224 results on '"Renyuan Zhang"'
Search Results
202. A VLSI hardware implementation study of SVDD algorithm using analog Gaussian-cell array for on-chip learning
- Author
-
Tadashi Shibata and Renyuan Zhang
- Subjects
Very-large-scale integration ,business.industry ,Computer science ,Domain (software engineering) ,Support vector machine ,Computer Science::Hardware Architecture ,symbols.namesake ,Feature (computer vision) ,Kernel (statistics) ,symbols ,Gaussian function ,System on a chip ,business ,Gaussian process ,Algorithm ,Computer hardware - Abstract
A feasibility study of VLSI hardware implementation of support vector domain description (SVDD) has been done in this work. The on-chip learning operation of SVDD algorithm was implemented by an analog Gaussian-cell array. By using a compact analog Gaussian-generation circuit, the center, height and width of the generated Gaussian kernel function feature can be programmed. Based on this Gaussian-generation circuit, a fully parallel architecture is developed to implement the on-chip learning operation, which is carried out by the proposed method. In this manner, the learning operation autonomously proceeds without any clock-based iteration, and self-converges with a high speed. A proof-of-concept processor is designed for sixteen learning sample vectors. From the circuit simulation results, the entire learning operation is accomplished within 0.6 μs, and the domain of sample space is described by a reduced number of sample vectors. In addition, the various forms of domain description can be realized by tuning the kernel function feature dynamically.
- Published
- 2012
- Full Text
- View/download PDF
203. CMOS supporting circuitries for nano-oscillator-based associative memories
- Author
-
Dmitri E. Nikonov, George I. Bourianoff, Tadashi Shibata, Renyuan Zhang, and Steven P. Levitan
- Subjects
Computer science ,Semiconductor device modeling ,Hardware_PERFORMANCEANDRELIABILITY ,Content-addressable memory ,Computer Science::Other ,Computer Science::Hardware Architecture ,Computer Science::Emerging Technologies ,Beyond CMOS ,Nanoelectronics ,CMOS ,Nano ,Hardware_INTEGRATEDCIRCUITS ,Electronic engineering ,Content-addressable storage ,Associative property ,Hardware_LOGICDESIGN - Abstract
“Let physics do computing” is a promising approach to new-paradigm computing in the beyond CMOS era. Building associative memories based on the physics of nano oscillators, in particular, presents a lot of potential for intelligent information processing. In this paper, we discuss how CMOS supporting circuitries can interface the fabric of nano oscillators with digital computing world. Using CMOS ring oscillators to emulate the nano oscillator behavior, how to produce the associative memory function and to use it for image recognition is demonstrated by HSPICE simulation.
- Published
- 2012
- Full Text
- View/download PDF
204. On computation of distributed supervisory controllers in discrete-event systems
- Author
-
Renyuan Zhang, Yongmei Gan, W. M. Wonham, and Zhaoan Wang
- Subjects
Engineering ,Supervisory control ,business.industry ,Control theory ,Event (computing) ,Computation ,Control (management) ,Transfer line ,Control engineering ,Algorithm design ,business ,Optimal control ,Consistency relation - Abstract
This paper refines an earlier localization procedure used to design optimal nonblocking distributed supervisory controllers in discrete-event systems (DES). The earlier algorithm needed a control consistency relation involving two conditions, and introduced superfluous selfloops. We propose a refined procedure, including a newly defined weak control consistency relation, and a cleanup algorithm, which results in simpler and cleaner controllers. It is proved to be correct, and illustrated by a Transfer Line plant.
- Published
- 2012
- Full Text
- View/download PDF
205. Study of surface convective zone behavior of solar pond in laboratory
- Author
-
Renyuan Zhang and C.E. Nielsen
- Subjects
Salinity ,Surface (mathematics) ,Convection zone ,Meteorology ,Renewable Energy, Sustainability and the Environment ,Air temperature ,Evaporation ,Environmental science ,Atmospheric sciences ,Surface water ,Solar pond - Abstract
This paper reports some results of a study of the effect of variation of salinity and air temperature on surface zone behavior in a laboratory tabk. The data shiws that the boundary between surface and gradient zones moves down as a result of increasing aslinity in the surface zone. The effect of daily imbient air temperature change over the range studied on flunctuation of boundary level between the surface and gradient zones can be negligible when the effect of wind and evaporation is fairly small. Wind and evaporation from surface water play an important role in the above effect. Wind and evaporation from surface water play an important role in the above effect.
- Published
- 1994
- Full Text
- View/download PDF
206. A Fully-Parallel Self-Learning Analog Support Vector Machine Employing Compact Gaussian-Generation Circuits
- Author
-
Tadashi Shibata and Renyuan Zhang
- Subjects
Support vector machine ,symbols.namesake ,Materials science ,Gaussian ,symbols ,Electronic engineering ,Electronic circuit - Published
- 2011
- Full Text
- View/download PDF
207. Performance analysis of a solar glass tube collector
- Author
-
Meicun Li, Renyuan Zhang, Huanlian Zhu, and Hanbing Wen
- Subjects
Photovoltaic thermal hybrid solar collector ,Engineering ,Renewable Energy, Sustainability and the Environment ,Instantaneous efficiency ,business.industry ,Thermal ,Mineralogy ,Mechanical engineering ,Steel tube ,Working fluid ,Radiation ,business ,Glass tube - Abstract
The thermal performance and thermal processes of a glass tube collector have been analysed in this paper. Its thermal performance can be improved by changing the thermal processes to take advantage of the glass tube's ability to transmit sunlight; that makes it possible for the working fluid to directly absorb part of solar radiation. Its thermal performance is even better in most parts of the working region than that of a steel tube collector, even when the structure, meteorological conditions and thermodynamic properties of the working fluid are exactly the same. An equation of steady-state instantaneous efficiency of a glass tube collector has been derived in the paper. Calculations of various operating conditions have been made with a computer, and the calculated results are quite agreeable with the experimental results. Thus the equation and the calculation method can be used in the design of glass tube collectors and for comparison calculations. The calculations also show some other important features of a glass tube collector.
- Published
- 1993
- Full Text
- View/download PDF
208. Immunohistochemical diagnosis in fine-needle aspiration cytology
- Author
-
Daren Shi, Liqing Fong, Renyuan Zhang, Yuezhen Fan, Longfu Wang, and Gongping He
- Subjects
Cancer Research ,Gastrointestinal tract ,Pathology ,medicine.medical_specialty ,biology ,business.industry ,medicine.drug_class ,Thyroid ,Vimentin ,medicine.disease ,Monoclonal antibody ,Lymphoma ,medicine.anatomical_structure ,Oncology ,Prostate ,Cytology ,biology.protein ,Medicine ,Immunohistochemistry ,business - Abstract
This paper reports 25 kinds of polyclonal or monoclonal antibodies by ABC immunohistochemical technique used for 253 cell smears by fine-needle aspiration. The results were: 1. Immunohistochemical diagnosis were classified into 136 metastatic cancers (K 12 + EMA+ CEA+ LCA−), 92 lymphomas (LCA+ k12− EMA− CEA−), 4 mesenchymal tumors (Vimentin+), 3 melanomas (S-100+NSE+). 15 reactive proliferations (k+ λ+ CD4 4 + CD8 8 + ) and 3 unspecified. 2. The origin of 70 metastatic cancers were classified into 36 lung (HLC3-AB+), 4 gastrointestinal tract (MG7+), 8 thyroid (TGB+), 1 prostate (PSA+), 3 liver (AFP+) and 14 unknown. 3. Immunologic phenotype of 87 lymphomas wereclassified into 66 cases of B- cell, 4 T-cell, 3 hsitocyte, 7 Hodgkin’s diseases and 7 unclear. The above results suggest that immunohistochemical method may be used as a new method of diagnosing and differentiating epithelial and non-epithelial tumors, detecting primary focus of metastatic cncer, differentiating between reactive proliferation adn lymphome and specifying immunologic phenotype of lymphoma in cell smears of fine- needle aspiration.
- Published
- 1993
- Full Text
- View/download PDF
209. Synthesis of highly stable and crystalline mesoporous anatase by using a simple surfactant sulfuric acid carbonization method
- Author
-
Dongyuan Zhao, Bo Tu, and Renyuan Zhang
- Subjects
Anatase ,Carbonization ,Chemistry ,Organic Chemistry ,Inorganic chemistry ,chemistry.chemical_element ,Sulfuric acid ,General Chemistry ,Catalysis ,chemistry.chemical_compound ,Chemical engineering ,Pulmonary surfactant ,Photocatalysis ,Mesoporous material ,Titanium - Published
- 2010
210. A low breakdown-voltage charge pump based on Cockcroft-Walton structure
- Author
-
Yasuaki Inoue, Zhangcai Huang, and Renyuan Zhang
- Subjects
Engineering ,business.industry ,Transistor ,Electrical engineering ,Hardware_PERFORMANCEANDRELIABILITY ,Capacitance ,law.invention ,Capacitor ,Hardware_GENERAL ,law ,Logic gate ,Hardware_INTEGRATEDCIRCUITS ,Charge pump ,Breakdown voltage ,business ,Electrical efficiency ,Voltage - Abstract
A Cockcroft-Walton type charge pump circuit is proposed in this paper. Compared with Dickson type, each transistor and capacitor in the proposed circuit just stand against the voltage less than one Vdd, so that a low break-down voltage process can be applied to this kind of charge pump to reduce the chip area cost and break-down risk. By using the proposed structure, the performances of voltage boosting efficiency and power efficiency can reach 98.9% and 87%.
- Published
- 2009
- Full Text
- View/download PDF
211. Synthesis of mesoporous carbon frameworks with graphitic walls by secondary hard template method
- Author
-
Dongyuan Zhao, Renyuan Zhang, and Bo Tu
- Subjects
Materials science ,Mesoporous carbon ,Nanotechnology ,Template method pattern - Published
- 2007
- Full Text
- View/download PDF
212. Photooxidation of olefins under oxygen in platinum(II) complex-loaded mesoporous molecular sieves
- Author
-
Dongyuan Zhao, Ming-Li Peng, Bo Tu, Li-Ping Zhang, Li-Zhu Wu, Renyuan Zhang, Chen-Ho Tung, and Ke Feng
- Subjects
Chemistry ,Singlet oxygen ,chemistry.chemical_element ,General Chemistry ,Mesoporous silica ,engineering.material ,Molecular sieve ,Photochemistry ,Biochemistry ,Catalysis ,chemistry.chemical_compound ,Colloid and Surface Chemistry ,engineering ,Photosensitizer ,Noble metal ,Mesoporous material ,Platinum - Abstract
Cyclometalated platinum(II) complex has been successfully incorporated into the (3-aminopropyl) triethoxysilane-modified channels of ordered mesoporous silica SBA-15 that has large pore hexagonal channels. Studies on the (1)O(2) generation conclusively demonstrates that the olefins in the nano-channels of SBA-15 can be enriched 8 times higher than those in the homogeneous solution as the diffusion quantum yield of singlet oxygen ((1)O(2)) is assumed to be unit. The platinum(II) complex loaded in the channel of SBA-15 is stable, and the photosensitized oxidation occurs efficiently. No obvious degradation and leaching of photosensitizers is observed even after 10 runs. Only a simple filtration is needed for the recycled use of the expensive noble metal catalysts. This versatile system is a good example of photochemical reactions occurring in the mesoporous silica molecular sieve. SBA-15 not only provides a support for the photosensitizer, but also acts as a nano-reactor to facilitate the photooxidation.
- Published
- 2006
213. [Giant cell fibroblastoma: a clinicopathologic analysis of seven cases]
- Author
-
Jian, Wang, Xiongzeng, Zhu, and Renyuan, Zhang
- Subjects
Adult ,Male ,Skin Neoplasms ,Child, Preschool ,Dermatofibrosarcoma ,Humans ,Infant ,Female ,Child ,Immunohistochemistry - Abstract
To study the clinical, pathological and immunohistochemical features of giant cell fibroblastoma (GCF), with emphasis on its differential diagnosis and histogenesis.Seven cases of GCF were investigated by light microscopy and immunohistochemistry.Six cases occurred in children, and one occurred in a 35 year-old adult (mean 9.4 years). Five were male and two were female. Clinically, all cases appeared as slowly growing painless nodules located in the dermis or subcutis of the trunk and extremities. Microscopically, the poorly circumscribed tumor was composed of a proliferation of slightly to moderately atypical spindle cells which were arranged in parallel or wavy fascicles, and embedded in a fibromyxoid to collagenous background. The pathognomonic feature consisted of irregular distributed cleft-like or sinusoid-like pseudovascular spaces lined with a discontinuous layer of pleomorphic spindle cells and multinucleate giant cells. There was transition in shape between these two cells. Immunohistochemially, both cells expressed vimentin and CD34. Follow-up information in five cases showed local recurrences in two cases.(1) GCF is a distinctive fibroblastic tumor of intermediate malignancy that occurs predominantly in children. Recognizing its clinical and pathological characteristics is important to avoid misdiagnosis with other lesions with similar features. (2) GCF shared clinical, immunohistochemical and cytogenetic features with its adult counterpart-dermatofibrosarcoma protuberans (DFSP). The additional coexistence of GCF and DFSP areas in some primary cases and the reciprocal transformation in recurrent tumors all suggest that they are two closely related entities, possibly representing two members of the CD34 positive dendritic neoplasms.
- Published
- 2002
214. An analog VLSI implementation of one-class support vector machine for multiclass classification of highly dimensional vectors
- Author
-
Mineo Kaneko, Tadashi Shibata, and Renyuan Zhang
- Subjects
Very-large-scale integration ,Scheme (programming language) ,Basis (linear algebra) ,Computer science ,General Engineering ,General Physics and Astronomy ,Real image ,Chip ,Sample (graphics) ,Support vector machine ,Multiclass classification ,ComputingMethodologies_PATTERNRECOGNITION ,Computer engineering ,computer ,computer.programming_language - Abstract
A one-class support vector machine (OC-SVM) is implemented using an on-chip-trainable analog VLSI processor. The one-class classification of highly dimensional sample vectors can be solved with this analog processor. Since the OC-SVM learning mechanism is complicated, a special solution scheme for the learning operation is proposed on the basis of analog computational circuitries and a fully parallel architecture. In this manner, the built VLSI processor achieves a high learning speed and a compact chip area at the same time. By combining multiple OC-SVM processors, multiclass recognition can be implemented with an arbitrary number of classes. The proof-of-concept chip is fabricated for the recognition of 64-dimensional vectors representing real image patterns. Three OC-SVM processors are combined for three classes of samples, where all the on-chip learning operations are accomplished within 0.6 µs. From the measurement results, all the test patterns are correctly recognized or rejected by the recognition system built.
- Published
- 2014
- Full Text
- View/download PDF
215. Fully Parallel Self-Learning Analog Support Vector Machine Employing Compact Gaussian Generation Circuits
- Author
-
Tadashi Shibata and Renyuan Zhang
- Subjects
Physics and Astronomy (miscellaneous) ,Computer science ,Cycles per instruction ,Gaussian ,General Engineering ,General Physics and Astronomy ,Support vector machine ,Computer Science::Hardware Architecture ,symbols.namesake ,Statistical classification ,CMOS ,Dimension (vector space) ,Gaussian function ,symbols ,Algorithm ,Electronic circuit - Abstract
An analog support vector machine (SVM) processor employing a fully parallel self-learning circuitry was developed for the classification of highly dimensional patterns. To implement a highly dimensional Gaussian function, which is the most powerful kernel function in classification algorithms but computationally expensive, a compact analog Gaussian generation circuit was developed. By employing this proposed Gaussian generation circuit, a fully parallel self-learning processor based on an SVM algorithm was built for 64 dimension pattern classification. The chip real estate occupied by the processor is very small. The object images from two classes were converted into 64 dimension vectors using the algorithm developed in a previous work and fed into the processor. The learning process autonomously proceeded without any clock-based control and self-converged within a single clock cycle of the system (at 10 MHz). Some test object images were used to verify the learning performance. According to the circuit simulation results, it was shown that all the test images were classified into correct classes in real time. A proof-of-concept chip was designed in a 0.18 µm complementary metal–oxide–semiconductor (CMOS) technology, and the performance of the proposed SVM processor was confirmed from the measurement results of the fabricated chips.
- Published
- 2012
- Full Text
- View/download PDF
216. Photoluminescence modification in upconversion rare-earth fluoride nanocrystal array constructed photonic crystals
- Author
-
Yifeng Shi, Yonghui Deng, Fan Zhang, Dongyuan Zhao, and Renyuan Zhang
- Subjects
Materials science ,Photoluminescence ,business.industry ,Nanotechnology ,General Chemistry ,Colloidal crystal ,Photon upconversion ,Nanocrystal ,Phase (matter) ,Materials Chemistry ,Optoelectronics ,Photonics ,business ,Electronic band structure ,Photonic crystal - Abstract
In this work, we fabricated the upconversion inverse opals with hierarchical rare-earth fluoride arrays by inducing NaYF4:Yb3+/Er3+ nanocrystal self-assembly inside the voids of a self-organized PS template via the MIMIC method. We induced cubic phase α-NaYF4:Yb3+/Er3+ nanocrystals to assemble in polystyrene (PS) colloidal crystals. After removing the PS colloidal template, highly ordered 3D inverse opal photonic crystals (PCs) hierarchical arrays consisting of densely packed cubic or hexagonal NaYF4:Yb3+/Er3+ nanocrystals were obtained. The photonic band structure of the materials can be controlled in a way that modifies the upconversion (UC) photoluminescence by adjusting the macroporous diameter of the NaYF4 photonic crystals. It is found that the photonic stop band can modify the emission band in the spectral region where the overlap occurs, producing a depression in the emission band corresponding to the stop band position, while the photoluminescence lifetime of the Er3+ ions in the inverse opals is also increased.
- Published
- 2010
- Full Text
- View/download PDF
217. Synthesis of Mesoporous Silica/Reduced Graphene Oxide Sandwich-Like Sheets with Enlarged and "Funneling" Mesochannels.
- Author
-
Yupu Liu, Wei Li, Dengke Shen, Chun Wang, Xiaomin Li, Pal, Manas, Renyuan Zhang, Lei Chen, Chi Yao, Yong Wei, Yuhui Li, Yujuan Zhao, Hongwei Zhu, Wenxing Wang, El-Toni, Ahmed Mohamed, Fan Zhang, and Dongyuan Zhao
- Published
- 2015
- Full Text
- View/download PDF
218. A low breakdown-voltage charge pump based on Cockcroft-Walton structure.
- Author
-
Renyuan Zhang, Zhangcai Huang, and Yasuaki Inoue
- Published
- 2009
- Full Text
- View/download PDF
219. Photoluminescence modification in upconversion rare-earth fluoride nanocrystal array constructed photonic crystalsElectronic supplementary information (ESI) available: SEM and TEM images, and power dependence graphs. See DOI: 10.1039/c000379d.
- Author
-
Fan Zhang, Yonghui Deng, Yifeng Shi, Renyuan Zhang, and Dongyuan Zhao
- Abstract
In this work, we fabricated the upconversion inverse opals with hierarchical rare-earth fluoride arrays by inducing NaYF4:Yb3+/Er3+nanocrystal self-assembly inside the voids of a self-organized PS template viathe MIMIC method. We induced cubic phase α-NaYF4:Yb3+/Er3+nanocrystals to assemble in polystyrene (PS) colloidal crystals. After removing the PS colloidal template, highly ordered 3D inverse opal photonic crystals (PCs) hierarchical arrays consisting of densely packed cubic or hexagonal NaYF4:Yb3+/Er3+nanocrystals were obtained. The photonic band structure of the materials can be controlled in a way that modifies the upconversion (UC) photoluminescence by adjusting the macroporous diameter of the NaYF4photonic crystals. It is found that the photonic stop band can modify the emission band in the spectral region where the overlap occurs, producing a depression in the emission band corresponding to the stop band position, while the photoluminescence lifetime of the Er3+ions in the inverse opals is also increased. [ABSTRACT FROM AUTHOR]
- Published
- 2010
- Full Text
- View/download PDF
220. Macroporous oxide structures with short-range order and bright structural coloration: a replication from parrot feather barbs.
- Author
-
Lei Shi, Haiwei Yin, and Renyuan Zhang
- Abstract
Three-dimensional (3-D) macroporous structures with a short-range order of pore arrangements are of both scientific significance and consequent technological impact. Inspired by parrot feather barbs that display a bright blue structural color, artificial 3-D macroporous SiO2and TiO2structures were successfully fabricated by using the barbs as templates. Structural and optical characterization show that the fabricated structures are 3-D bi-continuous macroporous structures with short-range order and display bright structural colors. [ABSTRACT FROM AUTHOR]
- Published
- 2010
- Full Text
- View/download PDF
221. Plexiform Fibrohistiocytic Tumor Presenting in Children and Young Adults
- Author
-
Renyuan Zhang and Franz M. Enzinger
- Subjects
Adult ,Male ,Pathology ,medicine.medical_specialty ,Skin Neoplasms ,Adolescent ,Pathology and Forensic Medicine ,Metastasis ,Plexiform neurofibroma ,Cutaneous Fibrous Histiocytoma ,Humans ,Medicine ,Child ,Histiocyte ,Histiocytoma, Benign Fibrous ,business.industry ,Plexiform fibrohistiocytic tumor ,Fibromatosis ,medicine.disease ,Microscopy, Electron ,Giant cell ,Female ,Surgery ,Neoplasm Recurrence, Local ,Anatomy ,Differential diagnosis ,business ,Follow-Up Studies - Abstract
We report 65 cases of a hitherto undescribed neoplasm that occurs chiefly in children and young adults, and has morphologic features reminiscent of both a fibrous histiocytoma and fibromatosis. The median age of the 65 patients was 14.5 years; two-thirds (67.7%) of the patients were younger than 20 years. The lesion was more common in female patients (46 cases) than in male patients (19 cases). It usually presented as a slow-growing, poorly demarcated dermal or subcutaneous mass that rarely exceeded 3 cm in greatest diameter. Its most common location was the upper extremity (63.1%), especially the regions of shoulder and forearm. Under the microscope, the lesions were characterized by a multinodular or plexiform proliferation of histiocyte- and fibroblast-like cells associated with multinuclear giant cells. Differential diagnosis chiefly includes cutaneous fibrous histiocytoma, plexiform neurofibroma, fibromatosis, and benign and malignant giant cell tumor. Twenty of the 32 cases (62.5%) with follow-up information were alive and well after local excision, but the tumor recurred in 12 cases (37.5%). In two patients with recurrence, the disease metastasized to regional lymph nodes 9 and 36 months after the initial excision, respectively. Metastasis to the lung or other organs was not observed. We were unable to demonstrate a close correlation between biologic behavior and any specific clinical or morphologic parameter.
- Published
- 1988
- Full Text
- View/download PDF
222. Mesoporous Silica: An Efficient Nanoreactor for Liquid−Liquid Biphase Reactions.
- Author
-
Renyuan Zhang, Wei Ding, Bo Tu, and Dongyuan Zhao
- Published
- 2007
- Full Text
- View/download PDF
223. Targeted arsenite-loaded magnetic multifunctional nanoparticles for treatment of hepatocellular carcinoma.
- Author
-
Xiaoqin Chi, Renyuan Zhang, Tian Zhao, Xuanqing Gong, Ruixue Wei, Zhenyu Yin, Hongyu Lin, Dan Li, Hong Shan, and Jinhao Gao
- Subjects
- *
LIVER cancer , *MAGNETIC nanoparticles , *ARSENIC trioxide - Abstract
Arsenic trioxide (ATO), an FDA-approved drug for acute promyelocytic leukemia, also has great potential for treatment of solid tumors. Drug delivery powered by recent advances in nanotechnology has boosted the efficacy of many drugs, which is enlightening for applications of ATO in treating solid tumors. Herein, we reported arsenite-loaded multifunctional nanoparticles that are capable of pH-responsive ATO release for treating hepatocellular carcinoma (HCC) and real-time monitoring via magnetic resonance imaging. We fabricated these nanoparticles (designated as magnetic large-pore mesoporous silica nanoparticle (M-LPMSN)-NiAsOx) by loading nanoparticulate ATO prodrugs (NiAsOx) into the pores of large-pore mesoporous silica nanoparticles (LPMSNs) that contain magnetic iron oxide nanoparticles in the center. The surface of these nanodrugs was modified with a targeting ligand folic acid (FA) to further enhance the drug efficacy. Releasing profiles manifest the responsive discharging of arsenite in acidic environment. In vitro experiments with SMMC-7721 cells reveal that M-LPMSN-NiAsOx-FA nanodrugs have significantly higher cytotoxicity than traditional free ATO and induce more cell apoptosis. In vivo experiments with mice bearing H22 tumors further confirm the superior antitumor efficacy of M-LPMSN-NiAsOx-FA over traditional free ATO and demonstrate the outstanding imaging ability of M-LPMSN-NiAsOx-FA for real-time tumor monitoring. These targeted arsenite-loaded magnetic mesoporous silica nanoparticles integrating imaging and therapy hold great promise for treatment of HCC, indicating the auspicious potential of LPMSN-based nanoplatforms. [ABSTRACT FROM AUTHOR]
- Published
- 2019
- Full Text
- View/download PDF
224. Particle Swarm Optimization Combined with Q-learning of Experience Sharing Strategy
- Author
-
LUO Yixuan, LIU Jianhua, HU Renyuan, ZHANG Dongyang, BU Guannan
- Subjects
particle swarm optimization (pso) ,reinforcement learning ,experience sharing strategy ,q-table ,orthogonal experiment ,Electronic computers. Computer science ,QA75.5-76.95 - Abstract
Particle swarm optimization (PSO) has shortcomings such as easy to fall into local optimum, insufficient diversity and low precision. Recently, adopting the strategy of combining the reinforcement learning method like Q-learning to improve the PSO algorithm has become a new idea. However, this method has been proven to suffer the insufficient objectiveness of parameter selection and the limited strategy is not capable of coping with various situations. This paper proposes a Q-learning PSO with experience sharing (QLPSOES). The algorithm combines the PSO algorithm with the reinforcement learning method to construct a Q-table for each particle for dynamic selection of particle parameter settings. At the same time, an experience sharing strategy is designed, in which the particles share the “behavior experience” of the optimal particle through the Q-table. This method can accelerate the convergence of Q-table, enhance the learning ability between particles, and balance the global and local search ability of the algorithm. In addition, this paper uses orthogonal analysis experiments to find reinforcement learning methods for the selection of state, action parameters and reward functions in the PSO algorithm. The experiment is tested on the CEC2013 test function. The results show that the convergence speed and convergence accuracy of the QLPSOES algorithm are significantly improved compared with other algorithms, which verifies that the algorithm has better performance.
- Published
- 2022
- Full Text
- View/download PDF
Catalog
Discovery Service for Jio Institute Digital Library
For full access to our library's resources, please sign in.