183 results on '"Di, K."'
Search Results
2. Surface characteristics of the Zhurong Mars rover traverse at Utopia Planitia
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Ding, L., Zhou, R., Yu, T., Gao, H., Yang, H., Li, J., Yuan, Y., Liu, C., Wang, J., Zhao, Y.-Y. S., Wang, Z., Wang, Xiyu, Bao, G., Deng, Z., Huang, L., Li, N., Cui, X., He, X., Jia, Y., Yuan, B., Liu, G., Zhang, H., Zhao, R., Zhang, Z., Cheng, Z., Wu, F., Xu, Q., Lu, H., Richter, L., Liu, Z., Niu, F., Qi, H., Li, S., Feng, W., Yang, C., Chen, B., Dang, Z., Zhang, M., Li, L., Wang, Xiaoxue, Huang, Z., Zhang, J., Xing, H., Wang, G., Niu, L., Xu, P., Wan, W., and Di, K.
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- 2022
- Full Text
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3. A Facile Synthesis of Nano Gold Doped TiO2 and Its Photocatalytic Activity toward Citric Acid
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Song, Y. Z., Heng, H. D., Di, K. Z., Feng, Z. P., Xia, G. P., Zhao, X. J., and Shi, Y. S.
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- 2021
- Full Text
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4. Lunar regolith thickness deduced from concentric craters in the CE-5 landing area
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Yue, Z., Di, K., Liu, Z., Michael, G., Jia, M., Xin, X., Liu, B., Peng, M., and Liu, J.
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- 2019
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5. Quantitative analysis of the morphology of martian gullies and insights into their formation
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Yue, Z., Hu, W., Liu, B., Liu, Y., Sun, X., Zhao, Q., and Di, K.
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- 2014
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6. UAV images and deep-learning algorithms for detecting flavescence doree disease in grapevine orchards
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Musci, M. A., Persello, C., Lingua, A. M., Paparoditis, N., Mallet, C., Lafarge, F., Jiang, J., Shaker, A., Zhang, H., Liang, X., Osmanoglu, B., Soergel, U., Honkavaara, E., Scaioni, M., Zhang, J., Peled, A., Wu, L., Li, R., Yoshimura, M., Di, K., Altan, O., Abdulmuttalib, H.M., Faruque, F.S., Department of Earth Observation Science, UT-I-ITC-ACQUAL, and Faculty of Geo-Information Science and Earth Observation
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lcsh:Applied optics. Photonics ,Deep-Learning ,Computer science ,Faster R-CNN ,Precision viticulture ,Unmanned Aerial Vehicle (UAV) ,Flavescence dorée grapevine disease ,Object Detection ,lcsh:Technology ,01 natural sciences ,Crop ,lcsh:T ,business.industry ,Deep learning ,010401 analytical chemistry ,lcsh:TA1501-1820 ,04 agricultural and veterinary sciences ,Object detection ,0104 chemical sciences ,Random forest ,lcsh:TA1-2040 ,Test set ,040103 agronomy & agriculture ,0401 agriculture, forestry, and fisheries ,Flavescence dorée ,Artificial intelligence ,lcsh:Engineering (General). Civil engineering (General) ,business ,Algorithm ,Classifier (UML) - Abstract
One of the major challenges in precision viticulture in Europe is the detection and mapping of flavescence dorée (FD) grapevine disease to monitor and contain its spread. The lack of effective cures and the need for sustainable preventive measures are nowadays crucial issues. Insecticides and the plants uprooting are commonly employed to withhold disease infection, even if these solutions imply serious economic consequences and a strong environmental impact. The development of a rapid strategy to identify the disease is required to cover large portions of the crop and thus to limit damages in a time-effective way. This paper investigates the use of Unmanned Aerial Vehicles (UAVs), a cost-effective approach to early detection of diseased areas. We address this task with an object detection deep network, Faster R-CNN, instead of a traditional pixel-wise classifier. This work tests Faster R-CNN performance on this specific application through a comparative analysis with a pixel-wise classification algorithm (Random Forest). To take advantage of the full image resolution, the experimental analysis is performed using the original UAV imagery acquired in real conditions (instead of the derived orthomosaic). The first result of this paper is the definition of a new dataset for FD disease identification by UAV original imagery at the canopy scale. Moreover, we demonstrate the feasibility of applying Faster-R-CNN as a quasi-real-time alternative solution to semantic segmentation. The trained Faster-R-CNN achieved an average precision of 82% on the test set.
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- 2020
7. DYNAMIC TIME WARPING FOR CROPS MAPPING
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Belgiu, M., Zhou, Y., Marshall, M., Stein, A., Paparoditis, N., Mallet, C., Lafarge, F., Jiang, J., Shaker, A., Zhang, H., Liang, X., Osmanoglu, B., Soergel, U., Honkavaara, E., Scaioni, M., Zhang, J., Peled, A., Wu, L., Li, R., Yoshimura, M., Di, K., Altan, O., Abdulmuttalib, H.M., Faruque, F.S., Department of Earth Observation Science, UT-I-ITC-ACQUAL, Faculty of Geo-Information Science and Earth Observation, Department of Natural Resources, and UT-I-ITC-FORAGES
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lcsh:Applied optics. Photonics ,Dynamic time warping ,010504 meteorology & atmospheric sciences ,business.industry ,lcsh:T ,0211 other engineering and technologies ,lcsh:TA1501-1820 ,Pattern recognition ,02 engineering and technology ,Derivative ,01 natural sciences ,lcsh:Technology ,Similarity (network science) ,Duration (music) ,lcsh:TA1-2040 ,Satellite Image Time Series ,Artificial intelligence ,business ,lcsh:Engineering (General). Civil engineering (General) ,021101 geological & geomatics engineering ,0105 earth and related environmental sciences ,Mathematics - Abstract
Dynamic Time Warping (DTW) has been successfully used for crops mapping due to its capability to achieve good classification results when a reduced number of training samples and irregular satellite image time series is available. Despite its recognized advantages, DTW does not account for the duration and seasonality of crops and local differences when assessing the similarity between two temporal sequences. In this study, we implemented a Weighted Derivative modification of DTW (WDDTW) and compared it with DTW and Time Weighted Dynamic Time Warping (TWDTW) for crops mapping. We show that WDDTW outperformed DTW achieving an overall accuracy of 67 %, whereas DTW obtained an accuracy of 57%. Yet, TWDTW performed better than both methods obtaining an accuracy of 88%.
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- 2020
8. UNDERSTANDING OF CROP LODGING INDUCED CHANGES IN SCATTERING MECHANISMS USING RADARSAT-2 AND SENTINEL-1 DERIVED METRICS
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Chauhan, S., Darvishzadeh, R., Boschetti, Mirco, Nelson, A.D., Paparoditis, N., Mallet, C., Lafarge, F., Jiang, J., Shaker, A., Zhang, H., Liang, X., Osmanoglu, B., Soergel, U., Honkavaara, E., Scaioni, M., Zhang, J., Peled, A., Wu, L., Li, R., Yoshimura, M., Di, K., Altan, O., Abdulmuttalib, H.M., Faruque, F.S., Department of Natural Resources, UT-I-ITC-FORAGES, and Faculty of Geo-Information Science and Earth Observation
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Synthetic aperture radar ,lcsh:Applied optics. Photonics ,010504 meteorology & atmospheric sciences ,0211 other engineering and technologies ,RADARSAT-2 ,02 engineering and technology ,Agricultural engineering ,01 natural sciences ,lcsh:Technology ,Crop ,H/alpha wishart classification ,Sustainable agriculture ,Grain quality ,021101 geological & geomatics engineering ,0105 earth and related environmental sciences ,2. Zero hunger ,Scattering ,lcsh:T ,Crop yield ,Crop lodging ,lcsh:TA1501-1820 ,15. Life on land ,lcsh:TA1-2040 ,Sentinel-1 ,Environmental science ,lcsh:Engineering (General). Civil engineering (General) - Abstract
Crop lodging – the bending of crop stems from the vertical – is a major yield-reducing factor in cereal crops and causes deterioration in grain quality. Accurate assessment of crop lodging is important for improving estimates of crop yield losses, informing insurance loss adjusters and influencing management decisions for subsequent seasons. The role of remote sensing data, particularly synthetic aperture radar (SAR) data has been emphasized in the recent literature for crop lodging assessment. However, the effect of lodging on SAR scattering mechanisms is still unknown. Therefore, this research aims to understand the possible change in scattering mechanisms due to lodging by investigating SAR image pairs before and after lodging. We conducted the study in 26 wheat fields in the Bonifiche Ferraresi farm, located in Jolanda di Savoia, Ferrara, Italy. We measured temporal crop biophysical (e.g. crop angle) parameters and acquired multi-incidence angle RADARSAT-2 (R-2 FQ8-27° and R-2 FQ21-41°) and Sentinel-1 (S-1 40°) images corresponding to the time of field observations. We extracted metrics of SAR scattering mechanisms from RADARSAT-2 and Sentinel-1 image pairs in different zones using the unsupervised H/α decomposition algorithm and Wishart classifier. Contrasting results were obtained at different incidence angles. Bragg surface scattering increased in the case of S-1 (6.8%), R-2 FQ8 (1.8%) while at R-2 FQ21, it decreased (8%) after lodging. The change in double bounce scattering was more prominent at low incidence angle. These observations can guide future use of SAR-based information for operational crop lodging assessment in particular, and sustainable agriculture in general.
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- 2020
9. X chromosome regulation: diverse patterns in development, tissues and disease
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Deng, Xinxian, Berletch, Joel B., Nguyen, Di K., and Disteche, Christine M.
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- 2014
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10. Effects of exogenous melatonin and photoperiod on sexual maturation in pullets
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Chen, H., Di, K.-Q., Hao, E.-Y., Ye, M., Zha, Q.-C., Li, L.-H., Bai, K., and Huang, R.-L.
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- 2016
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11. TRIM11 is overexpressed in high-grade gliomas and promotes proliferation, invasion, migration and glial tumor growth
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Di, K, Linskey, M E, and Bota, D A
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- 2013
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12. Id-1 promotes chromosomal instability through modification of APC/C activity during mitosis in response to microtubule disruption
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Wang, X, Di, K, Zhang, X, Han, H Y, Wong, Y C, Leung, S C L, and Ling, M-T
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- 2008
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13. LAND USE CLASSIFICATION USING DEEP MULTITASK NETWORKS
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Bergado, J.R., Persello, C., Stein, A., Paparoditis, N., Mallet, C., Lafarge, F., Jiang, J., Shaker, A., Zhang, H., Liang, X., Osmanoglu, B., Soergel, U., Honkavaara, E., Scaioni, M., Zhang, J., Peled, A, Wu, L., Li, R., Yoshimura, M., Di, K., Altan, O., Abdulmuttalib, H.M., Faruque, F.S., Department of Earth Observation Science, UT-I-ITC-ACQUAL, and Faculty of Geo-Information Science and Earth Observation
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lcsh:Applied optics. Photonics ,Very high resolution ,010504 meteorology & atmospheric sciences ,Computer science ,0211 other engineering and technologies ,Multi-task learning ,02 engineering and technology ,Land cover ,Multitask Learning ,Machine learning ,computer.software_genre ,lcsh:Technology ,01 natural sciences ,021101 geological & geomatics engineering ,0105 earth and related environmental sciences ,Land use ,Pixel ,lcsh:T ,business.industry ,Convolutional Networks ,Deep learning ,VHR Imagery ,lcsh:TA1501-1820 ,Random forest ,lcsh:TA1-2040 ,Land Use Classification ,Artificial intelligence ,lcsh:Engineering (General). Civil engineering (General) ,business ,computer ,Classifier (UML) - Abstract
Updated information on urban land use allows city planners and decision makers to conduct large scale monitoring of urban areas for sustainable urban growth. Remote sensing data and classification methods offer an efficient and reliable way to update such land use maps. Features extracted from land cover maps are helpful on performing a land use classification task. Such prior information can be embedded in the design of a deep learning based land use classifier by applying a multitask learning setup—simultaneously solving a land use and a land cover classification task. In this study, we explore a fully convolutional multitask network to classify urban land use from very high resolution (VHR) imagery. We experimented with three different setups of the fully convolutional network and compared it against a baseline random forest classifier. The first setup is a standard network only predicting the land use class of each pixel in the image. The second setup is a multitask network that concatenates the land use and land cover class labels in the same output layer of the network while the other setup accept as an input the land cover predictions, predicted by a subpart of the network, concatenated to the original input image patches. The two deep multitask networks outperforms the other two classifiers by at least 30% in average F1-score.
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- 2020
14. AUTOMATIC CLASSIFICATION OF AERIAL IMAGERY FOR URBAN HYDROLOGICAL APPLICATIONS
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Paul, A., Yang, C., Breitkopf, U., Liu, Y., Wang, Z., Rottensteiner, F., Wallner, M., Verworn, A., Heipke, C., Liang, X., Osmanoglu, B., Soergel, U., Honkavaara, E., Scaioni, M., Peled, A., Shaker, A., Wu, L., Abdulmuttalib, H.M., Zhang, H., Di, K., Tanzi, J.J., Komp, K., Li, R., Stilla, U., Jiang, J., Faruque, F.S., Zhang, J., and Yoshimura, M.
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lcsh:Applied optics. Photonics ,ddc:621,3 ,0211 other engineering and technologies ,Classification technique ,Aerial photography ,02 engineering and technology ,lcsh:Technology ,ddc:551 ,0202 electrical engineering, electronic engineering, information engineering ,Drainage ,Contextual image classification ,Classification (of information) ,Random processes ,Coefficient of imperviousness ,Remote sensing ,Classification ,Random forest ,Hydrologic applications ,Dewey Decimal Classification::500 | Naturwissenschaften::551 | Geologie, Hydrologie, Meteorologie ,Catchments ,020201 artificial intelligence & image processing ,Mean squared error ,Hydrologic application ,Runoff ,Root mean square errors ,Image classification ,Decision trees ,Context (language use) ,Conditional random fields ,Impervious surface ,Konferenzschrift ,021101 geological & geomatics engineering ,lcsh:T ,lcsh:TA1501-1820 ,Mean square error ,Dewey Decimal Classification::600 | Technik::620 | Ingenieurwissenschaften und Maschinenbau::621 | Angewandte Physik::621,3 | Elektrotechnik, Elektronik ,Random forests ,Dewey Decimal Classification::600 | Technik ,lcsh:TA1-2040 ,Supervised classification ,Environmental science ,Antennas ,Automatic classification ,Conditional random field ,Surface runoff ,lcsh:Engineering (General). Civil engineering (General) ,ddc:600 - Abstract
In this paper we investigate the potential of automatic supervised classification for urban hydrological applications. In particular, we contribute to runoff simulations using hydrodynamic urban drainage models. In order to assess whether the capacity of the sewers is sufficient to avoid surcharge within certain return periods, precipitation is transformed into runoff. The transformation of precipitation into runoff requires knowledge about the proportion of drainage-effective areas and their spatial distribution in the catchment area. Common simulation methods use the coefficient of imperviousness as an important parameter to estimate the overland flow, which subsequently contributes to the pipe flow. The coefficient of imperviousness is the percentage of area covered by impervious surfaces such as roofs or road surfaces. It is still common practice to assign the coefficient of imperviousness for each particular land parcel manually by visual interpretation of aerial images. Based on classification results of these imagery we contribute to an objective automatic determination of the coefficient of imperviousness. In this context we compare two classification techniques: Random Forests (RF) and Conditional Random Fields (CRF). Experimental results performed on an urban test area show good results and confirm that the automated derivation of the coefficient of imperviousness, apart from being more objective and, thus, reproducible, delivers more accurate results than the interactive estimation. We achieve an overall accuracy of about 85 % for both classifiers. The root mean square error of the differences of the coefficient of imperviousness compared to the reference is 4.4 % for the CRF-based classification, and 3.8 % for the RF-based classification.
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- 2018
15. APPLICATIONS OF PHOTOGRAMMETRY AND REMOTE SENSING TECHNOLOGIES IN CHANG'E-4 MISSION.
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Di, K., Liu, Z., Wan, W., Gou, S., Yu, T., Wang, J., Li, L., Liu, C., Liu, B., Peng, M., Wang, Y., Yue, Z., He, X., and Liu, S.
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REMOTE sensing ,TOPOGRAPHIC maps ,PHOTOGRAMMETRY ,SPACE environment ,MINERAL analysis - Abstract
This paper presents a brief overview of photogrammetry and remote sensing technologies and applications in the Chang'e-4 mission. The developed technologies, such as image matching, block adjustment, 3D mapping, spectral analysis and mineral retrieval, have been applied in topographic mapping, rover localization, and rover path planning, and directly supported daily surface operations of the Yutu-2 rover. The technologies and products have also been supportive in various scientific investigations, such as topographic evolution of Von Kármán crater, multi-scale crater morphologies, mineral composition of lunar deep materials, regolith maturity and space weathering effects, etc. [ABSTRACT FROM AUTHOR]
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- 2022
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16. An East to West Mineralogical Trend in Mars Exploration Rover Spirit Moessbauer Spectra of Home Plate
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Schroder, C, Di, K, Morris, R. V, Klingelhofer, G, and Li, R
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Lunar And Planetary Science And Exploration - Abstract
Home Plate is a light-toned plateau approx.90 m in diameter within the Inner Basin of the Columbia Hills in Gusev crater on Mars. It is the most extensive exposure of layered bedrock encountered by Spirit to date, and it is composed of clastic rocks of moderately altered alkali basalt composition, enriched in some highly volatile elements. Textural observations suggest an explosive origin and geochemical observations favor volcanism, probably a hydrovolcanic explosion [1]. Since it first arrived at Home Plate on sol 744, Spirit has circumnavigated the plateau (Fig. 1) and is now, since sol 1410, resting at its Winter Haven 3 location at the north end of Home Plate. Results: The MER Moessbauer spectrometers determine Fe oxidation states, identify Fe-bearing mineral phases and quantify the distribution of Fe among oxidation states and mineral phases [2]. Moessbauer spectra of Home Plate bedrock were obtained in five different locations from nine different targets (Fig. 1): Barnhill Ace, Posey Manager, and James Cool Papa Bell Stars at the northwest side of Home Plate; Pesapallo, June Emerson, and Elizabeth Emery on the east side; Texas Chili on the south side; Pecan Pie on the west side; and Chanute on the north side.
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- 2008
17. A Facile Synthesis of Nano Gold Doped TiO2 and Its Photocatalytic Activity toward Citric Acid.
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Song, Y. Z., Heng, H. D., Di, K. Z., Feng, Z. P., Xia, G. P., Zhao, X. J., and Shi, Y. S.
- Abstract
In this paper the nano gold doped in TiO
2 were prepared, and characterized by scanning electron microscopy with energy dispersive analysis, powder X-ray diffraction, IR spectrometry and electrochemical methods. It was found that the citric acid oxidation could be catalyzed by Au@TiO2 under irradiation with full-spectrum solar light. [ABSTRACT FROM AUTHOR]- Published
- 2021
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18. THE UPDATING OF GEOSPATIAL BASE DATA
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Alrajhi, Muhamad N., Konecny, Gottfried, Jiang, J., Shaker, A., Zhang, H., Liang, X., Osmanoglu, B., Soergel, U., Honkavaara, E., Scaioni, M., Zhang, J., Peled, A., Wu, L., Li, R., Yoshimura, M., Di, K., Tanzi, T.J., Abdulmuttalib, H.M., Faruque, F.S., Stilla, U., and Komp, K.
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lcsh:Applied optics. Photonics ,Dewey Decimal Classification::500 | Naturwissenschaften::550 | Geowissenschaften ,Geospatial analysis ,010504 meteorology & atmospheric sciences ,Aerial survey ,Computer science ,0211 other engineering and technologies ,Saudi Arabia ,02 engineering and technology ,computer.software_genre ,01 natural sciences ,lcsh:Technology ,Updating ,Urban planning ,ddc:550 ,Satellite imagery ,Konferenzschrift ,021101 geological & geomatics engineering ,0105 earth and related environmental sciences ,lcsh:T ,Geospatial Base Data ,Spatial database ,lcsh:TA1501-1820 ,Global Map ,Photogrammetry ,lcsh:TA1-2040 ,Scale (map) ,lcsh:Engineering (General). Civil engineering (General) ,computer ,Cartography - Abstract
Topopographic mapping issues concern the area coverage at different scales and their age. The age of the map is determined by the system of updating. The United Nations (UNGGIM) have attempted to track the global map coverage at various scale ranges, which has greatly improved in recent decades. However the poor state of updating of base maps is still a global problem. In Saudi Arabia large scale mapping is carried out for all urban, suburban and rural areas by aerial surveys. Updating is carried out by remapping every 5 to 10 years. Due to the rapid urban development this is not satisfactory, but faster update methods are forseen by use of high resolution satellite imagery and the improvement of object oriented geodatabase structures, which will permit to utilize various survey technologies to update the photogrammetry established geodatabases. The longterm goal is to create an geodata infrastructure, which exists in Great Britain or Germany.
- Published
- 2018
19. GENERATING IMPACT MAPS FROM AUTOMATICALLY DETECTED BOMB CRATERS IN AERIAL WARTIME IMAGES USING MARKED POINT PROCESSES
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Kruse, C., Rottensteiner, Franz, Hoberg, T., Ziems, M., Rebke, J., Heipke, Christian, Jiang, J., Shaker, A., Zhang, H., Liang, X., Osmanoglu, B., Soergel, U., Honkavaara, E., Scaioni, M., Zhang, J., Peled, A., Wu, L., Li, R., Yoshimura, M., Di, K., Tanzi, T.J., Abdulmuttalib, H.M., Faruque, F.S., Stilla, U., and Komp, K.
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lcsh:Applied optics. Photonics ,Dewey Decimal Classification::500 | Naturwissenschaften::550 | Geowissenschaften ,Computer science ,Kernel density estimation ,0211 other engineering and technologies ,02 engineering and technology ,Ellipse ,lcsh:Technology ,Point process ,Impact crater ,Aerial Wartime Images ,RJMCMC ,ddc:550 ,0202 electrical engineering, electronic engineering, information engineering ,Computer vision ,Simulated Annealing ,Konferenzschrift ,021101 geological & geomatics engineering ,lcsh:T ,business.industry ,Probabilistic logic ,lcsh:TA1501-1820 ,Reversible-jump Markov chain Monte Carlo ,Bomb Craters ,lcsh:TA1-2040 ,Simulated annealing ,Object model ,020201 artificial intelligence & image processing ,Artificial intelligence ,lcsh:Engineering (General). Civil engineering (General) ,business ,Marked Point Processes - Abstract
The aftermath of wartime attacks is often felt long after the war ended, as numerous unexploded bombs may still exist in the ground. Typically, such areas are documented in so-called impact maps which are based on the detection of bomb craters. This paper proposes a method for the automatic detection of bomb craters in aerial wartime images that were taken during the Second World War. The object model for the bomb craters is represented by ellipses. A probabilistic approach based on marked point processes determines the most likely configuration of objects within the scene. Adding and removing new objects to and from the current configuration, respectively, changing their positions and modifying the ellipse parameters randomly creates new object configurations. Each configuration is evaluated using an energy function. High gradient magnitudes along the border of the ellipse are favored and overlapping ellipses are penalized. Reversible Jump Markov Chain Monte Carlo sampling in combination with simulated annealing provides the global energy optimum, which describes the conformance with a predefined model. For generating the impact map a probability map is defined which is created from the automatic detections via kernel density estimation. By setting a threshold, areas around the detections are classified as contaminated or uncontaminated sites, respectively. Our results show the general potential of the method for the automatic detection of bomb craters and its automated generation of an impact map in a heterogeneous image stock.
- Published
- 2018
20. Optimizing the distribution of tie points for the bundle adjustment of hrsc image mosaics
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Bostelmann, Jonas, Breitkopf, Uwe, Heipke, Christian, Wu, B., Di, K., Oberst, J., and Karachevtseva, I.
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lcsh:Applied optics. Photonics ,Planetary mapping ,010504 meteorology & atmospheric sciences ,Computer science ,Image quality ,Martian surface analysis ,Mars ,Orbits ,Bundle adjustments ,Terrain ,Bundle adjustment ,01 natural sciences ,lcsh:Technology ,HRSC ,0103 physical sciences ,Computer vision ,ddc:530 ,010303 astronomy & astrophysics ,Stereo image processing ,0105 earth and related environmental sciences ,Block (data storage) ,business.industry ,Orientation (computer vision) ,lcsh:T ,Orthophoto ,lcsh:TA1501-1820 ,Mars Exploration Program ,Remote sensing ,Tie points ,Data handling ,Photogrammetry ,Mapping ,lcsh:TA1-2040 ,Rock mechanics ,Planetary mappings ,Dewey Decimal Classification::500 | Naturwissenschaften::530 | Physik ,Artificial intelligence ,business ,lcsh:Engineering (General). Civil engineering (General) ,High Resolution Stereo Camera - Abstract
For a systematic mapping of the Martian surface, the Mars Express orbiter is equipped with a multi-line scanner: Since the beginning of 2004 the High Resolution Stereo Camera (HRSC) regularly acquires long image strips. By now more than 4,000 strips covering nearly the whole planet are available. Due to the nine channels, each with different viewing direction, and partly with different optical filters, each strip provides 3D and color information and allows the generation of digital terrain models (DTMs) and orthophotos. To map larger regions, neighboring HRSC strips can be combined to build DTM and orthophoto mosaics. The global mapping scheme Mars Chart 30 is used to define the extent of these mosaics. In order to avoid unreasonably large data volumes, each MC-30 tile is divided into two parts, combining about 90 strips each. To ensure a seamless fit of these strips, several radiometric and geometric corrections are applied in the photogrammetric process. A simultaneous bundle adjustment of all strips as a block is carried out to estimate their precise exterior orientation. Because size, position, resolution and image quality of the strips in these blocks are heterogeneous, also the quality and distribution of the tie points vary. In absence of ground control points, heights of a global terrain model are used as reference information, and for this task a regular distribution of these tie points is preferable. Besides, their total number should be limited because of computational reasons. In this paper, we present an algorithm, which optimizes the distribution of tie points under these constraints. A large number of tie points used as input is reduced without affecting the geometric stability of the block by preserving connections between strips. This stability is achieved by using a regular grid in object space and discarding, for each grid cell, points which are redundant for the block adjustment. The set of tie points, filtered by the algorithm, shows a more homogenous distribution and is considerably smaller. Used for the block adjustment, it yields results of equal quality, with significantly shorter computation time. In this work, we present experiments with MC-30 half-tile blocks, which confirm our idea for reaching a stable and faster bundle adjustment. The described method is used for the systematic processing of HRSC data.
- Published
- 2017
21. IMPLEMENTATION STRATEGY OF VISIBLE AND NEAR-INFRARED IMAGING SPECTROMETER ON YUTU-2 ROVER BASED ON VISION MEASUREMENT TECHNOLOGY.
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Yu, T., Liu, Z., Rong, Z., Wang, Y., Wang, J., Gou, S., Li, L., Wan, W., He, X., Di, K., Ke, R., Zhang, K., and You, Y.
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SPECTROMETERS ,VISION ,CAMERAS ,MOON ,BINOCULAR vision - Abstract
The Chang'e-4 successfully landed on the far side of the moon in January 2019. By the 12th lunar day, its Yutu-2 rover had achieved a breakthrough travel distance of greater than 300 m. A visible and near-infrared imaging spectrometer (VNIS), consisting of a visible and near-infrared (VNIR) imaging spectrometer and a shortwave infrared (SWIR) spectrometer was used for detecting mineralogical compositions of lunar-surface materials. Because VNIS is fixed on the front of the rover, and the field-of-view (FOV) of VNIR and SWIR are small (8.5° and 3.6° respectively), approaching and accurately pointing at the specific science target depend completely on the precise control of the moving rover.In this paper, a successful method of VNIS target detection based on vision measurement is proposed. First, the accurate position of the target is calculated via navigation camera imaging. Then, the moving path is planned by considering the terrain environment, illumination, communication condition, and other constraints. After the rover moves to the designed position, the binocular imaging of the hazard-avoidance cameras are activated, the detection direction and forward distance are calculated according to the images, and the FOV trajectory of the VINS is predicted while moving. Finally, by choosing the required moving control parameters, the imaging field of the VINS accurately cover the detected targets visually.These methods have been verified many times, and the results show that they are effective and feasible. The research results based on the VNIS data have successfully revealed the material composition on the far side of the moon and have deepened human understanding of its formation and evolution. [ABSTRACT FROM AUTHOR]
- Published
- 2020
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22. LUNAR TERRAIN RECONSTRUCTION FROM MULTI-VIEW LROC NAC IMAGES BASED ON SEMI-GLOBAL MATCHING IN OBJECT SPACE.
- Author
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Ye, L., Peng, M., Di, K., Liu, B., and Wang, Y.
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LUNAR exploration ,LUNAR surface ,IMAGE registration ,SURFACE area - Abstract
Most of the lunar surface area has been observed from different viewing conditions thanks to the on-orbit work of lunar orbiters, a large amount of images are available for photogrammetric three-dimensional mapping, which is an important issue for lunar exploration. Theoretically, multi-view images contain more information than a single stereo pair and can get better 3D mapping results. In this paper, the semi-global matching method is applied to the object space, and the steps of cost calculation, cost aggregation, and elevation calculation are performed to obtain the three-dimensional coordinates directly. Compared with the traditional image-based semi-global matching method, the object-based semi-global method is more easily extended to multi-view images, which is beneficial for applying multi-view image information. In addition, it does not require steps such as stereo rectification and forward intersection, that is, the overall pipeline is more elegant. Using the LRO NAC images covering Apollo 11 landing area as the experimental data, the result shows that the object-based semi-global matching is competent for the multi-view image matching and the multi-view image result achieves higher accuracy and more details than the single stereo pair. Furthermore, the experimental results of Zhinyu crater data show that this method can also alleviate the uncertainty of the lunar orbiter's positioning to some extent. [ABSTRACT FROM AUTHOR]
- Published
- 2020
- Full Text
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23. EVALUATION OF DEBLOCKING METHODS FOR CHANG'E-4 DESCENT IMAGES.
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Peng, M., Wan, W., Liu, Z., Wang, Y., and Di, K.
- Subjects
MARKOV random fields ,EVALUATION methodology ,LUNAR craters ,BLOCK codes ,KALMAN filtering - Abstract
Chang'e-4 lunar probe has successfully landed on the far side of the moon in Von Kármán crater inside the South Pole-Aitken (SPA) basin at 10:26 am on January 3, 2019. Due to the reduction of the coding rate, obvious block effects appear at the boundaries of descent images. Unblock, adaptive fast bilateral filtering, structure-texture enhancement and high-order Markov random field methods, are applied to remove the block effect of the descent images. Based on analysing the quality of descent images, quantitative comparison of four methods is performed using simulated compressed 1:64 descent images and real images. Comprehensive analysis was performed using typical measures such as PSNR, SSIM and NIQE. Experimental results show that adaptive fast bilateral filtering is better than other methods. The deblocked 1:64 image sequences have been used to assist localizing the landing point quickly during the mission. [ABSTRACT FROM AUTHOR]
- Published
- 2020
- Full Text
- View/download PDF
24. TOPOGRAPHIC MAPPING AND ANALYSIS BASED ON 3D RECONSTRUCTION MODEL OF SIMULATED ASTEROID.
- Author
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Wang, R., Di, K., Wan, W., Liu, Z., Wang, Y., Liang, W., Chen, X., and Zhi, S.
- Subjects
TOPOGRAPHIC maps ,ASTEROIDS ,SPACE flight to the moon ,DIGITAL elevation models ,SOLAR system ,DIGITAL maps - Abstract
Asteroid exploration is of great scientific significance in understanding the evolution of the solar system. Unlike lunar missions, asteroids are far away from the earth, the communication between the spacecraft and the ground station has a large delay. Moreover, the small size, irregular shape and uneven mass distribution of asteroids further increase the difficulty of landing missions. This paper presented a topographic mapping and analysis method based on three-dimensional (3D) reconstruction model of a simulated asteroid. First, 3D reconstruction of a simulated asteroid was achieved using Structure from Motion (SfM) technique. Then Digital Elevation Model (DEM) and Digital Orthophoto Map (DOM) were produced based on the 3D point cloud data. By analysing the DEM data, we finally obtained the obstacles distribution map. In order to verify the proposed method, we used a simulated asteroid to conduct experiments. And the experimental results demonstrated the effectiveness of the developed method. The topographic mapping and analysis method presented in this study can be applied to landing/sampling area selection in further asteroid exploration research. [ABSTRACT FROM AUTHOR]
- Published
- 2020
- Full Text
- View/download PDF
25. TOPOGRAPHIC MAPPING WITH MANIPULATOR ARM CAMERA IN LUNAR SAMPLE RETURN MISSION.
- Author
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Wan, W., Liu, Z., Wang, Y., Peng, M., Di, K., Liu, C., Li, L., Wang, J., Yu, T., Wang, R., and Bo, Z.
- Subjects
TOPOGRAPHIC maps ,LUNAR craters ,IMAGE registration ,MAP design ,CAMERAS - Abstract
The topographic mapping of sampling areas, providing basic sampling environment information, is crucial in sample return mission. The fixed monitoring cameras were designed for mapping of sampling areas in fixed effective resolution. In order to perform more detailed topographic analysis of sampling areas, this paper proposed a topographic mapping method based on the sequential sample images captured with the movements of manipulator arm. The tie point matching results and the image exterior orientation parameters obtained from measurements of manipulator arm joints were employed to the weighted bundle adjustment based optimization for the accurate topographic mapping. The simulated images were adopted to validate the effectiveness and accuracy of the proposed method. [ABSTRACT FROM AUTHOR]
- Published
- 2020
- Full Text
- View/download PDF
26. TOPOGRAPHIC MAPPING OF THE MOON IN THE 21ST CENTURY: FROM HECTOMETER TO MILLIMETER SCALES.
- Author
-
Di, K., Oberst, J., Karachevtseva, I., and Wu, B.
- Subjects
TOPOGRAPHIC maps ,TWENTY-first century ,LUNAR exploration ,GEOMETRICAL constructions ,SPACE flight to the moon ,LUNAR surface - Abstract
This paper presents a review of lunar topographic mapping in the two decades of the 21st century, including descriptions of lunar exploration missions, relevant payloads and data, mapping techniques, as well as global and regional mapping products. Various lunar photogrammetric mapping techniques such as construction of geometric models of lunar orbital images, block adjustments, shape from shading, co-registration of lunar orbital image and elevation data have been developed to process lunar orbital images and generate mapping products. Global topographic products at hectometer and decameter scales have been produced from orbital images and/or laser altimeter data. Regional topographic maps of the landing sites and other sites of interest have been generated at meter-scale using the sub-meter to meter resolution orbital images. Detailed local topographic products at centimeter to millimeter scales of the landing sites and rover traverse areas have been produced using descent images acquired by the landers and stereo images acquired by the rovers. These multiple-scale topographic mapping products have been extensively used to support various science applications, as well as engineering applications such as surface operations of the rovers. [ABSTRACT FROM AUTHOR]
- Published
- 2020
- Full Text
- View/download PDF
27. COAXIALITY CALCULATION METHOD FOR DROPPING OPERATION OF LUNAR SURFACE SAMPLING MISSION BASED ON MONOCULAR VISION USING ELLIPSE AND LINE FEATURES.
- Author
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Bo, Z., Wan, W., Liu, C., Di, K., Liu, Z., Peng, M., and Wang, Y.
- Subjects
MONOCULAR vision ,LUNAR surface ,BINOCULAR vision ,CURVE fitting ,POINT set theory - Abstract
In the lunar surface sampling mission, the drop operation that transferring the packaging container into the sample return container is a vital step. In this paper, for supporting the drop operation, we proposed a method to measure the coaxiality between the two containers based on the monocular vision pose measurement using ellipse and line features. The method first extracts ellipse and line features in the 2D image to calculate the initial parameters. Then, the initial parameters and the point set are used to fit the curve by the cylinder perspective contours fitting method, where the constraints between ellipse and line features are used to improve the robustness to varying noises. Next, given the fitting ellipse and camera parameters, the pose of the packaging container is solved by using circle-based method. Finally, the coaxiality of the two containers is calculated based on the relative pose between them. Simulation experiments were carried out and the results show the effectiveness and reliability of the proposed method. [ABSTRACT FROM AUTHOR]
- Published
- 2020
- Full Text
- View/download PDF
28. BINOCULAR VISUAL ENVIRONMENT PERCEPTION TECHNOLOGY FOR UNMANNED SURFACE VEHICLE.
- Author
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Wang, Y., Peng, M., Liu, Z., Wan, W., Di, K., Hu, C., Liu, L., Lv, T., and Yang, C.
- Subjects
VISUAL perception ,BINOCULAR vision ,AUTONOMOUS vehicles ,SURFACES (Technology) ,FEATURE extraction - Abstract
Binocular vision system is an essential way for target localization in many fields, which has been widely used as payload of unmanned surface vehicles (USV). High resolution cameras, which can provide richer information, are utilized more often on a USV. This brings challenges of computing tremendous data for target detection and localization in real-time. In this paper, we propose an framework to automatically detect and localize target using high resolution binocular cameras for environment perception of USV. Instead of processing the whole image, the feature extraction and matching are executed within the target region of interest determined by a deep convolution network. Then the target can be localized using triangulation principle with calibrated binocular camera parameters. Experiments show that our proposed strategy can achieve both precise detection and high accurate localization results in real-time applications. [ABSTRACT FROM AUTHOR]
- Published
- 2020
- Full Text
- View/download PDF
29. COMPUTER VISION IN THE TELEOPERATION OF THE YUTU-2 ROVER.
- Author
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Wang, J., Li, J., Wang, S., Yu, T., Rong, Z., He, X., You, Y., Zou, Q., Wan, W., Wang, Y., Gou, S., Liu, B., Peng, M., Di, K., Liu, Z., Jia, M., Xin, X., Chen, Y., Cheng, X., and Feng, X.
- Subjects
REMOTE control ,LUNAR surface ,PANORAMIC cameras ,LUNAR exploration ,TELECOMMUNICATION satellites ,DIGITAL elevation models ,COMPUTER vision - Abstract
On January 3, 2019, the Chang'e-4 (CE-4) probe successfully landed in the Von Kármán crater inside the South Pole-Aitken (SPA) basin. With the support of a relay communication satellite "Queqiao" launched in 2018 and located at the Earth-Moon L2 liberation point, the lander and the Yutu-2 rover carried out in-situ exploration and patrol surveys, respectively, and were able to make a series of important scientific discoveries. Owing to the complexity and unpredictability of the lunar surface, teleoperation has become the most important control method for the operation of the rover. Computer vision is an important technology to support the teleoperation of the rover. During the powered descent stage and lunar surface exploration, teleoperation based on computer vision can effectively overcome many technical challenges, such as fast positioning of the landing point, high-resolution seamless mapping of the landing site, localization of the rover in the complex environment on the lunar surface, terrain reconstruction, and path planning. All these processes helped achieve the first soft landing, roving, and in-situ exploration on the lunar farside. This paper presents a high-precision positioning technology and positioning results of the landing point based on multi-source data, including orbital images and CE-4 descent images. The method and its results have been successfully applied in an actual engineering mission for the first time in China, providing important support for the topographical analysis of the landing site and mission planning for subsequent teleoperations. After landing, a 0.03 m resolution DOM was generated using the descent images and was used as one of the base maps for the overall rover path planning. Before each movement, the Yutu-2 rover controlled its hazard avoidance cameras (Hazcam), navigation cameras (Navcam), and panoramic cameras (Pancam) to capture stereo images of the lunar surface at different angles. Local digital elevation models (DEMs) with a 0.02 m resolution were routinely produced at each waypoint using the Navcam and Hazcam images. These DEMs were then used to design an obstacle recognition method and establish a model for calculating the slope, aspect, roughness, and visibility. Finally, in combination with the Yutu-2 rover mobility characteristics, a comprehensive cost map for path search was generated.By the end of the first 12 lunar days, the Yutu-2 rover has been working on the lunar farside for more than 300 days, greatly exceeding the projected service life. The rover was able to overcome the complex terrain on the lunar farside, and travelled a total distance of more than 300 m, achieving the "double three hundred" breakthrough. In future manned lunar landing and exploration of Mars by China, computer vision will play an integral role to support science target selection and scientific investigations, and will become an extremely important core technology for various engineering tasks. [ABSTRACT FROM AUTHOR]
- Published
- 2020
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- View/download PDF
30. HIGH PRECISION DTM AND DOM GENERATING USING MULTI-SOURCE ORBITAL DATA ON CHANG'E-4 LANDING SITE.
- Author
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Liu, B., Niu, S., Xin, X., Jia, M., Di, K., Liu, Z., Peng, M., and Yue, Z.
- Subjects
DIGITAL elevation models ,DIGITAL maps ,STATISTICAL accuracy - Abstract
Chang'e-4 (CE-4) has successfully soft landed in Von Kármán crater inside the South Pole-Aitken (SPA) basin at 10:26 am on January 3, 2019. High precision landing site mapping plays an essential role in mission operations and science applications before and after landing. In this paper, we propose a novel method for generating the highest resolution and the best precision Digital Terrain Model (DTM) and Digital Orthophoto Map (DOM) of the CE-4 landing area using available multi-source data. First, the CE-2 DTM is co-registered to SLDEM2015. Then the vertical inconsistencies of the co-registered DTMs are analysed and the biases of CE-2 DTM with respect to SLDEM2015 are erased. Finally, a new DTM with more information and better precision is generated by fusion of the co-registered DTMs. Using the new DTM as a reference, a seamless DOM is generated based on block adjustment of projected imagery, which can reduce the inconsistencies among the corrected images to sub-pixel level. As a result, a DTM of the Von Kármán crater area (42º S–48° S/172º E–180° E) and a seamless DOM covering an area of 2.3° in longitude and 1° in latitude with a ground sample distance of 0.9 m are generated using the developed method. [ABSTRACT FROM AUTHOR]
- Published
- 2019
- Full Text
- View/download PDF
31. VISION BASED OBSTACLE DETECTION USING ROVER STEREO IMAGES.
- Author
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Wang, Y., Peng, M., Di, K., Wan, W., Liu, Z., Yue, Z., Xing, Y., Mao, X., and Teng, B.
- Subjects
STEREO image ,BINOCULAR vision ,IMAGE registration ,VISION - Abstract
Vision based obstacle detection using stereo images is an essential way for hazard avoidance and path planning in planetary rover missions. However, due to light condition changes and topographic relief, only partial or sparse three-dimensional points may be derived by image matching and triangulation reconstruction, which is not sufficient for recognizing obstacles. In this paper, we developed a strategy to detect obstacles using rover stereo images by combining both image grayscale information and sparse 3D point information. Experiments were carried out using stereo images captured by navigation cameras mounted on the Yutu rover of Chang'e-3 mission. Moreover, how obstacle localization accuracy affected by the parameters are analysed and discussed. [ABSTRACT FROM AUTHOR]
- Published
- 2019
- Full Text
- View/download PDF
32. DESCENT TRAJECTORY RECOVERY OF CHANG'E-4 LANDER BASED ON DESCENT IMAGES.
- Author
-
Wan, W., Liu, Z., Liu, B., Di, K., Wang, J., Liu, C., Yu, T., Miao, Y., Peng, M., Wang, Y., and Gou, S.
- Subjects
LUNAR surface ,DIGITAL maps ,LEAST squares ,CAMERAS - Abstract
Chang'e-4 lander, carrying Yutu-2 rover, was successfully landed on the far side of lunar surface in Von Kármán crater inside the South Pole-Aitken basin on January 3rd, 2019. The descent images, captured by the descent camera mounted on the lander, captured the sequential descent images and recorded the scene changes during the entry, descent and landing (EDL) process. This paper proposed a bundle adjustment based geometric processing method for descent and landing trajectory recovery using descent images. A frame camera based self-calibration model was introduced for high precision estimation of interior and exterior parameters of descent images simultaneously in a least squares manners. Evenly distributed GCPs were selected from the landing area in a digital orthophoto map generated from LROC NAC images and SLDEM2015. The experimental results demonstrated the effectiveness of the proposed method in Chang'e-4 descent trajectory recovery. [ABSTRACT FROM AUTHOR]
- Published
- 2019
- Full Text
- View/download PDF
33. AUTOMATED DETECTION OF LUNAR RIDGES BASED ON DEM DATA.
- Author
-
Peng, M., Wang, Y., Yue, Z., and Di, K.
- Subjects
DATABASES ,DISCRETE element method ,IMAGE processing ,MARES ,SYMMETRY - Abstract
Wrinkle ridges are a common feature in the lunar maria and record subsequent contraction of mare infill. Automatic detection of wrinkle ridges is challenging because the ridges are of irregular shapes and many ridges have been eroded and/or degraded over time. The proposed method consists of the following steps. First, as the slope can reflect the gradient changes of the ridge rims to a certain extent, the slope map is generated and converted to a grayscale (0–255) image. Then the phase symmetry of the slope map is calculated with filter wavelength and filter scales parameters, which reduce the regions into symmetry regions. Next, a regional threshold is applied to limit the ridge candidates. Candidates with values less than the threshold are rejected. Moreover, the images are processed using a series of morphological operations, such as close, open, edge linking and noise removal. Finally, after thresholding the ridge map can be obtained. An experiment was performed using Lunar Reconnaissance Orbiter Camera (LROC) WAC image and topographic data from LOLA, the results demonstrate promising performance with detection percentage from 73 to 90. [ABSTRACT FROM AUTHOR]
- Published
- 2019
- Full Text
- View/download PDF
34. TOPOGRAPHIC ANALYSIS OF CHANG'E-4 LANDING SITE USING ORBITAL, DESCENT AND GROUND DATA.
- Author
-
Di, K., Liu, Z., Liu, B., Wan, W., Peng, M., Li, J., Xie, J., Jia, M., Niu, S., Xin, X., Li, L., Wang, J., Yue, Z., Gou, S., Wang, Y., Wang, R., Liu, J., Bo, Z., Liu, C., and Yu, T.
- Subjects
TOPOGRAPHIC maps ,DIGITAL maps - Abstract
The Chang'e-4 (CE-4) probe, which includes a lander and a rover, was successfully landed in Von Kármán crater inside the South Pole-Aitken basin on January 3, 2019. Landing site mapping and topographic analyses have been performed at different scales using orbital, descent and ground data to support mission operations and various scientific investigations. We produced a 0.9 m-resolution seamless digital orthophoto map (DOM) mosaic of the CE-4 landing site region covering 51 km × 30 km using 100 Lunar Reconnaissance Orbiter Camera (LROC) Narrow-Angle Camera (NAC) images. Within an area of 3.2 km × 3.0 km of the the DOM around the lander, more than 11,000 craters with diameter greater than 5 m have been identified and measured. A 0.03 m- resolution DOM, which covers an area of 211 m × 187 m, was generated using descent images, and has been used as one of the base maps for overall rover traverse planning. During surface operations, local DEMs with 0.02 m resolution are routinely produced and topographic analysis have been performed at each waypoint using Navcam images and at some locations using Pancam images, to support waypoint-to-waypoint path planning, science target selection and scientific investigations. [ABSTRACT FROM AUTHOR]
- Published
- 2019
- Full Text
- View/download PDF
35. INTEGRATING DEPTH AND IMAGE SEQUENCES FOR PLANETARY ROVER MAPPING USING RGB-D SENSOR.
- Author
-
Peng, M., Wan, W., Xing, Y., Wang, Y., Liu, Z., Di, K., Zhao, Q., Teng, B., and Mao, X.
- Subjects
ROVING vehicles (Astronautics) ,PLANETARY observations ,IMAGE converters - Abstract
RGB-D camera allows the capture of depth and color information at high data rates, and this makes it possible and beneficial integrate depth and image sequences for planetary rover mapping. The proposed mapping method consists of three steps. First, the strict projection relationship among 3D space, depth data and visual texture data is established based on the imaging principle of RGB-D camera, then, an extended bundle adjustment (BA) based SLAM method with integrated 2D and 3D measurements is applied to the image network for high-precision pose estimation. Next, as the interior and exterior elements of RGB images sequence are available, dense matching is completed with the CMPMVS tool. Finally, according to the registration parameters after ICP, the 3D scene from RGB images can be registered to the 3D scene from depth images well, and the fused point cloud can be obtained. Experiment was performed in an outdoor field to simulate the lunar surface. The experimental results demonstrated the feasibility of the proposed method. [ABSTRACT FROM AUTHOR]
- Published
- 2018
- Full Text
- View/download PDF
36. HIGH RESOLUTION SEAMLESS DOM GENERATION OVER CHANG'E-5 LANDING AREA USING LROC NAC IMAGES.
- Author
-
Di, K., Jia, M., Xin, X., Liu, B., Liu, Z., Peng, M., and Yue, Z.
- Subjects
RUNWAYS (Aeronautics) ,DOCUMENT Object Model (Web development technology) - Abstract
Chang'e-5, China's first sample return lunar mission, will be launched in 2019, and the planned landing area is near Mons Rümker in Oceanus Procellarum. High-resolution and high-precision mapping of the landing area is of great importance for supporting scientific analysis and safe landing. This paper proposes a systematic method for large area seamless digital orthophoto map (DOM) generation, and presents the mapping result of Chang'e-5 landing area using over 700 LROC NAC images. The developed method mainly consists of two stages of data processing: stage 1 includes subarea block adjustment with rational function model (RFM) and seamless subarea DOM generation; stage 2 includes whole area adjustment through registration of the subarea DOMs with thin plate spline model and seamless DOM mosaicking. The resultant seamless DOM coves a large area (20° longitude × 4° latitude) and is tied to the widely used reference DEM - SLDEM2015. As a result, the RMS errors of the tie points are all around half pixel in image space, indicating a high internal precision; the RMS errors of the control points are about one grid cell size of SLDEM2015, indicating that the resultant DOM is tied to SLDEM2015 well. [ABSTRACT FROM AUTHOR]
- Published
- 2018
- Full Text
- View/download PDF
37. AN INVESTIGATION OF THE HYPOTHESES FOR FORMATION OF THE PLATYRIDGED-POLYGONIZED TERRAIN IN ELYSIUM PLANITIA, MARS.
- Author
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Yue, Z., Gou, S., Michael, G., Di, K., Xie, H., Gong, H., and Shao, Y.
- Subjects
ELYSIUM ,MARTIAN surface ,TERRAIN mapping - Abstract
The origin of the platy-ridged-polygonized (PRP) terrains on Martian surface has long been debated. The terrain has generally been classified as water, pack ice, or basalt lava related flow. The crater counting results of the PRP terrains suggest they are geologically very young; therefore, they are significant in understanding the recent evolution of Mars. This work evaluated the current hypotheses through detailed analysis of the distribution and microtopographies with the High Resolution Imaging Science Experiment (HiRISE) images for the PRP terrains in Elysium Planitia, Mars. Quantitative measurements and statistics of the typical features of the PRP terrains were also made. In addition, we also found an analog site in Tarim Basin in Xinjiang, China. Our results suggest that mud flow is responsible for the formation of the PRP terrains on the Mars surface, although the hypothesis of low-viscosity basalt lava floods cannot be completely excluded. This finding implies that a regional environment suitable for liquid water may have existed in recent geologic time, which has great importance for future Mars scientific exploration. [ABSTRACT FROM AUTHOR]
- Published
- 2017
- Full Text
- View/download PDF
38. A PERFORMANCE COMPARISON OF FEATURE DETECTORS FOR PLANETARY ROVER MAPPING AND LOCALIZATION.
- Author
-
Wan, W., Peng, M., Xing, Y., Wang, Y., Liu, Z., Di, K., Teng, B., Mao, X., Zhao, Q., Xin, X., and Jia, M.
- Subjects
DETECTORS ,COMPUTER vision ,ROBOTICS - Abstract
Feature detection and matching are key techniques in computer vision and robotics, and have been successfully implemented in many fields. So far there is no performance comparison of feature detectors and matching methods for planetary mapping and rover localization using rover stereo images. In this research, we present a comprehensive evaluation and comparison of six feature detectors, including Moravec, Förstner, Harris, FAST, SIFT and SURF, aiming for optimal implementation of feature-based matching in planetary surface environment. To facilitate quantitative analysis, a series of evaluation criteria, including distribution evenness of matched points, coverage of detected points, and feature matching accuracy, are developed in the research. In order to perform exhaustive evaluation, stereo images, simulated under different baseline, pitch angle, and interval of adjacent rover locations, are taken as experimental data source. The comparison results show that SIFT offers the best overall performance, especially it is less sensitive to changes of image taken at adjacent locations. [ABSTRACT FROM AUTHOR]
- Published
- 2017
- Full Text
- View/download PDF
39. FUSION OF MULTI-SCALE DEMS FROM DESCENT AND NAVCM IMAGES OF CHANG'E-3 USING COMPRESSED SENSING METHOD.
- Author
-
Peng, M., Wan, W., Liu, Z., and Di, K.
- Subjects
DIGITAL elevation models ,SPACE shuttle landing - Abstract
The multi-source DEMs generated using the images acquired in the descent and landing phase and after landing contain supplementary information, and this makes it possible and beneficial to produce a higher-quality DEM through fusing the multi-scale DEMs. The proposed fusion method consists of three steps. First, source DEMs are split into small DEM patches, then the DEM patches are classified into a few groups by local density peaks clustering. Next, the grouped DEM patches are used for subdictionary learning by stochastic coordinate coding. The trained sub-dictionaries are combined into a dictionary for sparse representation. Finally, the simultaneous orthogonal matching pursuit (SOMP) algorithm is used to achieve sparse representation. We use the real DEMs generated from Chang'e-3 descent images and navigation camera (Navcam) stereo images to validate the proposed method. Through the experiments, we have reconstructed a seamless DEM with the highest resolution and the largest spatial coverage among the input data. The experimental results demonstrated the feasibility of the proposed method. [ABSTRACT FROM AUTHOR]
- Published
- 2017
- Full Text
- View/download PDF
40. PLANETARY CARTOGRAPHY AND MAPPING: WHERE WE ARE TODAY, AND WHERE WE ARE HEADING FOR?
- Author
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Naß, A., Di, K., Elgner, S., van Gasselt, S., Hare, T., Hargitai, H., Karachevtseva, I., Kersten, E., Manaud, N., Roatsch, T., Rossi, A. P., Skinner Jr., J., and Wählisch, M.
- Subjects
CARTOGRAPHY ,DIGITAL elevation models ,TRAVERSES (Surveying) - Abstract
Planetary Cartography does not only provides the basis to support planning (e.g., landing-site selection, orbital observations, traverse planning) and to facilitate mission conduct during the lifetime of a mission (e.g., observation tracking and hazard avoidance). It also provides the means to create science products after successful termination of a planetary mission by distilling data into maps. After a mission's lifetime, data and higher level products like mosaics and digital terrain models (DTMs) are stored in archives - and eventually into maps and higher-level data products - to form a basis for research and for new scientific and engineering studies. The complexity of such tasks increases with every new dataset that has been put on this stack of information, and in the same way as the complexity of autonomous probes increases, also tools that support these challenges require new levels of sophistication. In planetary science, cartography and mapping have a history dating back to the roots of telescopic space exploration and are now facing new technological and organizational challenges with the rise of new missions, new global initiatives, organizations and opening research markets. The focus of this contribution is to summarize recent activities in Planetary Cartography, highlighting current issues the community is facing to derive the future opportunities in this field. By this we would like to invite cartographers/researchers to join this community and to start thinking about how we can jointly solve some of these challenges. [ABSTRACT FROM AUTHOR]
- Published
- 2017
- Full Text
- View/download PDF
41. AN INITIATIVE FOR CONSTRUCTION OF NEW-GENERATION LUNAR GLOBAL CONTROL NETWORK USING MULTI-MISSION DATA.
- Author
-
Di, K., Liu, B., Peng, M., Xin, X., Jia, M., Zuo, W., Ping, J., Wu, B., and Oberst, J.
- Subjects
GEODESY ,LUNAR surface ,CLEMENTINE - Abstract
A lunar global control network provides geodetic datum and control points for mapping of the lunar surface. The widely used Unified Lunar Control Network 2005 (ULCN2005) was built based on a combined photogrammetric solution of Clementine images acquired in 1994 and earlier photographic data. In this research, we propose an initiative for construction of a new-generation lunar global control network using multi-mission data newly acquired in the 21
st century, which have much better resolution and precision than the old data acquired in the last century. The new control network will be based on a combined photogrammetric solution of an extended global image and laser altimetry network. The five lunar laser ranging retro-reflectors, which can be identified in LROC NAC images and have cm level 3D position accuracy, will be used as absolute control points in the least squares photogrammetric adjustment. Recently, a new radio total phase ranging method has been developed and used for high-precision positioning of Chang'e-3 lander; this shall offer a new absolute control point. Systematic methods and key techniques will be developed or enhanced, including rigorous and generic geometric modeling of orbital images, multi-scale feature extraction and matching among heterogeneous multi-mission remote sensing data, optimal selection of images at areas of multiple image coverages, and large-scale adjustment computation, etc. Based on the high-resolution new datasets and developed new techniques, the new generation of global control network is expected to have much higher accuracy and point density than the ULCN2005. [ABSTRACT FROM AUTHOR]- Published
- 2017
- Full Text
- View/download PDF
42. GEOPOSITIONING PRECISION ANALYSIS OF MULTIPLE IMAGE TRIANGULATION USING LRO NAC LUNAR IMAGES.
- Author
-
Di, K., Xu, B., Liu, B., Jia, M., and Liu, Z.
- Subjects
CAMERA design & construction ,THREE-dimensional imaging in geology ,GEODETIC techniques - Abstract
This paper presents an empirical analysis of the geopositioning precision of multiple image triangulation using Lunar Reconnaissance Orbiter Camera (LROC) Narrow Angle Camera (NAC) images at the Chang'e-3(CE-3) landing site. Nine LROC NAC images are selected for comparative analysis of geopositioning precision. Rigorous sensor models of the images are established based on collinearity equations with interior and exterior orientation elements retrieved from the corresponding SPICE kernels. Rational polynomial coefficients (RPCs) of each image are derived by least squares fitting using vast number of virtual control points generated according to rigorous sensor models. Experiments of different combinations of images are performed for comparisons. The results demonstrate that the plane coordinates can achieve a precision of 0.54 m to 2.54 m, with a height precision of 0.71 m to 8.16 m when only two images are used for three-dimensional triangulation. There is a general trend that the geopositioning precision, especially the height precision, is improved with the convergent angle of the two images increasing from several degrees to about 50°. However, the image matching precision should also be taken into consideration when choosing image pairs for triangulation. The precisions of using all the 9 images are 0.60 m, 0.50 m, 1.23 m in along-track, cross-track, and height directions, which are better than most combinations of two or more images. However, triangulation with selected fewer images could produce better precision than that using all the images. [ABSTRACT FROM AUTHOR]
- Published
- 2016
- Full Text
- View/download PDF
43. A SOLUTION TO LOW RFM FITTING PRECISION OF PLANETARY ORBITER IMAGES CAUSED BY EXPOSURE TIME CHANGING.
- Author
-
Liu, B., Xu, B., Di, K., and Jia, M.
- Subjects
DETECTORS ,EPHEMERIDES - Abstract
In this paper, we propose a new solution to the low RFM fitting precision caused by exposure time changing using sensor correction. First, we establish a new rigorous geometric model, with the same ephemerides, attitudes and sensor design parameters of Chang'E-2 and HRSC images, using an equal exposure time of each scan line. The original rigorous geometric model is also established. With a given height, we can establish the correspondence between the two rigorous models. Then we generate a sensor corrected image by resampling the original image using an average elevation or a digital elevation model. We found that the sensor corrected images can be used for topographic mapping which maintains almost the same precision of the original images under certain conditions. And RFM can fit rigorous geometric model of the sensor corrected image very well. Preliminary experimental results show that the RMS residual error of the RFM fitting can reach to 1/100 pixel level too. Using the proposed solution, sensors with changing exposure time can be precisely modelled by the generic RFM. [ABSTRACT FROM AUTHOR]
- Published
- 2016
- Full Text
- View/download PDF
44. Global mapping and analysis of lunar wrinkle ridges.
- Author
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Yue, Z., Li, W., Di, K., Liu, Z., and Liu, J.
- Published
- 2015
- Full Text
- View/download PDF
45. CD SEM metrology macro CD technology: beyond the average.
- Author
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Bunday, Benjamin D., Michelson, Di K., Allgair, John A., Tam, Aviram, Chase-Colin, David, Dajczman, Asaf, Adan, Ofer, and Har-Zvi, Michael
- Published
- 2005
- Full Text
- View/download PDF
46. A CROSS-SITE VISUAL LOCALIZATION METHOD FOR YUTU ROVER.
- Author
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Wan, W., Liu, Z., Di, K., Wang, B., and Zhou, J.
- Subjects
PLANETARY surfaces ,ECONOMICS field work - Abstract
Localization of the rover is critical to support science and engineering operations in planetary rover missions, such as rover traverse planning and hazard avoidance. It is desirable for planetary rover to have visual localization capability with high degree of automation and quick turnaround time. In this research, we developed a visual localization method for lunar rover, which is capable of deriving accurate localization results from cross-site stereo images. Tie points are searched in correspondent areas predicted by initial localization results and determined by ASIFT matching algorithm. Accurate localization results are derived from bundle adjustment based on an image network constructed by the tie points. In order to investigate the performance of proposed method, theoretical accuracy analysis on is implemented by means of error propagation principles. Field experiments were conducted to verify the effectiveness of the proposed method in practical applications. Experiment results prove that the proposed method provides more accurate localization results (1%~4%) than dead-reckoning. After more validations and enhancements, the developed rover localization method has been successfully used in Chang'e-3 mission operations. [ABSTRACT FROM AUTHOR]
- Published
- 2014
- Full Text
- View/download PDF
47. A ZUPT-BASED METHOD FOR ASTRONAUT NAVIGATION ON PLANETARY SURFACE AND PERFORMANCE EVALUATION UNDER DIFFERENT LOCOMOTION PATTERNS.
- Author
-
Sun, X., Wu, K., Li, Y., and Di, K.
- Subjects
PLANETARY surfaces ,ASTRONAUTS ,LOCOMOTION - Abstract
In this research, we develop a Zero Velocity Update (ZUPT) based method for astronaut navigation and evaluate its performance under different locomotion patterns. In this ZUPT based dead-reckoning, the position drift of IMU is corrected using the constraint that the instantaneous velocity is zero when static state is automatically detected. A series of field experiments have been performed on terrains of different slopes and hardness in an urban park and a desert under different locomotion patterns, such as walking and hopping. The experimental results show that the positioning accuracy of the developed ZUPT based dead-reckoning is 1.5%-2.3% under different locomotion patterns, demonstrating the potential of ZUPT for astronaut navigation. [ABSTRACT FROM AUTHOR]
- Published
- 2014
- Full Text
- View/download PDF
48. HIGH PRECISION TOPOGRAPHIC MAPPING AT CHANG'E-3 LANDING SITE WITH MULTI-SOURCE DATA.
- Author
-
Liu, Y., Liu, B., Xu, B., Liu, Z., Di, K., and Zhou, J.
- Subjects
TOPOGRAPHIC maps ,TERRAIN mapping - Abstract
Chang'e-3 (CE-3) is the first lander and rover of China following the success of Chang'e-1 and Chang'e-2 (CE-2) orbiters. High precision topographic mapping can provide detailed terrain information to ensure the safety of the rover as well as to support scientific investigations. In this research, multi-source data are co-registered into a uniform geographic framework for high precision topographic mapping at the CE-3 landing site. CE-2 CCD images with 7 m- and 1.5 m- resolutions are registered using selfcalibration bundle adjustment method with ground control points (GCPs) selected from LRO WAC mosaic map and LOLA DTM. The trajectory of CE-3 descent images are recovered using self-calibration free net bundle adjustment, and then the topographic data is rectified by absolute orientation with GCPs selected from the adjusted CE-2 DEM and DOM. Finally, these topographic data are integrated into the same geographic framework for unified, multi-scale, high precision mapping of the CE-3 landing site. Key technologies and the mapping products of this research have been used to support the surface operations of CE-3 mission. [ABSTRACT FROM AUTHOR]
- Published
- 2014
- Full Text
- View/download PDF
49. Projectile remnants in central peaks of lunar impact craters.
- Author
-
Yue, Z., Johnson, B. C., Minton, D. A., Melosh, H. J., Di, K., Hu, W., and Liu, Y.
- Subjects
PROJECTILES ,LUNAR craters ,VAPORIZATION ,OLIVINE ,LUNAR surface ,ASTEROIDS ,METEORITES ,CHONDRULES - Abstract
The projectiles responsible for the formation of large impact craters are often assumed to melt or vaporize during the impact, so that only geochemical traces or small fragments remain in the final crater. In high-speed oblique impacts, some projectile material may survive, but this material is scattered far down-range from the impact site. Unusual minerals, such as magnesium-rich spinel and olivine, observed in the central peaks of many lunar craters are therefore attributed to the excavation of layers below the lunar surface. Yet these minerals are abundant in many asteroids, meteorites and chondrules. Here we use a numerical model to simulate the formation of impact craters and to trace the fate of the projectile material. We find that for vertical impact velocities below about 12 km s
−1 , the projectile may both survive the impact and be swept back into the central peak of the final crater as it collapses, although it would be fragmented and strongly deformed. We conclude that some unusual minerals observed in the central peaks of many lunar impact craters could be exogenic in origin and may not be indigenous to the Moon. [ABSTRACT FROM AUTHOR]- Published
- 2013
- Full Text
- View/download PDF
50. GLOBAL SURVEY OF LUNAR WRINKLE RIDGE FORMATION TIMES.
- Author
-
Yue, Z., Michael, G., Di, K., and Liu, J.
- Subjects
LUNAR exploration ,LUNAR craters ,METEORITES - Published
- 2017
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