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Instrumentation and procedures for validation of synthetic infrared image generation models

机译:用于验证合成红外图像生成模型的仪器和程序

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Abstract: Synthetic infrared image generation models are becoming more complex with the incorporation of radiation propagation, thermodynamic, environmental, energy matter interaction, and sensor models linked through ray tracers into CAD models of scenes. As these models evolve, it is becoming increasingly necessary and difficult to design validation experiments to determine how well the models work and where the limitations are. This paper describes an experimental approach to validation of the radiometric integrity of an end-to- end thermal infrared SIG model. The approach attempts to break down the overall SIG model into a set of submodels with measurable input and output parameters. A scene is then instrumented and imaged in a time lapse fashion over an extended period (e.g., 48 hours). This scene is also synthetically produced so that the actual and synthetic scenes can be compared. The experimental approach includes acquisition of meteorological data (air temperature, relative humidity, wind speed, cloud cover, precipitation type and rate, total isolation, diffuse isolation), object data (emissivity, absorptivity, thermal conductivity, specific heat, temperature), atmospheric data (transmission, path radiance) and image data (calibrated longwave infrared and midwave infrared images, as well as visible images). Error propagation models are used in conjunction with the experimental data to determine the source and relative importance of errors in the modeling process.!13
机译:摘要:随着辐射传播,热力学,环境,能量物质相互作用以及通过射线追踪器链接到场景的CAD模型中的传感器模型的结合,合成的红外图像生成模型变得越来越复杂。随着这些模型的发展,设计验证实验来确定模型的运行状况和局限性变得越来越必要和困难。本文介绍了一种用于验证端到端热红外SIG模型的辐射完整性的实验方法。该方法试图将整个SIG模型分解为具有可测量输入和输出参数的子模型集。然后在延长的时间段(例如48小时)内以时移方式对场景进行检测和成像。该场景也是合成生成的,因此可以比较实际场景和合成场景。实验方法包括获取气象数据(气温,相对湿度,风速,云量,降水类型和速率,总隔离度,弥散隔离度),对象数据(发射率,吸收率,热导率,比热,温度),大气数据(透射,路径辐射)和图像数据(校准的长波红外和中波红外图像以及可见图像)。误差传播模型与实验数据结合使用,以确定建模过程中误差的来源和相对重要性!13

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