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Journal articles on the topic 'Semi-continuous multifunctions'

Author: Grafiati
Published: 3 June 2025
Last updated: 7 July 2025

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1

AKDAĞ, Metin, and Fethullah EROL. "On Semi-Continuous and Semi-Irresolute Soft Multifunctions." International Journal of Mathematics Trends and Technology 19, no. 1 (2015): 74–79. http://dx.doi.org/10.14445/22315373/ijmtt-v19p510.

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2

Saritha, R., and N. Rajesh. "Almost semicontinuous multifunctions via ideals." Boletim da Sociedade Paranaense de Matemática 38, no. 2 (2018): 147–65. http://dx.doi.org/10.5269/bspm.v38i2.35754.

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3

Akdağ. "Upper And Lower Semi $I-$Continuous Multifunctions." Journal of Advanced Research in Pure Mathematics 6, no. 1 (2014): 78–88. http://dx.doi.org/10.5373/jarpm.1714.032213.

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4

S. E. Abbas, E. El-sanowsy, and A. Atef. "Fuzzy soft upper and lower semi-continuous multifunctions." ANNALS OF FUZZY MATHEMATICS AND INFORMATICS 17, no. 1 (2019): 1–15. http://dx.doi.org/10.30948/afmi.2019.17.1.1.

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5

Dizman, Tugba Han, Naime Tozlu, and Saziye Yuksel. "Upper and Lower Semi Strong Na Continuous Multifunctions." International Journal of Mathematics Trends and Technology 40, no. 2 (2016): 170–74. http://dx.doi.org/10.14445/22315373/ijmtt-v40p518.

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6

Hansell, R. W. "First class selectors for upper semi-continuous multifunctions." Journal of Functional Analysis 75, no. 2 (1987): 382–95. http://dx.doi.org/10.1016/0022-1236(87)90102-9.

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7

Alleche, Boualem, and Jean Calbrix. "Semi-continuous multifunctions and bases of countable order." Topology and its Applications 104, no. 1-3 (2000): 3–12. http://dx.doi.org/10.1016/s0166-8641(99)00015-2.

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8

Noiri, Takashi, and Valeriu Popa. "On m-I-Continuous Multifunctions." European Journal of Pure and Applied Mathematics 15, no. 1 (2022): 1–14. http://dx.doi.org/10.29020/nybg.ejpam.v15i1.4207.

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Let mIO(X) be the family of ⋆-open (resp. α-I-open, pre-I-open, semi-I-open, β-I-open, etc.) sets in an ideal topological space (X, τ, I). By using mIO(X), we introduce and investigate the notions of an m-I-continuous multifunction F : (X, τ, I) → (Y, σ) and mi⋆ -continuous multifunction F : (X, τ, I) → (Y, σ, J). The notion of mi⋆ -continuity is a generalization of m-I-continuity and i⋆-continuity [9].
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9

Taha, I. M. "On upper and lower generalized semi-continuous fuzzy multifunctions." Journal of Mathematics and Computer Science 25, no. 03 (2021): 251–58. http://dx.doi.org/10.22436/jmcs.025.03.04.

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10

Papadopoulos, Basil K. "A topological lattice on the set of multifunctions." International Journal of Mathematics and Mathematical Sciences 12, no. 4 (1989): 665–68. http://dx.doi.org/10.1155/s0161171289000815.

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Let X be a Wilker space and M(X,Y) the set of continuous multifunctions from X to a topological space Y equipped with the compact-open topology. Assuming that M(X,Y) is equipped with the partial order⊂we prove that(M(X,Y),⊂)is a topological V-semilattice. We also prove that if X is a Wilker normal space and U(X,Y) is the set of point-closed upper semi-continuous multifunctlons equipped with the compact-open topology, then(U(X,Y),⊂)is a topological lattice.
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11

Chou, C. C., L. R. Huang, and K. F. Ng. "On closed graph and implicit function theorems for multifunctions." Journal of the Australian Mathematical Society. Series A. Pure Mathematics and Statistics 61, no. 1 (1996): 129–42. http://dx.doi.org/10.1017/s1446788700000124.

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AbstractWe give several general implicit function and closed graph theorems for ser-valued functions. Let Z be a normed space, X, Y metric spaces with X complete. Let f: X ⇉ Z, F: X × Y ⇉ Z be multifunctions with z0 ∈ f(x0) ∩ F(x0, y0) such that f is open at (x0, y0) and f ‘approximates’ F in an appropriate sense. Suppose that f−1(z) is closed, F(x, y) is compact for each x, y and z and suppose that F(x0, ·) is lower semi-continuous at y0. Then F(·, y) is of closed graph ‘locally’, is open at x0, and there exists a function x(·) with x(y) → x0 for y → y0 such that z0 ∈ F(x(y), (y)) for all y near y0. A more general form dealing with the non-linear rate situation is also established.
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12

Psyk, Stanislaw. "Quasi-continuity with respect to semi-regularisation topology." Bulletin of the Australian Mathematical Society 37, no. 3 (1988): 423–28. http://dx.doi.org/10.1017/s0004972700027040.

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This paper gives some sufficient conditions under which upper, lower or both upper and lower quasi-continuity of multifunction in the process of semi-regularisation of a topological space are preserved. Analogous results for continuous maps are true.
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13

Ghalia, Samia, and Doria Affane. "On the Attainable Set of Iterative Differential Inclusions." Mathematica Slovaca 73, no. 6 (2023): 1479–98. http://dx.doi.org/10.1515/ms-2023-0107.

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ABSTRACT In this paper, we consider a first-order iterative differential inclusion. We study the existence of solutions and some topological proprieties of the attainable set, where the right hand side is an upper semi-continuous multifunction with convex values. Then, we treat the autonomous problem under assumptions that do not require the convexity of the values and that weaken the assumption on the upper semi-continuity.
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14

Qu, Chunchun, Wenxiu Sun, Daiwei Hu, et al. "Semi-embedded flexible multifunctional sensor for on-site continuous monitoring of plant microclimate." Computers and Electronics in Agriculture 216 (January 2024): 108521. http://dx.doi.org/10.1016/j.compag.2023.108521.

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15

Chen, Wen Hui, Xin Xi Meng, and Xiao Min Liu. "Semi-Physical Simulation System for FMCW Radar." Applied Mechanics and Materials 135-136 (October 2011): 886–92. http://dx.doi.org/10.4028/www.scientific.net/amm.135-136.886.

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In order to process and analyze the signal of frequency modulated continuous wave (FMCW) radar, a radar semi-physical simulation(RSPS) system based on STM32F103VE6 chip is designed in this paper. By designing the hardware and software of system, the RSPS system can process the radar signal, detect the target, verify the data process algorithm and display the result on TFT-LCD screen. In addition, the collected data can be uploaded to PC by RS-232 interfaces which improves the reliability, stability and practicability of system. The waveform and spectrum maps are utilized to show the feasibility of RSPS system in analysing FMCW radar signal. Experimental results show that this system has many advantages, such as multifunction, low power consumption and low cost.
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16

Karalis, George, Lampros Koutsotolis, Angelos Voudouris Itksaras, et al. "Cross-Scale Industrial Manufacturing of Multifunctional Glass Fiber/Epoxy Composite Tubes via a Purposely Modified Filament Winding Production Line." Polymers 16, no. 12 (2024): 1754. http://dx.doi.org/10.3390/polym16121754.

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In the present research work is demonstrated a cross-scale manufacturing approach for the production of multifunctional glass fiber reinforced polymer (GFRP) composite tubes with a purposely redesigned filament winding process. Up until now, limited studies have been reported towards the multiscale reinforcement direction of continuous fibers for the manufacturing of hierarchical composites at the industrial level. This study involved the development of two different multi-walled carbon nanotube (MWCNT) aqueous-based inks, which were employed for the modification of commercial glass fiber (GF) reinforcing tows via a bath coating unit in a pilot production line. The obtained multifunctional GFRP tubes presented a variety of characteristics in relation to their final mechanical, hydrothermal aging, electrical, thermal and thermoelectric properties. Results revealed that the two individual systems exhibited pronounced differences both in crushing behavior and durability performance. Interestingly, for lateral compression the MWCNT coatings comprising a polymeric dispersant minorly affected the mechanical response of the produced tubes. The crashworthiness indicators of the multifunctional tubes displayed a slight 5% variation to the respective reference values, combined with a more ductile behavior. Moreover, regarding the bulk electrical and thermal conductivity values, as well as the Seebeck coefficient factor, the corresponding tubes displayed a variance of 233% and 19% and an opposite semi-conducting sign denoting a p- and n-type character, respectively.
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17

Marakhovsky, P. S., N. V. Antyufeeva, and V. A. Bolshakov. "Modeling of changes in the gelation time of polymer composite materials based on kinetic analysis of the parameters of the curing reaction of oligomeric systems." Plasticheskie massy, no. 1 (March 13, 2025): 42–46. https://doi.org/10.35164/0554-2901-2025-01-42-46.

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For a number of years, there has been a continuous increase in the use of polymer composite materials (PCM) in products of aviation and space technology. Modern multifunctional thermoanalytical complexes equipped with computer technology are essentially mobile laboratories. They are able to solve a wide variety of materials science and technological problems, both in applied scientific research and in quality control of products supplied to manufacturing enterprises. Using the example of experimental data obtained during the study of the curing processes of thermosetting semi–finished products (prepregs) of polymer composite materials (PCM), the methodological capabilities of modern devices for thermal analysis - differential scanning calorimetry (DSC), thermogravimetric analysis (TGA) and thermomechanical analysis (TMA) are shown, allowing to investigate and predict changes in the technological properties of prepregs in a wide range temperatures.
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18

Dal Pont, Kevin, Anatoli Serghei, and Eliane Espuche. "Multifunctional Pd-Based Nanocomposites with Designed Structure from In Situ Growth of Pd Nanoparticles and Polyether Block Amide Copolymer." Polymers 13, no. 9 (2021): 1477. http://dx.doi.org/10.3390/polym13091477.

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Nanocomposites containing palladium nanoparticles were synthesized by in situ generation route from palladium acetate and a polyether block amide matrix with the aim to obtain materials with specific nanoparticle location and function properties. The chosen Pebax matrix was composed of a continuous soft phase containing dispersed semi-crystalline rigid domains. Nanocomposite films with Pd amount up to 30 wt% (corresponding to 3.5 vol%) were directly prepared from the palladium precursor and the copolymer matrix through a solvent cast process. The microstructure of the films was investigated by microcalorimetry, X-ray diffraction analyses and transmission electron microscopy. The nanocomposites’ function properties in terms of electrical conductivity and interaction towards hydrogen were studied as a function of the palladium content. It was shown that the spherical crystalline Pd nanoparticles that were in situ formed were located in the continuous soft phase of the copolymer matrix. They did not induce modification of Pebax microstructure and chain mobility. The specific location of the metal nanoparticles within the copolymer matrix associated with their low size allowed obtaining conductive materials for Pd amount equal to 3.5 vol%. Moreover, the affinity towards hydrogen evidenced from hydrogen permeation experiments made this nanocomposite series promising for further development in sensing applications.
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19

Decker, Ricardo, Benjamin Arnold, Rainer Wallasch, et al. "In-Line Integration of Sensors in Thermoplastic Composite Structures Using Novel Continuous Orbital Winding Technology." Key Engineering Materials 742 (July 2017): 490–97. http://dx.doi.org/10.4028/www.scientific.net/kem.742.490.

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Currently there is a great demand for energy and resource efficient and also function integrating manufacturing processes. Therefore, suitable technologies and corresponding foundational researches are being pursued in the federal cluster of excellence “MERGE Technologies for Multifunctional Lightweight Structures” at the Technische Universität Chemnitz. A part of this project is the development of the continuous orbital winding (COW) technology including the goal of a large-scale process used for special fiber-reinforced thermoplastic semi-finished products. This method is an inverted winding process. The winding core needs to perform only the feed motion. Furthermore, this allows synchronization to upstream and downstream process chains.Due to the modular structure of the machine concept, it is possible to integrate a sensor system during production without interrupting the process. For this purpose, a textile carrier tape with integrated electrically conductive fibers and applied sensors is embedded. Various silicon sensors, e.g. acceleration, pressure or stress sensors are applied by micro-injection molding. A so-called “interposer” is used as an electrically adapter between the microstructures of the sensor system and the mesostructures of the textile.In this article, basic investigations for the continuous processing of semi-finished thermoplastic structures and the integration of sensors are presented. It is intended to determine the bonding properties, possible structural thickening by the sensors and the resistance of the sensor systems and its electronic components to the process conditions.In summary, investigations are carried out to determine the parameters of the machine system as well as to determine the optimum processing conditions for the application of additional elements.
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20

Huang, Huilan, Feng Guo, Xintao Li, Peng Xia, Li Yang, and Chuanbo Hu. "Preparation and Corrosion Resistance of Superhydrophobic Coatings on 7005 Aluminum Alloy." Coatings 14, no. 4 (2024): 499. http://dx.doi.org/10.3390/coatings14040499.

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Composite coatings on the surface of a semi-continuous cast 7005 aluminum alloy under different aging treatments (T6, RRA, and FSA) are presented and characterized in this research. SiO2 combined with stearic acid (STA) modified by KH550 was utilized to achieve multifunctional superhydrophobic coatings. Adhesive tape adhesion, blade scratch, and mechanical wear tests were utilized to assess the durability of the superhydrophobic coatings. The results showed that the prepared coatings exhibited excellent superhydrophobicity, self-cleaning ability, and mechanical properties, especially the T6 temper alloy. This alloy had the largest CA value (156.5°) and the lowest SA value (4.3°). The composite coatings still exhibited excellent superhydrophobicity under mechanical damage. Furthermore, the alloys with STA/SiO2 displayed marvelous corrosion resistance efficiency. The T6 temper alloy with a protection rate of 73.8% had an approximately one-order-of-magnitude decrement in carrion current density. The composite coating can be effectively utilized in various industrial fields, thus extending its potential impact.
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21

KROLL, Lothar, Adam CZECH, and Rainer WALLASCH. "MANUFACTURING AND QUALITY ASSURANCE OF LIGHTWEIGHT PARTS IN MASS PRODUCTION." Journal of Machine Engineering 18, no. 3 (2018): 42–56. http://dx.doi.org/10.5604/01.3001.0012.4606.

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Production-related preliminary damage and residual stresses have significant effects on the functions and the damage development in fiber composite components. For this reason, it is important, especially for the safety-relevant components, to check each item. This task becomes a challenge in the context of serial production, with its growing importance in the field of lightweight components. The demand for continuous-reinforced thermoplastic composites increases in various industrial areas. According to this, an innovative Continuous Orbital Winding (COW) process was carried out within the framework of the Federal Cluster of Excellence EXC 1075 “MERGE Technologies for Multifunctional Lightweight Structures”. COW is aiming for mass-production-suited processing of special semi-finished fiber reinforced thermoplastic materials. This resource-efficient and function-integrated manufacturing process contains a combination of thermoplastic tape-winding with automated thermoplastic tape-laying technology. The process has a modular concept, which allows implementing other special applications and technologies, e.g. integration of different sensor types and high-speed automated quality inspection. The results show how to control quality and improve the stability of the COW process for large-scale production. This was realized by developing concepts of a fully integrated quality-testing unit for automatic damage assessment of composite structures. For this purpose, the components produced in the COW method have been examined for imperfections. This was performed based on obtained results of non-destructive or destructive materials testing.
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22

Wallasch, Rainer, and Ramon Tirschmann. "Continuous Winding Technology for Specific Closed Structural Components." Materials Science Forum 825-826 (July 2015): 687–94. http://dx.doi.org/10.4028/www.scientific.net/msf.825-826.687.

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Since energy resources are limited, there is a strong need for efficient technologies, which are suitable for large scale production. Therefore, an innovative Continuous Orbital Winding Technology was developed within the Federal Cluster of Excellence EXC 1075 “MERGE Technologies for Multifunctional Lightweight Structures” at TU Chemnitz. This continuous orbital winding (COW) technology is aiming for mass-production-suited processing of special semi-finished fiber reinforced thermoplastic materials. The new process chain and modular concept allows the implementation of other technologies and special applications, e.g. sensor integration. The COW process is a combination of thermoplastic tape winding and automated thermoplastic tape laying technology.The technological aim is to produce structural components with variable closed cross sections having rotationally symmetric and asymmetric sections. In addition, the machine concept is specifically designed to realize flexible layer constructions. The experimental part geometry was determined and it is intended to carry out pilot studies in order to validate the functionality.The key challenge is the desired processing speed for mass production. Therefore, an exemplary cross-section contour has been derived and used for the realization of the demonstrative concept. In this special concept the number of discontinuous moved assembly units was reduced. Furthermore, the appropriate and effective drive system was dimensioned by using inverse kinematics.For the fundamental experiments unidirectional fiber reinforced thermoplastic tapes are used. These investigations imply the level of consolidation in critical areas. The achievable maximum processing speed is of prime importance. These results will be used for further optimizations and specifications.
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23

Sharma, Shubham, P. Sudhakara, Abdoulhdi A. Borhana Omran, Jujhar Singh, and R. A. Ilyas. "Recent Trends and Developments in Conducting Polymer Nanocomposites for Multifunctional Applications." Polymers 13, no. 17 (2021): 2898. http://dx.doi.org/10.3390/polym13172898.

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Electrically-conducting polymers (CPs) were first developed as a revolutionary class of organic compounds that possess optical and electrical properties comparable to that of metals as well as inorganic semiconductors and display the commendable properties correlated with traditional polymers, like the ease of manufacture along with resilience in processing. Polymer nanocomposites are designed and manufactured to ensure excellent promising properties for anti-static (electrically conducting), anti-corrosion, actuators, sensors, shape memory alloys, biomedical, flexible electronics, solar cells, fuel cells, supercapacitors, LEDs, and adhesive applications with desired-appealing and cost-effective, functional surface coatings. The distinctive properties of nanocomposite materials involve significantly improved mechanical characteristics, barrier-properties, weight-reduction, and increased, long-lasting performance in terms of heat, wear, and scratch-resistant. Constraint in availability of power due to continuous depletion in the reservoirs of fossil fuels has affected the performance and functioning of electronic and energy storage appliances. For such reasons, efforts to modify the performance of such appliances are under way through blending design engineering with organic electronics. Unlike conventional inorganic semiconductors, organic electronic materials are developed from conducting polymers (CPs), dyes and charge transfer complexes. However, the conductive polymers are perhaps more bio-compatible rather than conventional metals or semi-conductive materials. Such characteristics make it more fascinating for bio-engineering investigators to conduct research on polymers possessing antistatic properties for various applications. An extensive overview of different techniques of synthesis and the applications of polymer bio-nanocomposites in various fields of sensors, actuators, shape memory polymers, flexible electronics, optical limiting, electrical properties (batteries, solar cells, fuel cells, supercapacitors, LEDs), corrosion-protection and biomedical application are well-summarized from the findings all across the world in more than 150 references, exclusively from the past four years. This paper also presents recent advancements in composites of rare-earth oxides based on conducting polymer composites. Across a variety of biological and medical applications, the fact that numerous tissues were receptive to electric fields and stimuli made CPs more enticing.
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24

Smirnov, Oleksii, Anatoliy Narivskiy, Yevgen Smyrnov, Aleksei Verzilov, Anastasiia Semenko, and Maksym Goryuk. "Development of a Two-Chamber MHD Tundish for Metal Ca." Science and Innovation 17, no. 4 (2021): 19–24. http://dx.doi.org/10.15407/scine17.04.019.

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Introduction. The multifunctional magnetodynamic tundish prototype is the first world magnetodynamic mixer and batcher for steel, which has a capacity of up to 10 tons of melt and an inductor electric power of 600 kW. Ithas been successfully introduced into industry. Further works aim at adapting this device to continuous casting, in particular at obtaining semi-continuous cast billets at metallurgical micro-plants.Problem Statement. Today, the study of the effect of electromagnetic field on melt stirring and removal of non-metallics in the inlet chamber of MD-T is an urgent task.Purpose. The purpose of this research is to substantiate and to create MD-T as a two-chamber aggregate additionally equipped with a few electromagnetic & MHD devices for different purposes, to be used at metallurgical micro-mills.Materials and Methods. Physical modelling has been applied for studying liquid metal stirring under the action of electromagnetic field and the removal of non-metallics.Results. The behavior of the liquid jet falling from the ladle into the centrifugal chamber has been studied. The influence of the rational liquid level in the centrifugal chamber, which is exposed to the direct action of the electromagnetic field, has been estimated. It has been established that the effect of rotation of the total liquid volumehas been achieved at the height of application of electromagnetic field, which is 0.2—0.3 of the total fill height. Increasing the height of the application of a magnetic field leads to the capture of the upper layers of the liquid.Conclusions. There have been proposed a new design of magnetodynamic tundish (MD-T) for continuous casting of steel. The use of tundish with a rotational motion of the flow may significantly reduce the number of large oxide inclusions (larger than 10 µm) in steel. The device has been successfully tested and its application will improve the quality of cast billets, extend the functionality of equipment and technologies, and enable the realization of modern high-efficiency processes of continuous casting.
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25

Kalashnikov, G. V., and E. V. Litvinov. "Prospects of improving technologies for apple raw materials processing." Proceedings of the Voronezh State University of Engineering Technologies 84, no. 1 (2022): 86–92. http://dx.doi.org/10.20914/2310-1202-2022-1-86-92.

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A resource-saving technology for processing apples, including the main production of finished dried products in the form of dried apples, apple chips, apple semi-finished products and additional production based on secondary raw materials recovery from the main production, were proposed in the work. The possibility of using of secondary raw materials from the apples industrial processing to obtain natural products that allows to make the main manufacture of dried apple products as efficient as possible was studied by the authors. The main directions of apples and secondary apple raw materials processing were considered in the work. The technological scheme of the line for apples and their wastes processing based on dehydration and moisture-thermal processing of components, taking into account the specifics of the production of dried fruits, chips and their semi-finished products, was proposed in the course of this study. The main production line for the manufacture of dried apples, apple chips and apple semi-finished products was designed. The resource-saving technological scheme of the dried apple and apple chips production line includes a washing machine, an inspection conveyor, a calibrator, a machine for seeds removing and a device for cutting fruits into chips, a sulfitator, a combined continuous toroidal apparatus for wet-heat treatment, divided into sections for raw materials heating, convective drying , preliminary hydrothermal treatment between sections of microwave drying and dried product cooling and a filling and packaging machine. Taking into account the type of raw materials, a set of equipment from a drum machine with a washing unit and a multifunctional plant with raw materials crushing and seeds separation was provided in the line. The recirculation circuit, the feedstock heating, the steam and condensate used after drying in a closed circuit were used to create an energy-saving technology for the finished product manufacturing. The line consists of modular blocks and is reconfigured depending on the type of dried apples or apple chips obtained based on the developed resource-saving scheme and combined convective microwave drying of raw materials.
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Ottoboni, Giovanni, Fabio La Porta, Roberto Piperno, et al. "A Multifunctional Adaptive and Interactive AI system to support people living with stroke, acquired brain or spinal cord injuries: A study protocol." PLOS ONE 17, no. 4 (2022): e0266702. http://dx.doi.org/10.1371/journal.pone.0266702.

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Background Acquired brain injury and spinal cord injury are leading causes of severe motor disabilities impacting a person’s autonomy and social life. Enhancing neurological recovery driven by neurogenesis and neuronal plasticity could represent future solutions; however, at present, recovery of activities employing assistive technologies integrating artificial intelligence is worthy of examining. MAIA (Multifunctional, adaptive, and interactive AI system for Acting in multiple contexts) is a human-centered AI aiming to allow end-users to control assistive devices naturally and efficiently by using continuous bidirectional exchanges among multiple sensorimotor information. Methods Aimed at exploring the acceptability of MAIA, semi-structured interviews (both individual interviews and focus groups) are used to prompt possible end-users (both patients and caregivers) to express their opinions about expected functionalities, outfits, and the services that MAIA should embed, once developed, to fit end-users needs. Discussion End-user indications are expected to interest MAIA technical, health-related, and setting components. Moreover, psycho-social issues are expected to align with the technology acceptance model. In particular, they are likely to involve intrinsic motivational and extrinsic social aspects, aspects concerning the usefulness of the MAIA system, and the related ease to use. At last, we expect individual factors to impact MAIA: gender, fragility levels, psychological aspects involved in the mental representation of body image, personal endurance, and tolerance toward AT-related burden might be the aspects end-users rise in evaluating the MAIA project.
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27

R., Dhavaseelan, Jafari S., Rajesh N., and Smarandache Florentin. "Neutrosophic Semi-Continuous Multifunctions." April 30, 2018. https://doi.org/10.5281/zenodo.1237938.

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28

"On 𝛕∗-generalized semi continuous multifunctions in topological spaces". Journal of Mathematical and Computational Science, 2021. http://dx.doi.org/10.28919/jmcs/5610.

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29

Wu, Jiaojiao, Yuwei Xia, Xuechun Wang, et al. "uRP: An integrated research platform for one-stop analysis of medical images." Frontiers in Radiology 3 (April 18, 2023). http://dx.doi.org/10.3389/fradi.2023.1153784.

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IntroductionMedical image analysis is of tremendous importance in serving clinical diagnosis, treatment planning, as well as prognosis assessment. However, the image analysis process usually involves multiple modality-specific software and relies on rigorous manual operations, which is time-consuming and potentially low reproducible.MethodsWe present an integrated platform - uAI Research Portal (uRP), to achieve one-stop analyses of multimodal images such as CT, MRI, and PET for clinical research applications. The proposed uRP adopts a modularized architecture to be multifunctional, extensible, and customizable.Results and DiscussionThe uRP shows 3 advantages, as it 1) spans a wealth of algorithms for image processing including semi-automatic delineation, automatic segmentation, registration, classification, quantitative analysis, and image visualization, to realize a one-stop analytic pipeline, 2) integrates a variety of functional modules, which can be directly applied, combined, or customized for specific application domains, such as brain, pneumonia, and knee joint analyses, 3) enables full-stack analysis of one disease, including diagnosis, treatment planning, and prognosis assessment, as well as full-spectrum coverage for multiple disease applications. With the continuous development and inclusion of advanced algorithms, we expect this platform to largely simplify the clinical scientific research process and promote more and better discoveries.
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