383 results on '"Njoku, Eni G"'
Search Results
2. Retrieving soil moisture for non-forested areas using PALS radiometer measurements in SMAPVEX12 field campaign
- Author
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Colliander, Andreas, Njoku, Eni G., Jackson, Thomas J., Chazanoff, Seth, McNairn, Heather, Powers, Jarrett, and Cosh, Michael H.
- Published
- 2016
- Full Text
- View/download PDF
3. Assimilation of remotely sensed soil moisture and vegetation with a crop simulation model for maize yield prediction
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Ines, Amor V.M., Das, Narendra N., Hansen, James W., and Njoku, Eni G.
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- 2013
- Full Text
- View/download PDF
4. NASA’S SOIL MOISTURE ACTIVE PASSIVE (SMAP) MISSION AND OPPORTUNITIES FOR APPLICATIONS USERS
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Brown, Molly E., Escobar, Vanessa, Moran, Susan, Entekhabi, Dara, O’Neill, Peggy E., Njoku, Eni G., Doorn, Brad, and Entin, Jared K.
- Published
- 2013
5. Satellite Remote Sensing of Sea Surface Temperature
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Njoku, Eni G., Geernaert, G. L., editor, and Plant, W. L., editor
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- 1990
- Full Text
- View/download PDF
6. Stokes antenna temperatures
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Piepmeier, Jeffrey R., Long, David G., and Njoku, Eni G.
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Antennas (Electronics) -- Thermal properties ,Remote sensing -- Research ,Polarization (Light) -- Evaluation ,Radiation -- Measurement ,Radiation -- Methods ,Business ,Earth sciences ,Electronics and electrical industries - Abstract
The growing importance of polarimetric radiometers has led to the need for a detailed theory for Stokes antenna temperatures. In this paper, we provide a full Stokes vector formulation of an antenna temperature that accounts for the entire antenna pattern, which includes polarization mixing in the main-beam and sidelobe effects. To derive the Stokes antenna temperatures, we follow the conventional methods in the Earth remote sensing literature while relying on a coherency algebra approach from radio astronomy. Connections and parallels to the conventional approaches are noted along the way. We also introduce generalizations of beam efficiency and cross polarization for use with polarimetric radiometers. These provide important metrics in the design of future systems. Index Terms--Jones matrix, Mueller matrix, polarimetry, polarization, radiometry, Stokes parameters.
- Published
- 2008
7. Satellite microwave remote sensing of boreal and arctic soil temperatures from AMSR-E
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Jones, Lucas A., Kimball, John S., McDonald, Kyle C., Chan, Steven Tsz K., Njoku, Eni G., and Oechel, Walter C.
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Arctic research -- Methods ,Microwave detectors -- Usage ,Radiometers -- Usage ,Artificial satellites in remote sensing -- Methods ,Soil temperature -- Analysis ,Soils -- Thermal properties ,Soils -- Analysis ,Business ,Earth sciences ,Electronics and electrical industries - Abstract
Methods are developed and evaluated to retrieve surface soil temperature information for the Advanced Microwave Scanning Radiometer on Earth Observing System for seven boreal forest and Arctic tundra biophysical monitoring sites across Alaska and Northern Canada. A multiple-band iterative radiative transfer process-based method producing dynamic vegetation and snow cover correction quantities and an empirical multiple regression method using several frequencies are employed. The seasonal pattern of microwave emission and relative accuracy of the soil temperature retrievals are influenced strongly by landscape properties, including the presence of open water, vegetation type and seasonal phenology, snow cover, and freeze-thaw transitions. The retrieval of soil temperature is similar for the two methods with an overall root-mean-square error of 3.1-3.9 K during summer thawed conditions, with a larger error occurring in winter during periods of dynamic snow cover and freeze--thaw state. These results indicate that at high latitudes, the influence of the atmosphere may be less important than that of surface conditions in determining the relative accuracy of the estimated soil temperature. Impacts of surface conditions on surface emissivity, observed brightness temperature, and estimated soil temperature are discussed. Index Terms--Advanced Microwave Scanning Radiometer for the Earth Observing System (AMSR-E), Arctic tundra, boreal forest, microwave radiometry, satellite remote sensing, soil temperature.
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- 2007
8. Impact of multiresolution active and passive microwave measurements on soil moisture estimation using the ensemble Kalman smoother
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Dunne, Susan C., Entekhabi, Dara, and Njoku, Eni G.
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Remote sensing -- Analysis ,Electric filters -- Analysis ,Business ,Earth sciences ,Electronics and electrical industries - Abstract
An observing system simulation experiment is developed to test tradeoffs in resolution and accuracy for soil moisture estimation using active and passive L-band remote sensing. Concepts for combined radar and radiometer missions include designs that will provide multiresolution measurements. In this paper, the scientific impacts of instrument performance are analyzed to determine the measurement requirements for the mission concept. The ensemble Kalman smoother (EnKS) is used to merge these multiresolution observations with modeled soil moisture from a land surface model to estimate surface and subsurface soil moisture at 6-km resolution. The model used for assimilation is different from that used to generate 'truth.' Consequently, this experiment simulates how data assimilation performs in real applications when the model is not a perfect representation of reality. The EnKS is an extension of the ensemble Kalman filter (EnKF) in which observations are used to update states at previous times. Previous work demonstrated that it provides a computationally inexpensive means to improve the results from the EnKF, and that the limited memory in soil moisture can be exploited by employing it as a fixed lag smoother. Here, it is shown that the EnKS can be used in large problems with spatially distributed state vectors and spatially distributed multiresolution observations. The EnKS-based data assimilation framework is used to study the synergy between passive and active observations that have different resolutions and measurement error distributions. The extent to which the design parameters of the EnKS vary depending on the combination of observations assimilated is investigated. Index Terms--Data assimilation, ensemble Kalman filter, ensemble Kalman smoother, hydrology, land surface hydrology, microwave remote sensing, reanalysis, soil moisture.
- Published
- 2007
9. Polarimetric Scanning Radiometer C- and X-band microwave observations during SMEX03
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Jackson, Thomas J., Bindlish, Rajat, Gasiewski, Albin J., Stankov, Boba, Klein, Marian, Njoku, Eni G., Bosch, David, Coleman, Tommy L., Laymon, Charles A., and Starks, Patrick
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Radiometers -- Usage ,Radiometers -- Observations ,Soil moisture -- Research ,Business ,Earth sciences ,Electronics and electrical industries - Abstract
Soil Moisture Experiment 2003 (SMEX03) was the second in a series of field campaigns using the National Oceanic and Atmospheric Administration Polarimetric Scanning Radiometer (PSR/CX) designed to validate brightness temperature ([T.sub.B]) data and soil moisture retrieval algorithms for the Advanced Microwave Scanning Radiometer (AMSR-E) for the Earth Observing System on the Aqua satellite. Objectives related to the PSR/CX during SMEX03 included: calibration and validation of AMSR-E [T.sub.B] observations over different climate/vegetation regions of the U.S. [Alabama (AL), Georgia (GA), Oklahoma (OK)], identification of possible areas of radio-frequency interference (RFI), comparison of X-band observations from Tropical Rainfall Measurement Mission Microwave Imager (TMI), AMSR-E, and PSR/CX, and exploring the potential of soil moisture retrieval algorithms using C- and X-band imagery in diverse landscapes. In the current investigation, more than 100 flightlines of PSR/CX data were extensively processed to produce gridded [T.sub.B] products for the four study regions. Due to the lack of significant rainfall in OK, generally dry soil moisture conditions were observed. Observations obtained over AL include a wide range of soil moisture and vegetation conditions. Results from the AL site clearly showed a lack of sensitivity to rainfall/soil moisture under forest canopy cover. Quantitative comparisons made with the TMI validated that both the PSR/CX and AMSR-E X-band channels were well calibrated. Spectral analyses indicated that the PSR/CX observations at C-band also are reasonable. As expected, there were varying degrees of RFI in the AMSR-E C-band data for the study sites that will prevent further soil moisture analysis using these data. X-band comparisons of the PSR/CX high-resolution and AMSR-E and TMI low-resolution data indicated a linear scaling for the range of conditions studied in SMEX03. These results will form the basis for further soil moisture investigations. Index Terms--Advanced Microwave Scanning Radiometer (AMSR-E), passive microwave, soil moisture, validation.
- Published
- 2005
10. A combined modeling and multipectral/multiresolution remote sensing approach for disaggregation of surface soil moisture: application to SMOS configuration
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Merlin, Olivier, Chehbouni, Abdel G., Kerr, Yann H., Njoku, Eni G., and Entekhabi, Dara
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Soil moisture -- Research ,Remote sensing -- Research ,Algorithms ,Algorithm ,Business ,Earth sciences ,Electronics and electrical industries - Abstract
A new physically based disaggregation method is developed to improve the spatial resolution of the surface soil moisture extracted from the Soil Moisture and Ocean Salinity (SMOS) data. The approach combines the 40-km resolution SMOS multiangular brightness temperatures and 1-km resolution auxiliary data composed of visible, near-infrared, and thermal infrared remote sensing data and all the surface variables involved in the modeling of land surface-atmosphere interaction available at this scale (soil texture, atmospheric forcing, etc.). The method successively estimates a relative spatial distribution of soil moisture with fine-scale auxiliary data, and normalizes this distribution at SMOS resolution with SMOS data. The main assumption relies on the relationship between the radiometric soil temperature inverted from the thermal infrared and the microwave soil moisture. Based on synthetic data generated with a land surface model, it is shown that the radiometric soil temperature can be used as a tracer of the spatial variability of the 0-5 cm soil moisture. A sensitivity analysis shows that the algorithm remains stable for big uncertainties in auxiliary data and that the uncertainty in SMOS observation seems to be the limiting factor. Finally, a simple application to the SGP97/AVHRR data illustrates the usefulness of the approach. Index Terms--Disaggregation, multispectral remote sensing, Soil Moisture and Ocean Salinity (SMOS) mission, surface soil moisture, synergy.
- Published
- 2005
11. An observing system simulation experiment for hydros radiometer-only soil moisture products
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Crow, Wade T., Chan, Steven Tsz K., Entekhabi, Dara, Houser, Paul R., Hsu, Ann Y., Jackson, Thomas J., Njoku, Eni G., O'Neill, Peggy E., Shi, Jiancheng, and Zhan, Xiwu
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Soil moisture -- Research ,Soil moisture -- Measurement ,Remote sensing -- Research ,Algorithms -- Research ,Algorithms -- Technology application ,Algorithm ,Technology application ,Business ,Earth sciences ,Electronics and electrical industries - Abstract
Based on 1-km land surface model geophysical predictions within the United States Southern Great Plains (Red-Arkansas River basin), an observing system simulation experiment (OSSE) is carried out to assess the impact of land surface heterogeneity, instrument error, and parameter uncertainty on soil moisture products derived from the National Aeronautics and Space Administration Hydrosphere State (Hydros) mission. Simulated retrieved soil moisture products are created using three distinct retrieval algorithms based on the characteristics of passive microwave measurements expected from Hydros. The accuracy of retrieval products is evaluated through comparisons with benchmark soil moisture fields obtained from direct aggregation of the original simulated soil moisture fields. The analysis provides a quantitative description of how land surface heterogeneity, instrument error, and inversion parameter uncertainty impacts propagate through the measurement and retrieval process to degrade the accuracy of Hydros soil moisture products. Results demonstrate that the discrete set of error sources captured by the OSSE induce root mean squared errors of between 2.0% and 4.5% volumetric in soil moisture retrievals within the basin. Algorithm robustness is also evaluated for the case of artificially enhanced vegetation water content (W) values within the basin. For large W(> 3 kg x [m.sup.-2]), a distinct positive bias, attributable to the impact of sub-footprint-scale landcover heterogeneity, is identified in soil moisture retrievals. Prospects for the removal of this bias via a correction strategy for inland water and/or the implementation of an alternative aggregation strategy for surface vegetation and roughness parameters are discussed. Index Terms--Microwave remote sensing, observing system simulation experiment, soil moisture, spaceborne radiometry.
- Published
- 2005
12. Global survey and statistics of radio-frequency interference in AMSR-E land observations
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Njoku, Eni G., Ashcroft, Peter, Chan, Tsz K., and Li, Li
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Microwave devices -- Usage ,Remote sensing -- Research ,Radiation -- Measurement ,Radiation -- Research ,Business ,Earth sciences ,Electronics and electrical industries - Abstract
Radio-frequency interference (RFI) is an increasingly serious problem for passive and active microwave sensing of the Earth. To satisfy their measurement objectives, many spaceborne passive sensors must operate in unprotected bands, and future sensors may also need to operate in unprotected bands. Data from these sensors are likely to be increasingly contaminated by RFI as the spectrum becomes more crowded. In a previous paper we reported on a preliminary investigation of RFI observed over the United States in the 6.9-GHz channels of the Advanced Microwave Scanning Radiometer (AMSR-E) on the Earth Observing System Aqua satellite. Here, we extend the analysis to an investigation of RFI in the 6.9- and 10.7-GHz AMSR-E channels over the global land domain and for a one-year observation period. The spatial and temporal characteristics of the RFI are examined by the use of spectral indices. The observed RFI at 6.9 GHz is most densely concentrated in the United States, Japan, and the Middle East, and is sparser in Europe, while at 10.7 GHz the RFI is concentrated mostly in England, Italy, and Japan. Classification of RFI using means and standard deviations of the spectral indices is effective in identifying strong RFI. In many cases, however, it is difficult, using these indices, to distinguish weak RFI from natural geophysical variability. Geophysical retrievals using RFI-filtered data may therefore contain residual errors due to weak RFI. More robust radiometer designs and continued efforts to protect spectrum allocations will be needed in future to ensure the viability of spaceborne passive microwave sensing. Index Terms--Advanced Microwave Scanning Radiometer (AMSR), microwave radiometry, microwave remote sensing, radio-frequency interference (RFI).
- Published
- 2005
13. Spatial resolution and processing tradeoffs for HYDROS: application of reconstruction and resolution enhancement techniques
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Long, David G., Spencer, Michael W., and Njoku, Eni G.
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Remote sensing -- Research ,Business ,Earth sciences ,Electronics and electrical industries - Abstract
Recent developments in reconstruction and resolution enhancement for microwave instruments suggest a possible tradeoff between computation, resolution, and downlink data rate based on postcollection reconstruction/resolution enhancement processing. The Hydrospheric State mission is designed to measure global soil moisture and freeze/thaw state in support of weather and climate prediction, water, energy, and carbon cycle studies, and natural hazards monitoring. It will use an active and passive L-band microwave system that optimizes measurement accuracy, spatial resolution, and coverage. The active channels use synthetic aperture radar-type processing to achieve fine spatial resolution, requiring a relatively high downlink data rate and ground processor complexity. To support real-time applications and processing, an optional postcollection reconstruction and resolution enhancement method is investigated. With this option, much lower rate real-aperture radar data are used along with ground-based postprocessing algorithms to enhance the resolution of the observations to achieve the desired 10-km resolution. Several approaches are investigated in this paper. It is determined that a reconstruction/resolution enhancement technique combining both forward- and aft-looking measurements enables estimation of 10-km resolution or better backscatter values at acceptable accuracy. Key tradeoffs to achieve this goal are considered. Index Terms--Hydrospheric State (HYDROS), reconstruction, resolution enhancement.
- Published
- 2005
14. A preliminary survey of radio-frequency interference over the U.S. in aqua AMSR-E data
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Li, Li, Njoku, Eni G., Im, Eastwood, Chang, Paul S., and St. Germain, Karen
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Radiation -- Measurement ,Radiation -- Research ,Business ,Earth sciences ,Electronics and electrical industries - Abstract
A spectral difference method is used to quantify the magnitude and extent of radio-frequency interference (RFI) observed over the United States in the Aqua AMSR-E radiometer channels. A survey using data from the AMSR-E instrument launched in May 2002 shows the interference to be widespread in the C-band (6.9 GHz) channels. The RFI is located mostly, but not always, near large highly populated urban areas. The locations of interference are persistent in time, but the magnitudes show temporal and directional variability. Strong and moderate RFI can be identified relatively easily using an RFI index derived from the spectral difference between the 6.9- and 10.7-GHz channels. Weak RFI is difficult to distinguish, however, from natural geophysical variability. These findings have implications for future microwave sensing at C-band, particularly over land areas. An innovative concept for radiometer system design is also discussed as a possible mitigation approach. Index Terms--Advanced Microwave Scanning Radiometer (AMSR), microwave radiometry, radio-frequency interference (RFI), land remote sensing.
- Published
- 2004
15. Soil moisture retrieval using the Passive/Active L- and S-band radar/radiometer
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Bolten, John D., Lakshmi, Venkataraman, and Njoku, Eni G.
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Remote sensing -- Research ,Business ,Earth sciences ,Electronics and electrical industries - Abstract
In the present study, remote sensing of soil moisture is carried out using the Passive and Active L- and S-band airborne sensor (PALS). The data in this paper were taken from five days of overflights near Chickasha, OK during the 1999 Southern Great Plains (SGP99) experiment. Presently, we analyze the collected data to understand the relationships between the observed signals (radiometer brightness temperature and radar backscatter) and surface parameters (surface soil moisture, temperature, vegetation water content, and roughness). In addition, a radiative transfer model and two radar backscatter models are used to simulate the PALS observations. An integration of observations, regression retrievals, and forward modeling is used to derive the best estimates of soil moisture under varying surface conditions. Index Terms--Microwave, radar, radiometer, remote sensing, soil moisture.
- Published
- 2003
16. Soil moisture retrieval from AMSR-E
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Njoku, Eni G., Jackson, Thomas J., Lakshmi, Venkataraman, Chan, Tsz K., and Nghiem, Son V.
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Artificial satellites in remote sensing -- Usage ,Soil moisture -- Measurement ,Radiometers -- Usage ,Business ,Earth sciences ,Electronics and electrical industries - Abstract
The Advanced Microwave Scanning Radiometer (AMSR-E) on the Earth Observing System (EOS) Aqua satellite was launched on May 4, 2002. The AMSR-E instrument provides a potentially improved soil moisture sensing capability over previous spaceborne radiometers such as the Scanning Multichannel Microwave Radiometer and Special Sensor Microwave/Imager due to its combination of low frequency and higher spatial resolution (approximately 60 km at 6.9 GHz). The AMSR-E soil moisture retrieval approach and its implementation are described in this paper. A postlaunch validation program is in progress that will provide evaluations of the retrieved soil moisture and enable improved hydrologic applications of the data. Key aspects of the validation program include assessments of the effects on retrieved soil moisture of variability in vegetation water content, surface temperature, and spatial heterogeneity. Examples of AMSR-E brightness temperature observations over land are shown from the first few months of instrument operation, indicating general features of global vegetation and soil moisture variability. The AMSR-E sensor calibration and extent of radio frequency interference are currently being assessed, to be followed by quantitative assessments of the soil moisture retrievals. The AMSR-E instrument was developed by the National Space Development Agency of Japan (NASDA) and provided to the U.S. National Aeronautics and Space Administration. A similar instrument was launched in December 2002 on NASDA's ADEOS-II satellite. Index Terms--Hydrology, microwave, radiometry, remote sensing, satellite, soil moisture.
- Published
- 2003
17. Observations of soil moisture using a passive and active low-frequency microwave airborne sensor during SGP99
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Njoku, Eni G., Wilson, William J., Yueh, Simon H., Dinardo, Steve J., Li, Fuk K., Jackson, Thomas J., Lakshmi, Venkataraman, and Bolten, J.
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Soil moisture -- Measurement ,Soil chemistry -- Equipment and supplies ,Microwave detectors -- Usage ,Radiometers -- Usage ,Remote sensing -- Equipment and supplies ,Business ,Earth sciences ,Electronics and electrical industries - Abstract
Data were acquired by the Passive and Active Land S-band airborne sensor (PALS) during the 1999 Southern Great Plains (SGP99) experiment in Oklahoma to study remote sensing of soil moisture in vegetated terrain using low-frequency microwave radiometer and radar measurements. The PALS instrument measures radiometric brightness temperature and radar backscatter at L- and S-band frequencies with multiple polarizations and approximately equal spatial resolutions. The data acquired during SGP99 provide (33) Many delegates opposed Article 23(3) of the ILC Draft on various grounds, including the possibility that the Council may disrupt the ICC's ability to function independently. (34) The ICC may be deprived of its jurisdiction in a particular situation if the situation remains under the Council's consideration for an indefinite period of time. (35) One veto by a permanent Council member can sufficiently thwart or block the ICC from action, which makes the ICC vulnerable to the Council's political motivations. (36) The search for a compromise between the ICC and the Council's powers coalesced around the 'Singapore Compromise.' (37) During PrepCom's August 1997 session, Singapore formally proposed an amendment revising the relationship structure between the ICC and the Council. (38) Singapore's proposal became the basis for the second option in Article 23(3) in the ILC Draft. (39) Singapore's proposal states, '[n]o investigation or prosecution may be commenced or proceeded with under this Statute where the Security Council has acting under Chapter VII of the Charter of the United Nations, given a direction to that effect.' (40) The Singapore Compromise proposes the opposite of what was required by Article 23(3) of the ILC Draft. (41) Thus, ICC proceedings may continue unless the Council formally decides to stop the process. (42) Since the adoption of a Security Council decision requires a minimum of nine affirmative votes in the Council, the ICC's proceedings may only be blocked by a 'concerted effort' of the Council members. (43) Theoretically, an ICC proceeding cannot be impeded even if all five permanent Council members joined to block the proceeding; nine positive votes are required to inhibit the block, including those from the five permanent members. (44) Based on Singapore's proposal, a 'negative veto' by the ILC text would be replaced by a positive vote. (45) Consequently, the ICC can exercise its jurisdiction unless it is directed not to do so by the Council. (46) In addition to the terms of the Singapore proposal, Canada recommended a 12-month renewable deferral period. (47) Costa Rica also suggested that deferral requests be made by a 'formal and specific decision' by the Security Council. (48) Furthermore, Singapore's proposal became the groundwork for Article 16 of the ICC Statute. The United Kingdom was the first permanent Security Council member to advocate changes in the relationship between the ICC and the Security Council. (49) A British draft for Article 10(2) (50) submitted during the March-April session of PrepCom in 1998 became the basis for the final draft of Article 16. (51) B. Legal Consequences Under Article 16, the Council may request that the ICC not investigate or proceed with a prosecution when the requisite majority of its members conclude that judicial action, or the threat of it, might harm the Council's efforts to maintain international peace and security pursuant to the U.N. Charter. (52) The ICC Statute does not define what it considers an 'investigation and prosecution.' (53) The statute indicates, however, that an 'investigation' involves an action that may be taken with respect to both a situation or an individual, while a 'prosecution' involves actions taken with respect only to a specific person. (54) The ICC prosecutor may initiate investigations upon receiving a referral about a particular situation by a State Party to the ICC Statute or the Security Council. (55) Upon commencement, an investigation must comprise the totality of investigative actions undertaken by the prosecutor under the ICC Statute in order to confirm the charges against a suspected individual or group. (56) After evaluating the available information, the ICC prosecutor can initiate an investigation if there is a reasonable basis to proceed. (57) Accordingly, one could conclude that still there are steps prior to the authorization of an investigation that the prosecutor is not precluded from taking, despite the fact that a Security Council's deferral under Article 16 took place. The Statute clearly permits the prosecutor to do the following: (1) conduct a preliminary examination as described in Article 15; (2) evaluate the information made available; (58) (3) seek 'information from States, organs of the United Nations, intergovernmental or non-governmental organizations, or other reliable sources that he or she deems appropriate;' and (4) receive 'written or oral testimony at the seat of the Court.' (59) The language of Article 16 is unclear, which makes interpreting the law problematic and difficult. Article 16 provides that '[n]o investigation or prosecution may be commenced or proceeded' after the Security Council issues a request. (60) Hence, that provision begs the question: 'When does an investigation or prosecution `commence?'' The commencement of an investigation may not necessarily depend on how the ICC's jurisdiction is triggered. The investigation commences when the ICC prosecutor determines that there is a 'reasonable basis to proceed' and renders a decision to that effect. (61) This is obviously a further or subsequent step to the preliminary examination and is probably based upon the decision of the Pre-Trial Chamber if the prosecutor is acting proprio motu. (62) Article 16 suggests that it may not only prevent the start of an investigation or prosecution, but it also may stop an investigation or a prosecution that is already underway. (63) Thus, one might wonder how problems arising from the Council's issuance of a deferral may be solved, especially once proceedings have begun. The deferral request raises a number of interesting questions. First, does a person arrested by a custodial state have to be set free? Second, what happens to a person who appeared before the ICC pursuant to a surrender request in accordance with Article 89(1)? Must that person stay in custody until the 12-month period lapses, or remain in custody as long as the Council decides? Third, what are the legal consequences of this decision with regard to that person's human rights? Fourth, what are the precautions required for the preservation of evidence? Neither the Statute nor the Rules of Procedure and Evidence appear to have definite answers to the above questions. From an analytical standpoint, however, one could draw a conclusion to the first question, beginning with an examination of the deferral decision. Although all states are bound by the Security Council's decisions, could the effects of that decision go beyond suspending the proceedings? In other words, a literal reading of Article 16 suggests that its power is limited by blocking the commencement of an investigation or prosecution, or stopping an on-going proceeding. (64) Hence, under a strict interpretation, a deferral decision does not mean that the defendant is no longer incriminated; rather, because the decision is procedural and based on political reasons, the proceedings are merely suspended for a specified period. A different interpretation would imply that the Council would be acting as a judicial body, which is obviously incorrect. The prosecutor can proceed with the investigation or prosecution once the deferral period has lapsed and the Council has not renewed the deferral. (65) Because releasing the person is not a legal consequence from that decision, it seems to be discretionary and not dependent on the decision. (66) A person should not be set free, however, when a case deals with the most heinous crimes. If a deferral continues for several years, then a person's right to 'be tried without undue delay' might be violated regardless of whether the person is under custody. (67) Although the prosecutor may conduct preliminary examinations after a deferral request is made, the prosecutor's efforts may be entirely futile or inadequate when destruction of evidence is imminent. (68) Absent the Security Council's guidance, the prosecutor may, under Article 54(3)(f), 'take necessary measures, or request the necessary measuresinformation on the sensitivities of multichannel low-frequency passive and active measurements to soil moisture for vegetation conditions including bare, pasture, and crop surface cover with field-averaged vegetation water contents mainly in the 0-2.5 kg [m.sup.-2] range. Precipitation occurring during the experiment provided an opportunity to observe wetting and drying surface conditions. Good correlations with soil moisture were observed in the radiometric channels. The 1.41-GHz horizontal-polarization channel showed the greatest sensitivity to soil moisture over the range of vegetation observed. For the fields sampled, a radiometric soil moisture retrieval accuracy of 2.3% volumetric was obtained. The radar channels showed significant correlation with soil moisture for some individual fields, with greatest sensitivity at 1.26-GHz vertical copolarized channel. However, variability in vegetation cover degraded the radar correlations for the combined field data. Images generated from data collected on a sequence of flight lines over the watershed region showed similar patterns of soil moisture change in the radiometer and radar responses. This indicates that under vegetated conditions for which soil moisture estimates may not be feasible using current radar algorithms, the radar measurements nevertheless show a response to soil moisture change, and they can provide useful information on the spatial and temporal variability of soil moisture. An illustration of the change detection approach is given. Index Terms--Microwave, radar, radiometer, remote sensing, soil moisture.
- Published
- 2002
18. Soil moisture retrieval using the C-band Polarimetric Scanning Radiometer during the Southern Great Plains 1999 experiment
- Author
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Jackson, Thomas J., Gasiewski, Albin. J., Oldak, Anna, Klein, Marian, Njoku, Eni G., Yevgrafov, Aleksandr, Christiani, Sven, and Bindlish, Rajat
- Subjects
Soil moisture -- Measurement ,Remote sensing -- Research ,Business ,Earth sciences ,Electronics and electrical industries - Abstract
The Advanced Microwave Scanning Radiometer (AMSR) holds promise for retrieving soil moisture in regions with low levels of vegetation. Algorithms for this purpose have been proposed, but none have been rigorously evaluated due to a lack of datasets. Accordingly, the Southern Great Plains 1999 Experiment (SGP99) was designed to provide C-band datasets for AMSR algorithm development and validation. Ground observations of soil moisture and related variables were collected in conjunction with aircraft measurements using a C-band radiometer similar to the AMSR sensor (6.92 GHz), the Polarimetric Scanning Radiometer with its C-band scanhead (PSR/C). The study region has been the focus of several previous remote sensing field experiments and contains vegetation conditions compatible with the expected capabilities of C-band for soil moisture retrieval. Flights were conducted under a wide range of soil moisture conditions, thus providing a robust dataset for validation. A significant issue found in data processing was the removal of anthropogenic radio-frequency interference. Several approaches to estimating the parameters of a single-channel soil moisture retrieval algorithm were used. PSR/C soil moisture images show spatial and temporal patterns consistent with meteorological and soil conditions, and the dynamic range of the PSR/C observations indicates that the AMSR instrument can provide useful soil moisture information. Index Terms--Advanced microwave scanning radiometer (AMSR), passive microwave, soil moisture.
- Published
- 2002
19. NASAs Soil Moisture Active Passive (SMAP) Mission and Opportunities For Applications Users
- Author
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Brown, Molly E, Escobar, Vanessa, Moran, Susan, Entekhabi, Dara, O'Neill, Peggy, Njoku, Eni G, Doorn, Brad, and Entin, Jared K
- Subjects
Earth Resources And Remote Sensing - Abstract
Water in the soil, both its amount (soil moisture) and its state (freeze/thaw), plays a key role in water and energy cycles, in weather and climate, and in the carbon cycle. Additionally, soil moisture touches upon human lives in a number of ways from the ravages of flooding to the needs for monitoring agricultural and hydrologic droughts. Because of their relevance to weather, climate, science, and society, accurate and timely measurements of soil moisture and freeze/thaw state with global coverage are critically important.
- Published
- 2013
20. Soil Moisture Active Passive Mission SMAP and Its Application to Agriculture
- Author
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Das, Narendra N, Njoku, Eni G, Entekhabi, Dara, Ines, Amor, and Hansen, J
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Earth Resources And Remote Sensing - Published
- 2012
21. Utilization of ancillary data sets for SMAP algorithm development and product generation
- Author
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O’Neill, Peggy E, Podest, Erika, and Njoku, Eni G
- Abstract
Once launched in late 2014/early 2015, the Soil Moisture Active Passive (SMAP) mission will provide high resolution global mapping of soil moisture and its freeze/thaw state every 2-3 days. These measurements are valuable to improved understanding of the Earth’s water, energy, and carbon cycles, and to applications of societal benefit. In order for soil moisture and freeze/thaw to be retrieved accurately from SMAP microwave data, a variety of global static and dynamic ancillary data are required. The choice of which ancillary datasets to use for SMAP products will be based on a number of factors including availability and ease of use, their inherent error and resulting impact on SMAP retrieval accuracies, and compatibility with similar choices made by ESA’s SMOS mission.
- Published
- 2011
22. Fostering Application Opportunites for the NASA Soil Moisture Active Passive (SMAP) Mission
- Author
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Moran, M. Susan, O'Neill, Peggy E, Entekhabi, Dara, Njoku, Eni G, and Kellogg, Kent H
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Earth Resources And Remote Sensing - Abstract
The NASA Soil Moisture Active Passive (SMAP) Mission will provide global observations of soil moisture and freeze/thaw state from space. We outline how priority applications contributed to the SMAP mission measurement requirements and how the SMAP mission plans to foster applications and applied science.
- Published
- 2010
23. Stable Targets for Spaceborne Microwave Radiometer Calibration
- Author
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Njoku, Eni G, Chan, S. K, Armstrong, R. L, Brodzik, M. J, Savoie, M. H, and Knowles, K
- Subjects
Earth Resources And Remote Sensing - Abstract
Beginning in the 1970s, continuous observations of the Earth have been made by spaceborne microwave radiometers. Since these instruments have different observational characteristics, care must be taken in combining their data to form consistent long term records of brightness temperatures and derived geophysical quantities. To be useful for climate studies, data from different instruments must be calibrated relative to each other and to reference targets on the ground whose characteristics are stable and can be monitored continuously. Identifying such targets over land is not straightforward due to the heterogeneity and complexity of the land surface and cover. In this work, we provide an analysis of multi-sensor brightness temperature statistics over ocean, tropical forest, and ice sheet locations, spanning the period from 1978 to the present, and indicate the potential of these sites as continuous calibration monitoring targets.
- Published
- 2006
24. Global survey and statistics of radio-frequency interference in AMSR-E land observations
- Author
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Njoku, Eni G, Ashcroft, Peter, Chan, Tsz K, and Li, Li
- Published
- 2005
25. Solving the inverse problem for soil moisture and temperature profiles by sequential assimilation of multifrequency remotely sensed observations
- Author
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Entekhabi, Dara, Nakamura, Hajime, and Njoku, Eni G.
- Subjects
Soil moisture -- Research ,Earth temperature -- Research ,Remote sensing -- Usage ,Business ,Earth sciences ,Electronics and electrical industries - Abstract
An algorithm is developed to solve the inverse problem for the retrieval of the soil moisture and temperature profiles based on remotely sensed observations of multispectral irradiance. A model of coherent wave radiative transfer and a model of coupled heat and moisture diffusion in porous media are combined in order to estimate the liquid volumetric water content and temperature profiles in a soil column using low-frequency passive microwave and infrared emitted radiation observations and without the use of empirical relations. The central purpose of this mainly theoretical paper is to pose the inverse problem and present the physics-based algorithm as the solution. The algorithm is here tested on a basic synthetic example in order to ascertain that the retrieval is feasible. Additional work in the future is necessary and planned in order to test the algorithm with field observations, extend it to include vegetation, and refine it for detail in the specification of heterogeneity in soil types and boundary conditions.
- Published
- 1994
26. Polarimetric Scanning Radiometer C and X Band Microwave Observations During SMEX03
- Author
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Jackson, Thomas J, Bindlish, Rajat, Gasiewski, Albin J, Stankov, Boba, Klein, Marian, Njoku, Eni G, Bosch, David, Coleman, Thomas, Laymon, Charles, and Starks, Patrick
- Subjects
Instrumentation And Photography - Abstract
Soil Moisture Experiments 2003 (SMEX03) was the second in a series of field campaigns using the NOAA Polarimetric Scanning Radiometer (PSR/CX) designed to validate brightness temperature data and soil moisture retrieval algorithms for the Advanced during SMEX03 were: calibration and validation of AMSR-E brightness temperature observations over different climate/vegetation regions of the US. (Alabama, Georgia, Oklahoma), identification of possible sources of Radio Frequency Interference (RFI), comparison of X-band observations from TRMM Microwave Imager (TMI), AMSR-E and PSR/CX, and exploring the potential of soil moisture retrieval algorithms using C and X band imagery in diverse landscapes. In the current investigation, more than one hundred flightlines of PSR/CX data were extensively processed to produce gridded brightness temperature products for the four study regions. Variations associated with soil moisture were not as large as hoped for due to the lack of significant rainfall in Oklahoma. Observations obtained over Alabama include a wide range of soil moisture and vegetation conditions for C and X band frequencies. These results clearly showed a lack of sensitivity to rainfall/soil moisture under forest canopy cover. Quantitative comparisons made between the PSR/CX, AMSR-E for validated that both the PSR/CX and AMSR-E data were well calibrated. X band comparisons of the PSR/CX high resolution and AMSR-E and TMI low-resolution data indicated a linear scaling for the range of conditions studied in SMEX03. These results will form the basis for further soil moisture investigations.
- Published
- 2004
27. Landcover Based Optimal Deconvolution of PALS L-band Microwave Brightness Temperature
- Author
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Limaye, Ashutosh S, Crosson, William L, Laymon, Charles A, and Njoku, Eni G
- Subjects
Earth Resources And Remote Sensing - Abstract
An optimal de-convolution (ODC) technique has been developed to estimate microwave brightness temperatures of agricultural fields using microwave radiometer observations. The technique is applied to airborne measurements taken by the Passive and Active L and S band (PALS) sensor in Iowa during Soil Moisture Experiments in 2002 (SMEX02). Agricultural fields in the study area were predominantly soybeans and corn. The brightness temperatures of corn and soybeans were observed to be significantly different because of large differences in vegetation biomass. PALS observations have significant over-sampling; observations were made about 100 m apart and the sensor footprint extends to about 400 m. Conventionally, observations of this type are averaged to produce smooth spatial data fields of brightness temperatures. However, the conventional approach is in contrast to reality in which the brightness temperatures are in fact strongly dependent on landcover, which is characterized by sharp boundaries. In this study, we mathematically de-convolve the observations into brightness temperature at the field scale (500-800m) using the sensor antenna response function. The result is more accurate spatial representation of field-scale brightness temperatures, which may in turn lead to more accurate soil moisture retrieval.
- Published
- 2004
28. Future Radiometer Systems for Earth Remote Sensing
- Author
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Wilson, William J and Njoku, Eni G
- Subjects
Earth Resources And Remote Sensing - Abstract
This paper will describe a new exciting concept for using microwave systems for Earth remote sensing. This concept will use a 6-m diameter mesh deployable antenna with active and passive systems to provide moderate spatial resolution images at L and S-band microwave frequencies.
- Published
- 2000
29. Observations of Land Surface Variability Using Passive Microwave Sensing
- Author
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Njoku, Eni G
- Subjects
Earth Resources And Remote Sensing - Abstract
Understanding the global variability of land surface wetness (soil moisture), skin temperature, and related surface fluxes of heat and moisture is key to assessing the importance of the land surface in influencing climate. The feasibility of producing model estimates of these quantities is being studied as part of the International Satellite Land Surface Climatology Project (ISLSCP) Global Soil Wetness Project (GSWP). In the GSWP approach, meteorological observations and analyses are used to drive global circulation models. Satellite measurements can provide independent estimates of key land surface parameters that are needed for initializing and validating the climate models and for monitoring long-term change. Satellite observations of the land surface can also be assimilated into soil models to estimate moisture in the root zone. In our research, passive microwave satellite data recorded during 1978-1987 from the Nimbus-7 Scanning Multichannel Microwave Radiometer (SMMR) are being used to examine spatial and temporal trends in surface soil moisture, vegetation, and temperature. These data include observations at C and X bands (6.6 and 10.7 GHz), which are not available on the current Special Sensor Microwave/Imager (SSM/I) and are precursors to data that will become available from the Advanced Microwave Scanning Radiometer (AMSR) on Advanced Earth Observing Satellite (ADEOS-II) and Earth Observing System (EOS) PM1 in the year 2000. A chart shows a time-series of SMMR-derived surface temperature, T-e and surface soil moisture M, retrieved on a 0.5 deg x 0.5 deg grid and further averaged over a 4 deg x 10 deg study region in the African Sahel. Also shown are National Center for Environmental Prediction (NCEP) model outputs of surface temperature, T-sfc, and soil wetness, Soil-w. The variables have been scaled to have similar dynamic ranges on the plots. The NCEP data from the NCEP Reanalysis Project are monthly averages on a 2.5 deg x 2.5 deg grid averaged over the 4 deg x 10 deg study area. Comparisons of SMMR retrievals with forecast model output show the potential of the satellite data for validating model output and monitoring long-term trends. Continuing work will extend these results to other regions to validate the retrievals more quantitatively. In preparation for the launch of AMSR, field experiments are planned in collaboration with the Global Energy and Water Cycle Experiment (GEWEX) Coordinated Enhanced Observing Period (CEOP) experiments to evaluate the satellite-derived soil moisture measurements and to demonstrate their usefulness for land surface hydrology and climate. Additional information is contained in the original.
- Published
- 1999
30. Retrieval of Land Surface Parameter Using Passive Microwave Measurements at 6 to 18 GHz
- Author
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Njoku, Eni G
- Published
- 1997
31. Water
- Author
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Groves, Chris, Lakshmi, Venkat, Njoku, Eni G., Jackson, Thomas J., Cunningham, William L., Grannemann, Norman G., and Barlow, Paul M.
- Subjects
Hydrology -- Research ,Caves -- Research ,Karst -- Research ,Hydrogeology -- Research ,Earth sciences - Abstract
A special section is devoted to water as a subject of study in the natural sciences. Topics include karst, caves, hydrology and hydrogeology, and how water affects global and atmospheric processes.
- Published
- 2002
32. Passive Microwave Remote Sensing of Soil Moisture
- Author
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Njoku, Eni G and Entekhabi, Dara
- Subjects
Earth Resources And Remote Sensing - Abstract
Microwave remote sensing provides a unique capability for direct observation of soil moisture. Remote measurements from space afford the possibility of obtaining frequent, global sampling of soil moisture over a large fraction of the Earth's land surface. Microwave measurements have the benefit of being largely unaffected by cloud cover and variable surface solar illumination, but accurate soil moisture estimates are limited to regions that have either bare soil or low to moderate amounts of vegetation cover. A particular advantage of passive microwave sensors is that in the absence of significant vegetation cover soil moisture is the dominant effect on the received signal. The spatial resolutions of passive Microwave soil moisture sensors currently considered for space operation are in the range 10-20 km. The most useful frequency range for soil moisture sensing is 1-5 GHz. System design considerations include optimum choice of frequencies, polarizations, and scanning configurations, based on trade-offs between requirements for high vegetation penetration capability, freedom from electromagnetic interference, manageable antenna size and complexity, and the requirement that a sufficient number of information channels be available to correct for perturbing geophysical effects. This paper outlines the basic principles of the passive microwave technique for soil moisture sensing, and reviews briefly the status of current retrieval methods. Particularly promising are methods for optimally assimilating passive microwave data into hydrologic models. Further studies are needed to investigate the effects on microwave observations of within-footprint spatial heterogeneity of vegetation cover and subsurface soil characteristics, and to assess the limitations imposed by heterogeneity on the retrievability of large-scale soil moisture information from remote observations.
- Published
- 1996
- Full Text
- View/download PDF
33. Effects of Surface Heterogeneity on Thermal Remote Sensing of Land Parameters
- Author
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Njoku, Eni G
- Subjects
Earth Resources And Remote Sensing - Abstract
In this paper, simplified radiative transfer models and two-component simulations are used to.
- Published
- 1995
34. Passive Microwave Remote Sensing of Soil Moisture
- Author
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Njoku, Eni G and Entekhabi, Dara
- Subjects
Earth Resources And Remote Sensing - Abstract
Microwave remote sensing provides a unique capability for direct observation of soil moisture... This Paper outlines the basic principles of the passive microwave technique for soil moisture sensing, and reviews briefly the status of current retrieval methods.
- Published
- 1994
35. Synergism of active and passive microwave data for estimating bare surface soil moisture
- Author
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Saatchi, Sasan S, Njoku, Eni G, and Wegmueller, Urs
- Subjects
Earth Resources And Remote Sensing - Abstract
Active and passive microwave sensors were applied effectively to the problem of estimating the surface soil moisture in a variety of environmental conditions. Research to date has shown that both types of sensors are also sensitive to the surface roughness and the vegetation cover. In estimating the soil moisture, the effect of the vegetation and roughness are often corrected either by acquiring multi-configuration (frequency and polarization) data or by adjusting the surface parameters in order to match the model predictions to the measured data. Due to the limitations on multi-configuration spaceborne data and the lack of a priori knowledge of the surface characteristics for parameter adjustments, it was suggested that the synergistic use of the sensors may improve the estimation of the soil moisture over the extreme range of naturally occurring soil and vegetation conditions. To investigate this problem, the backscattering and emission from a bare soil surface using the classical rough surface scattering theory were modeled. The model combines the small perturbation and the Kirchhoff approximations in conjunction with the Peak formulation to cover a wide range of surface roughness parameters with respect to frequency for both active and passive measurements. In this approach, the same analytical method was used to calculate the backscattering and emissivity. Therefore, the active and passive simulations can be combined at various polarizations and frequencies in order to estimate the soil moisture more actively. As a result, it is shown that (1) the emissivity is less dependent on the surface correlation length, (2) the ratio of the backscattering coefficient (HH) over the surface reflectivity (H) is almost independent of the soil moisture for a wide range of surface roughness, and (3) this ratio can be approximated as a linear function of the surface rms height. The results were compared with the data obtained by a multi-frequency radiometer-scatterometer system working at frequencies between 3.0 GHz to 11.0 GHz. The data were acquired over bare soil surfaces with moisture variations due to freezing and thawing and roughness changes due to rain and erosion. The model predictions are shown to be in reasonable agreement with the data. In addition, it was shown that the same ratio when calculated from the data shows almost no dependence on the soil moisture. Finally, a simple technique which combines the backscattering coefficient at HH polarization (active sensing) with the emissivity at H polarization (passive sensing) is suggested for retrieving the soil moisture from bare soil surfaces.
- Published
- 1993
36. Simulated retrieval of land surface parameters using multichannel satellite microwave radiometry
- Author
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Njoku, Eni G and Rague, Brian
- Subjects
Earth Resources And Remote Sensing - Abstract
The current global change research emphasis on understanding water and energy fluxes at the land-atmosphere interface provided renewed interest in using passive microwave satellite data for land studies. Radiative transfer models of microwave emission and scattering in the soil-vegetation-atmosphere column, though still in the process of development, can be used to estimate the accuracies with which land surface parameters can be derived from satellite data. These parameters include surface soil moisture, surface temperature, vegetation water content, and atmospheric water content. A microwave radiative transfer model is used to develop linear and nonlinear versions of a multichannel retrieval algorithm to simulate retrievals of the surface and atmospheric parameters. These simulations include the effect of additive noise, and examine the effects of nonlinearities in the radiative transfer models. However, effects of spatial heterogeneity are not considered. Satellite data to which the retrieval algorithms may be applied include the SSMR and SSM/I, and in future will include the Multifrequency Imaging Microwave Radiometer (MIMR) to be launched as part of the Earth Observing System (EOS). The Scanning Multichannel Microwave Radiometer (SMMR) on the Nimbus-7 satellite provided data from 1978 to 1987 at five microwave frequencies between 6.6 and 37 GHz. The series of Special Sensor Microwave/Imager (SSM/I) instruments launched on the DMSP satellites provide data from 1987 to the present at four frequencies between 19.35 and 8.5 GHz. Spatial resolutions of the data range from approximately 12 to 120 km depending on the frequency. Examples using data from these sensors are shown to indicate the results of applying retrieval algorithms based on model simulations to real data.
- Published
- 1993
37. Inversion of parameters for semiarid regions by a neural network
- Author
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Zurk, Lisa M, Davis, Daniel, Njoku, Eni G, Tsang, Leung, and Hwang, Jenq-Neng
- Subjects
Earth Resources And Remote Sensing - Abstract
Microwave brightness temperatures obtained from a passive radiative transfer model are inverted through use of a neural network. The model is applicable to semiarid regions and produces dual-polarized brightness temperatures for 6.6-, 10.7-, and 37-GHz frequencies. A range of temperatures is generated by varying three geophysical parameters over acceptable ranges: soil moisture, vegetation moisture, and soil temperature. A multilayered perceptron (MLP) neural network is trained with a subset of the generated temperatures, and the remaining temperatures are inverted using a backpropagation method. Several synthetic terrains are devised and inverted by the network under local constraints. All the inversions show good agreement with the original geophysical parameters, falling within 5 percent of the actual value of the parameter range.
- Published
- 1992
38. Microwave Brightness Of Land Surfaces From Outer Space
- Author
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Kerr, Yann H and Njoku, Eni G
- Subjects
Physical Sciences - Abstract
Mathematical model approximates microwave radiation emitted by land surfaces traveling to microwave radiometer in outer space. Applied to measurements made by Scanning Multichannel Microwave Radiometer (SMMR). Developed for interpretation of microwave imagery of Earth to obtain distributions of various chemical, physical, and biological characteristics across its surface. Intended primarily for use in mapping moisture content of soil and fraction of Earth covered by vegetation. Advanced Very-High-Resolution Radiometer (AVHRR), provides additional information on vegetative cover, thereby making possible retrieval of soil-moisture values from SMMR measurements. Possible to monitor changes of land surface during intervals of 5 to 10 years, providing significant data for mathematical models of evolution of climate.
- Published
- 1991
39. On the use of passive microwaves at 37 GHz
- Author
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Kerr, Yann H and Njoku, Eni G
- Subjects
Earth Resources And Remote Sensing - Abstract
Recently a number of studies have been presented on the use of the 37 GHz channels of the Scanning Multichannel Microwave Radiometer (SMMR) on board the Nimbus 7 satellite, and on the synergisms between the SNMMR and the AVHRR (Advanced Very High Resolution Radiometer). The approaches are interesting but raise a number of questions on the validity of the interpretation of the results. A study to analyze the Microwave Polarization Difference Temperature (MPDT) in terms of sensitivity to surface and atmospheric parameters is presented. For this a radiative transfer model is used so as to depict the shortcomings of this index. Another approach, using lower frequencies is described and compared to the 37 GHz MPDT.
- Published
- 1991
40. Soil Moisture Retrieval Using full Wave Simulations of 3-D Maxwell Equations for Compensating Vegetation Effects
- Author
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Colliander, Andreas, primary, Njoku, Eni G., additional, Huang, Huanting, additional, and Tsang, Leung, additional
- Published
- 2018
- Full Text
- View/download PDF
41. Mission to Planet Earth
- Author
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Tilford, Shelby G, Koczor, Ron, Lee, Jonathan, Grady, Kevin J, Hudson, Wayne R, Johnston, Gordon I, and Njoku, Eni G
- Subjects
Geosciences (General) - Abstract
To preserve the earth, it is necessary to understand the tremendously complex interactions of the atmosphere, oceans, land, and man's activities deeply enough to construct models that can predict the consequences of our actions and help us make sound environmental, energy, agriculture, and economic decisions. Mission to Planet Earth is NASA's suggested share and the centerpiece of the U.S. contribution to understanding the environment, the Global Change Research Program. The first major element of the mission would be the Earth Observing System, which would give the simultaneous, comprehensive, long-term earth coverage lacking previously. NASA's Geosynchronous Earth Observatory with two additional similar spacecraft would be orbited by the U.S., plus one each by Japan and the European Space Agency. These would be the first geostationary satellites to span all the disciplines of the earth sciences. A number of diverse data gathering payloads are also planned to be carried aboard the Polar Orbiting Platform. Making possible the long, continuous observations planned and coping with the torrent of data acquired will require technical gains across a wide front. Finally, how all this data is consolidated and disseminated by the EOS Data and Information System is discussed.
- Published
- 1990
42. A semiempirical model for interpreting microwave emission from semiarid land surfaces as seen from space
- Author
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Kerr, Yann H and Njoku, Eni G
- Subjects
Geophysics - Abstract
A radiative-transfer model for simulating microwave brightness temperatures over land surfaces is described. The model takes into account sensor viewing conditions (spacecraft altitude, viewing angle, frequency, and polarization) and atmospheric parameters over a soil surface characterized by its moisture, roughness, and temperature and covered with a layer of vegetation characterized by its temperature, water content, single scattering albedo, structure, and percent coverage. In order to reduce the influence of atmospheric and surface temperature effects, the brightness temperatures are expressed as polarization ratios that depend primarily on the soil moisture and roughness, canopy water content, and percentage of cover. The sensitivity of the polarization ratio to these parameters is investigated. Simulation of the temporal evolution of the microwave signal over semiarid areas in the African Sahel is presented and compared to actual satellite data from the SMMR instrument on Nimbus-7.
- Published
- 1990
- Full Text
- View/download PDF
43. Numerical 3D Solutions of Maxwell Equations Based on Hybrid Method Combining Generalized T Matrix and Foldy-Lax Multiple Scattering Theory for Vegetation/Trees Scattering
- Author
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Huang, Huanting, primary, Tsang, Leung, additional, Colliander, Andreas, additional, Shah, Rashmi, additional, Xu, Xiaolan, additional, Njoku, Eni G., additional, and Yueh, Simon, additional
- Published
- 2018
- Full Text
- View/download PDF
44. Satellite remote sensing of sea surface temperature
- Author
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Njoku, Eni G
- Subjects
Oceanography - Abstract
An overview is conducted of the satellite methods available for investigating sea-surface temperature (SST). Attention is given to the accuracies expected from specific satellite instruments and retrieval methods. The techniques reviewed include IR radiometry, corrections for atmospheric attenuation and cloudiness, and the combination of AVHRR and High-resolution IR Sounder channels. The analytical derivations of surface emission (microwave and IR) and radiative transfer are demonstrated, and the theoretically derived SST retrieval algorithms are discussed for both microwave and IR sensors. The accuracies of satellite and in situ SST products are compared with attention given to the use of composite SST products. The AVHRR data are found to be self-consistent and provide the lowest rms errors and bias variations, and the occurrence of satellite anomalies are considered acceptable in the light of in situ data which does not adequately represent the SST field.
- Published
- 1990
45. Satellite-Derived Sea Surface Temperature: Workshop Comparisons
- Author
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Njoku, Eni G.
- Published
- 1985
46. Hybrid method combining generalized T matrix of single objects and Foldy-Lax equations in NMM3D microwave scattering in vegetation
- Author
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Huang, Huanting, primary, Tsang, Leung, additional, Njoku, Eni G., additional, Colliander, Andreas, additional, Ding, Kung-Hau, additional, and Liao, Tien-Hao, additional
- Published
- 2017
- Full Text
- View/download PDF
47. A new vegetation model based on numerical 3D solutions of maxwell equations
- Author
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Huang, Huanting, primary, Tsang, Leung, additional, Njoku, Eni G., additional, and Colliander, Andreas, additional
- Published
- 2017
- Full Text
- View/download PDF
48. A Comparative Study of the SMAP Passive Soil Moisture Product With Existing Satellite-Based Soil Moisture Products
- Author
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Burgin, Mariko S., primary, Colliander, Andreas, additional, Njoku, Eni G., additional, Chan, Steven K., additional, Cabot, Francois, additional, Kerr, Yann H., additional, Bindlish, Rajat, additional, Jackson, Thomas J., additional, Entekhabi, Dara, additional, and Yueh, Simon H., additional
- Published
- 2017
- Full Text
- View/download PDF
49. Surface Soil Moisture Retrieval Using the L-Band Synthetic Aperture Radar Onboard the Soil Moisture Active–Passive Satellite and Evaluation at Core Validation Sites
- Author
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Kim, Seung-Bum, primary, van Zyl, Jakob J., additional, Johnson, Joel T., additional, Moghaddam, Matha, additional, Tsang, Leung, additional, Colliander, Andreas, additional, Dunbar, Roy Scott, additional, Jackson, Thomas J., additional, Jaruwatanadilok, Sermsak, additional, West, Richard, additional, Berg, Aaron, additional, Caldwell, Todd, additional, Cosh, Michael H., additional, Goodrich, David C., additional, Livingston, Stanley, additional, Lopez-Baeza, Ernesto, additional, Rowlandson, Tracy, additional, Thibeault, Marc, additional, Walker, Jeffrey P., additional, Entekhabi, Dara, additional, Njoku, Eni G., additional, O'Neill, Peggy E., additional, and Yueh, Simon H., additional
- Published
- 2017
- Full Text
- View/download PDF
50. SMAP L-Band Microwave Radiometer: Instrument Design and First Year on Orbit
- Author
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Piepmeier, Jeffrey R., primary, Focardi, Paolo, additional, Horgan, Kevin A., additional, Knuble, Joseph, additional, Ehsan, Negar, additional, Lucey, Jared, additional, Brambora, Clifford, additional, Brown, Paula R., additional, Hoffman, Pamela J., additional, French, Richard T., additional, Mikhaylov, Rebecca L., additional, Kwack, Eug-Yun, additional, Slimko, Eric M., additional, Dawson, Douglas E., additional, Hudson, Derek, additional, Peng, Jinzheng, additional, Mohammed, Priscilla N., additional, De Amici, Giovanni, additional, Freedman, Adam P., additional, Medeiros, James, additional, Sacks, Fred, additional, Estep, Robert, additional, Spencer, Michael W., additional, Chen, Curtis W., additional, Wheeler, Kevin B., additional, Edelstein, Wendy N., additional, O'Neill, Peggy E., additional, and Njoku, Eni G., additional
- Published
- 2017
- Full Text
- View/download PDF
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