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Research on Forest Fire Point Image Recognition of Agricultural and Forestry Satellites Based on the FRJLI algorithm 24

Research on Forest Fire Point Image Recognition of Agricultu...

引用

International Conference on Machine Intelligence and Digital Applications (MIDA)

作者： Meng, Qingying Cui, Jinxiang Zou, Jiahe Li, Jingyang Liu, Xin Zhu, Baoguo Qiu, Lei Yang, Xiaohe Cai, Lijun Gao, Xuedong Ma, Rui Huang, Chengliang Wang, Qiuju Acad Agr Sci Heilongjiang Harbin Peoples R China Heilongjiang Acad Agr Sci Postdoctoral Programme Harbin Peoples R China Heilongjiang Acad Key Lab Heilongjiang Soil Environm & Plant Nutrie Black Soil Conservat & Utilizat Harbin Peoples R China Acad Agr Sci Heilongjiang Jiamusi Branch Jiamusi Peoples R China Heilongjiang Inst Construct Technol Harbin Peoples R China

ISBN: (纸本)9798400718144

The rapid advancement of satellite remote sensing technology has made forest fire monitoring using satellite images an imperative research domain. This paper introduces a novel algorithm, FRJLI (Forest Recognition based on Joint Learning and Inference), designed to enhance the detection precision and speed of forest fire points through the recognition of forest and agricultural satellite images. Firstly, by analyzing the features of multi-band satellite images, the FRJLI algorithm integrates features using a joint learning mechanism, thereby strengthening the model's capacity to identify forest fire characteristics. Secondly, the algorithm incorporates an image segmentation-based inference module to boost the spatial resolution of fire point detection. Experimental findings demonstrate a significant improvement in both recognition accuracy and operational efficiency of the FRJLI algorithm compared to existing forest fire detection methods, particularly in challenging terrains and under cloudy conditions. This research not only furnishes effective technical backing for early forest fire warning systems but also pioneers new avenues in the application of deep learning to satellite imagery.

关键词： Satellite remote sensing forest fire image recognition joint learning algorithm development

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Beam mapping on the orbital Poincare sphere

Beam mapping on the orbital Poincare sphere

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22nd Congress of the International Commission for Optics - Light for the development of the World

作者： Alieva, Tatiana Camara, Alejandro Bastiaans, Martin J. Univ Complutense Madrid Fac Ciencias Fis Ciudad Univ S-N E-28040 Madrid Spain Eindhoven Univ Technol Dept Elect Engn NL-5600 MB Eindhoven Netherlands

ISBN: (纸本)9780819485854

Representation of two-dimensional optical signals on the orbital angular Poincare sphere is useful for beam analysis, synthesis and comparison. This mapping is based on the measurement of the second-order moments, which are widely used for beam characterization. It is well known that two second-order moments invariants allow dividing two-dimensional signals into two classes: isotropic and anisotropic. Using the modified Iwasawa decomposition of the ray transformation matrix and bringing the second-order moments matrix to its diagonalized form, we are able to associate the anisotropic signal with a certain point on the sphere. The latitude of this point describes the vorticity of the signal, while its longitude corresponds to the orientation of the beam's principal axes. Apart from that, the beam's scaling and its curvature can be defined. Before beam comparison, it is thus appropriate to perform first its normalization and mapping on the Poincare sphere. There are many very different beams associated with the same point and therefore this procedure makes sense for fine analysis of beams whose intensity distributions have similar forms. Moreover, every point on the sphere is associated with an orthonormal set of Hermite-Laguerre-Gaussian modes, which can be used for the corresponding beam decomposition that is important for its synthesis and analysis. The developed algorithm for the beam mapping is demonstrated on several examples.

关键词： Beam analyzers Poincaré sphere Optical spheres Beam propagation method Transformers algorithm development Phase modulation Phase shift keying Signal processing Technetium

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MINIMUM JERK TRAJECTORY PLANNING FOR ROBOTIC MANIPULATORS

MINIMUM JERK TRAJECTORY PLANNING FOR ROBOTIC MANIPULATORS

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CONF ON COOPERATIVE INTELLIGENT ROBOTICS IN SPACE

作者： KYRIAKOPOULOS, KJ SARIDIS, GN Rensselaer Polytechnic Institute (United States)

ISBN: (纸本)0819404543

It has been experimentally verified that the jerk of the desired trajectory adversely affects the perormance of the tracking control algorithms for robotic manipulators. In this paper we investigate the reasons behind this effect and state an optimization problem that minimizes joint jerk over a prespecified cartesian space trajectory. The necessary conditions are derived and a numerical algorithm is presented.

关键词： Robotics Space robots Numerical analysis Control systems Detection and tracking algorithms Intelligence systems Matrices Robotic systems algorithm development Free space

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MANIPULATOR TRAJECTORY CONTROL USING NEURAL NETWORKS - FROM APPLICATION TO THEORY AND BACK AGAIN

MANIPULATOR TRAJECTORY CONTROL USING NEURAL NETWORKS - FROM ...

引用

1st International Conference on Applications and Science of Artificial Neural Networks

作者： JIN, Y PIPE, AB WINFIELD, A UNIV W ENGLAND FAC ENGNINTELLIGENT AUTONOMOUS SYST LABBRISTOL BS16 1QYENGLAND

ISBN: (纸本)0819418455

In this paper we first briefly review neural networks and some previous results of their applications on manipulator trajectory control. Then we go into the main part of the paper, i.e., theoretical analysis of neuro-manipulator control systems. It consists of control structure designs, off-line/on-line learning algorithms, and system stability proof. Two control structures are presented, both having a stability guarantee. Simulation on a Puma 560 robot and an experiment on a Mentor robot are also presented to demonstrate how to use the theoretical results and to evaluate performance of the developed control structures.

关键词： Neural networks Evolutionary algorithms Control systems algorithms algorithm development Structural design Device simulation Intelligence systems Matrices Neurons

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VARIABILITY OF ULTRA-HIGH RANGE RESOLUTION RADAR PROFILES AND SOME IMPLICATIONS FOR TARGET RECOGNITION

VARIABILITY OF ULTRA-HIGH RANGE RESOLUTION RADAR PROFILES AN...

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CONF ON SIGNAL PROCESSING, SENSOR FUSION, AND TARGET RECOGNITION

作者： COHEN, MN Georgia Institute of Technology (United States)

ISBN: (纸本)0819408646

Radar-based noncooperative target recognition (NCTR) can be attempted based on various types of radar signatures. One natural choice for such a signature domain is that of ultra-high range resolution (UHRR) profiles. These profiles provide a one-dimensional `map' of the target scatterers in the range dimension (with respect to the radar line of sight). Research in this area has shown that this signature domain seems to hold much promise, but that there are concomitant challenges that arise in connection with its exploitation. Radar waveform development, algorithm selection and development, data generation, and algorithm training and testing are all areas that can present acute challenges. This paper focuses on the issues related to the extreme variability that one may expect in UHRR signatures of fixed-wing targets. The degree of variability is quantified and it is shown that this extreme variability contributes to challenges related to algorithm development, training, and testing.

关键词： Radar algorithm development Detection and tracking algorithms Target recognition Data modeling Solids Reflectors Sensors Synthetic aperture radar Weapons

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Satellite ocean remote sensing at NOAA/NESDIS

Satellite ocean remote sensing at NOAA/NESDIS

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Conference on Atmospheric and Environmental Remote Sensing Data Processing and Utilization

作者： Bayler, EJ NOAA NESDIS Ctr Satellite Applicat & Res Camp Springs MD 20746 USA

ISBN: (纸本)0819454869

Satellite oceanography within the Center for Satellite Applications and Research (STAR) in National Oceanic and Atmospheric Administrationis (NOAA) National Environmental Satellite, Data, and Information Service (NESDIS) focuses on observation retrievals and applications to address the NOAA missions of environmental assessment, prediction, and stewardship. Satellite oceanography within NOAA/NESDIS is an end-to-end process, addressing user requirements, sensor design support, observation retrieval research and development, calibration, applications and product research and development, the transition of research to operations, continuing product validation, and operational user support. The breadth of scientific investigation encompasses three functional areas: satellite ocean sensors, ocean dynamics/data assimilation, and marine ecosystems/climate. A cross-cutting science team from these functional areas has been established for each core subject: sea-surface temperature, sea-surface height, sea-surface roughness, ocean color, ocean surface winds, and sea ice. These science teams pursue the science and issues end to end within the core subject, with the primary objective being the transition of research to operations. Data fusion opportunities between science teams are also pursued. Each science team area addresses the common themes of calibration/validation, data assimilation, climate, and operational oceanography. Experimental and operational products, as well as user support, are provided to the user community via the NOAA OceanWatch/CoastWatch program.

关键词： Satellites Oceanography Remote sensing Climatology Data modeling algorithm development Environmental sensing Sensors Calibration Ocean optics

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PROBLEM OF DESIGN AND TESTING OF HIGH-CURRENT MEASURING TRANSDUCERS

PROBLEM OF DESIGN AND TESTING OF HIGH-CURRENT MEASURING TRAN...

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2nd International Symposium on Measurement Technology and Intelligent Instruments

作者： DMOCHOWSKI, Z BIALYSTOK TECH UNIV DEPT ELECT ENGNBIALYSTOKPOLAND

ISBN: (纸本)0819413844

The high-current measuring transformers are applied first of all in steelmaking and foundry arc furnaces. A block diagram of the OPTIMUM program and its exploitation characteristics are presented. Calculation examples are given. Design solutions of measuring transformers in the versions with air and resin insulation are discussed. The scope of acceptance tests of the measuring transformers based on the BN- 88/3027- 01 branch standard " High-current measuring transformers for furnaces. Requirements and testing " is revived. Typical outfit of test stations for testing measuring transformers as well as results of tests of High -current transformers are given. Specific problems related design, production and testing of linear transducers are discussed. Properties of bothtypes of transducers are compared under the angle of reliability, metrological properties, mass and overall dimensions, the scope of acceptance tests and the immunity to the influence of strong magnetic fields. It was established that high-current transformers are built up to a ratio 5OkA/5A(for furnaces with capacity of 50*10kg), while linear transducers can be also built for rated currents of 200kA (thus for furnaces of any rated capacity).

关键词： Transformers Transducers Magnetism Reliability Metrology Prototyping algorithm development Computer simulations Device simulation Product engineering

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A flexible architecture for Advanced Process Control solutions

A flexible architecture for Advanced Process Control solutio...

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Conference on Data Analysis and Modeling for Process Control II

作者： Faron, K Iourovitski, I Blue Control Technol Burlingame CA 94010 USA

ISBN: (纸本)0819457353

Advanced Process Control (APC) is now mainstream practice in the semiconductor manufacturing industry. Over the past decade and a half APC has evolved from a "good idea", and "wouldn't it be great" concept to mandatory manufacturing practice. APC developments have primarily dealt with two major thrusts, algorithms and infrastructure, and often the line between them has been blurred. The algorithms have evolved from very simple single variable solutions to sophisticated and cutting edge adaptive multivariable (input and output) solutions. Spending patterns in recent times have demanded that the economics of a comprehensive APC infrastructure be completely justified for any and all cost conscious manufacturers. There are studies suggesting integration costs as high as 60% of the total APC solution costs. Such cost prohibitive figures clearly diminish the return on APC investments. This has limited the acceptance and development of pure APC infrastructure solutions for many fabs. Modern APC solution architectures must satisfy the wide array of requirements from very manual R&D environments to very advanced and automated "lights out" manufacturing facilities. A majority of commercially available control solutions and most in house developed solutions lack important attributes of scalability, flexibility, and adaptability and hence require significant resources for integration, deployment, and maintenance. Many APC improvement efforts have been abandoned and delayed due to legacy systems and inadequate architectural design. Recent advancements (Service Oriented Architectures) in the software industry have delivered ideal technologies for delivering scalable, flexible, and reliable solutions that can seamlessly integrate into any fabs' existing system and business practices. In this publication we shall evaluate the various attributes of the architectures required by fabs and illustrate the benefits of a Service Oriented Architecture to satisfy these requirements. Blue Co

关键词： Manufacturing Computer architecture Control systems Process control Semiconductors Reliability Semiconductor manufacturing algorithm development Human-machine interfaces Logic

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VLSI CHIPS FOR VISION-BASED VEHICLE GUIDANCE 22

VLSI CHIPS FOR VISION-BASED VEHICLE GUIDANCE

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22nd AIPR Workshop on interdisciplinary Computer Vision: Applications and Changing Needs

作者： MASAKI, I MIT CAMBRIDGEMA 02139

ISBN: (纸本)0819413909

Sensor-based vehicle guidance systems are gathering rapidly increasing interest because of their potential for increasing safety, convenience, environmental friendliness, and traffic efficiency. Examples of applications include intelligent cruise control, lane following, collision warning, and collision avoidance. This paper reviews the research trends in vision-based vehicle guidance with an emphasis on VLSI chip implementations of the vision systems. As an example of VLSI chips for vision-based vehicle guidance, a stereo vision system is described in detail.

关键词： Cameras Roads Very large scale integration Sensors Visualization Reliability Image processing Intelligence systems algorithm development Control systems

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Fractal transformations of harmonic functions

Fractal transformations of harmonic functions

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Conference on Complexity and Nonlinear Dynamics

作者： Barnsley, Michael F. Freiberg, Uta Australian Natl Univ Dept Math GPO Box 4 Canberra ACT Australia

ISBN: (纸本)9780819465252

The theory of fractal homeomorphisms is applied to transform a Sierpinski triangle into what we call a Kigami triangle. The latter is such that the corresponding harmonic functions and the corresponding Laplacian Delta take a relatively simple form. This provides an alternative approach to recent results of Teplyaev. Using a second fractal homeomorphism we prove that the outer boundary of the Kigami triangle possesses a continuous first derivative at every point. This paper shows that IFS theory and the chaos game algorithm provide important tools for analysis on fractals.

关键词： Iterated function systems Fractal analysis Chaos Matrices algorithm development algorithms Probability theory Associative arrays Mathematics Nonlinear dynamics

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