,enhances its electrical conductivity,and passivates interfacial defects with more efficient hole extraction and charge transport.Moreover,its interaction with residual PbI_(2) modulates perovskite crystallization kinetics,yielding highly crystalline perovskite films with enlarged grain sizes,reduced PbI_(2) residue,and suppressed trap densities.As a result,PTAA-based p-i-n PSCs employing this approach achieve a record certified power conversion efficiency(PCE)of 24.52%,with a champion efficiency of 25.12%—the highest certified value for PTAA-based perovskite devices to date.Impressively,the DMIMPH-modified PSCs without encapsulation maintained 87.48%of their initial efficiency after 1600 h in air.This strategy offers an effective pathway for advancing the performance and stability of polymer-based inverted PSCs. 展开更多
关键词 Inverted perovskite solar cells PTAA WETTABILITY Ionic liquid CRYSTALLINITY
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Ultra-Stable Organic Electrochemical Transistors With Suppressed Swelling via Molecular Weight Modulation
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作者 Jinhao Zhou Zhu Chen +13 位作者 Jingliang Cheng Yumeng Zhao Liyang Yu Miao Xie Yueping Lai Ziyi Deng Yixin Zhou Donghao Li Chufeng Wu Guohong Hu Yimin Sun Jianhua Chen Liang-Wen Feng Wei Huang 《Aggregate》 2026年第2期314-326,共13页
Organic electrochemical transistors(OECTs)are promising for next-generation bioelectronics due to their high performance and biocompatibility.Nevertheless,they still face tremendous operational stability challenges du... Organic electrochemical transistors(OECTs)are promising for next-generation bioelectronics due to their high performance and biocompatibility.Nevertheless,they still face tremendous operational stability challenges due to the limited robustness of the organic mixed ionic-electronic conductor(OMIEC)channel.Here,by modulating the molecular weight(MW)of OMiEC,enhanced OECT and relevant circuit operation stabilities are demonstrated,showing more than 3,000,0o0 full cycles(~42 h)with less than 15%current variation in an OECT,and 150,000 cycles(~4 h)with less than 5%voltage variation in an OECT-based inverter,which are among the highest of reported OECT-based electronics.Specifically,p(g2T-T),a typical p-type OMIEC,with varying MW(7-43 kDa),is synthesized,where lower-MW p(g2T-T)(~9 kDa)exhibits superior device performance and cycling stability in OECTs,outperforming those in high-MW counterparts(>30 kDa).It is indicated that low-MW p(g2T-T)maintains higher volumetric capacitance,ordered orientation,and reduced swelling.Therefore,irreversible microstructural degradation is effectively avoided,along with better performance yield.Furthermore,MW regulation enables physiological signal sensing with high tolerance to body fluid environments for 7 days.These findings highlight MW modulation as a versatile approach to suppress excessive swelling,advancing the design of durable OECT-based electronics. 展开更多
关键词 cycling stability INVERTERS molecular weight organic electrochemical transistor organic mixed ionic-electronic conductor
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An intra-string distributed and inter-string decentralized control method for hybrid series-parallel microgrids
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作者 Xiaochao Hou Jiatong He +3 位作者 Changgeng Li Zexiong Wei Kai Sun Yunwei Li 《iEnergy》 2026年第1期30-42,共13页
The hybrid series-parallel microgrid attracts more attention by combining the advantages of both the series-stacked voltage and parallel-expanded capacity.Low-voltage distributed generations(DGs)are connected in serie... The hybrid series-parallel microgrid attracts more attention by combining the advantages of both the series-stacked voltage and parallel-expanded capacity.Low-voltage distributed generations(DGs)are connected in series to form the intra-string,and then multiple strings are interconnected in parallel.For the existing control strategies,both intra-string and inter-string depend on the centralized or distributed control with high communication reliance.It has limited scalability and redundancy under abnormal conditions.Alternatively,in this study,an intra-string distributed and inter-string decentralized control framework is proposed.Within the string,a few DGs close to the AC bus are the leaders to get the string power information and the rest DGs are the followers to acquire the synchronization information through the droop-based distributed consistency.Specifically,the output of the entire string has the active power−angular frequency(ω-P)droop characteristic,and the decentralized control among strings can be autonomously guaranteed.Moreover,the secondary control is designed to realize multi-mode objectives,including on/off-grid mode switching,grid-connected power interactive management,and off-grid voltage quality regulation.As a result,the proposed method has the ability of plug-and-play capabilities,single-point failure redundancy,and seamless mode-switching.Experimental results are provided to verify the effectiveness of the proposed practical solution. 展开更多
关键词 Hybrid series-parallel microgrid Distributed control Decentralized control Power inverter
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