Showing posts with label pengolahan citra. Show all posts
Showing posts with label pengolahan citra. Show all posts

Sunday, December 5, 2010

Hujan Terus Menerus di Jogja _ daily rainfall in Jogja

Hujan Terus Menerus di Jogja _ daily rainfall in Jogja

Fenomena hujan sehari-hari yang melanda Jogja bahkan Indonesia secara keseluruhan juga diamati oleh citra satelit TRMM (Tropical Rainfall Measuring Mission) NASA.
The Tropical Rainfall Measuring Mission (TRMM) is a joint mission between NASA and the Japan Aerospace Exploration Agency (JAXA) designed to monitor and study tropical rainfall.

Badai Atlantik 2010 dibandingkan dengan Badai Atlantik 2005 sebagai top story pada saat kunjungan hari ini (6 Desember 2010) seperti tampak pada Gambar 1 di bawah ini.

  TOP STORY TITLE
26 November 2010
Gambar 1. 2010 ATLANTIC HURRICANE SEASON COMPARED TO 2005


Kembali mencari bagaimana kondisi hujan di Jogja dari TRMM. Kemudian didapatlah http://trmm.gsfc.nasa.gov/affinity/download_kmz.html. Dimana kita dapat mendownload dan mengoverlaykannya dengan Google Earth untuk mendapatkan gambaran kondisi hujan pada area yang kita kehendaki.

berikut tampilan dari data TRMM untuk REALTIME 30 Day Average Rainfall and 30 Day Anomalous Rainfall untuk Yogyakarta dengan data kmz yang diunduh dari

http://trmm.gsfc.nasa.gov/trmm_rain/Events/30_day_average.kml dan

http://trmm.gsfc.nasa.gov/trmm_rain/Events 30_day_anomaly.kml dilanjut dengan membukanya di Google Earth (posisi online).


Gambar 2. Anomali Hujan 30 hari di Yogyakarta berdasarkan TRMM

Gambar 3. Rerata Hujan 30 hari di Yogyakarta berdasarkan TRMM

Hujan pun belum juga berhenti, saat bingung mau nulis apa lagi :p
Apabila saudara tertarik untuk melihat sendiri di layar monitor/laptop, silahkan unduh di http://trmm.gsfc.nasa.gov/affinity/download_kmz.html dan bukalah di Google Earth (posisi online).

Salam,
Aji PP

Sunday, November 14, 2010

Abu vulkanik Merapi dari Citra MODIS

Image of November 13, 2010 - Ash plume from Mount Merapi, Indonesia
Ash plume from Mount Merapi, Indonesia Image used for Spacing Purposes
Satellite: Terra
Date Acquired: 11/10/2010
Resolutions: 1km (38.2 KB)
500m (121.7 KB)
250m (290.4 KB)
Bands Used: 1,4,3
Credit: Jeff Schmaltz
MODIS Land Rapid Response Team,
NASA GSFC

View this image interactively

Sebuah bulu tebal abu bangkit dari Gunung Merapi pada tanggal 10 November 2010, ketika Moderate Resolution Imaging Spectroradiometer (MODIS) di satelit Terra NASA menangkap gambar ini foto-suka. Gambar menyediakan tampilan satelit paling awan-bebas dari letusan to-date.Pada resolusi yang lebih tinggi, sebuah garis coklat tua di wajah selatan gunung berapi dapat dilihat. Ini adalah materi vulkanik abu dan lainnya disimpan oleh aliran piroklastik atau lahar.

Meskipun masih meletus dan berbahaya pada 10 November letusan lebih tenang daripada sebelumnya minggu sebelumnya.Bulu-bulu abu menyebabkan pembatalan penerbangan baik di Jakarta dan Yogyakarta, dilaporkan CNN. Pada 10 November letusan tersebut telah menewaskan sedikitnya 156 dan pengungsi sekitar 200.000.

Sumber : http://modis.gsfc.nasa.gov/gallery/individual.php?db_date=2010-11-13

Wednesday, October 14, 2009

Geospatial Training - November 2009

Geospatial Training on November 2009

Geographic Information Science...

Figure 1. Aji Putra Perdana @ geospatial learning office

According to Goodchild in Spatial Information Science and Geographical Information Science, also from Wilson and Fotheringham in The Handbook of Geographic Information Science. Geographic information science (GISc or GISci) is the academic theory behind the development, use, and application of geographic information systems (GIS). It is concerned with people, hardware, software, and geospatial data. GISc addresses fundamental issues raised by the use of GIS and related information technologies (Goodchild 1990, 1992; Wilson and Fotheringham 2007).

Cakep : "Technology is the use of machines to solve human problems. Non-technology is the beauty, the art, the emotional enjoyments that make animals feel joy, and the civilized culture that defines humanity apart from other animals. GISc is entangled with technology but distinctions can be made. Information Technology emphasizes the machines and the hardware. Whereas, Information Science is focused on how humans use information to understand nature (humanity being one small type of nature). Information Science emphasizes the logic, methods, software, the mental structures."

Thole : "Nice explanation Kang Cakep. How about Information and Data or Geographic Data ?"

Cakep : "
Information is one type of human thought. Data is one type of information, particularly the archival of information for later use. Two basic types of information are spatial and temporal."

Thole : "Belajar informasi spasial atau informasi geografis atau geospasial information sangatlah menarik bagi kita semua, baik yang bekerja sebagai pegawai negeri yang berkutat dengan data spasial, informasi atributal yang dikoneksikan dengan data spasial, pemetaan kartografi, analisa menggunakan SIG untuk berbagai kepentingan seperti perencanaan wilayah, tata ruang, kebencanaan, perhitungan pajak, blok-blok bangunan/persil bangunan, kehutanan, hingga pengolahan atau pemanfataan citra satelit secara digital untuk dianalisis sehingga menghasilkan informasi baru yang dapat bermanfaat seperti ekstraksi informasi bentuk lahan, tutupan lahan, penggunaan lahan, perubahan garis pantai, kerapatan vegetasi, dan lain sebagainya. Maupun dapat pula menjadi ketertarikan tersendiri bagi pegiat swasta seperti halnya explorasi tambang, contour modelling, profilling, survey dan pemetaan untuk berbagai aktivitas mereka, analisis spasial untuk pengembangan usaha mereka, penentuan lokasi, analisa pasar secara spasial, business analis, dan lain sebagainya sesuai dengan aktivitas kerja atau bidangnya. Kemudian ada pihak lembaga swadaya masyarakat baik lokal maupun internasional yang bergerak untuk memajukan masyarakat Indonesia melalui berbagai pendekatan dan pemberdayaan masyarakat. Di bidang pendidikan, mereka dapat menggunakan analisa spasial atau membuat Sistem Informasi Pendidikan berbasis SIG yang akan membantu dalam memetakan dan analisa keberadaan, kondisi dan pengembangan fasilitas pendidikan terkait daya tampung siswa dan lain sebagainya. Di bidang pemberdayaan masyarakat, kini tampaknya pemetaan partisipatif ataupun participatory GIS sangat bermanfaat dalam menggali informasi dari masyarakat, menangkap aspirasi masyarakat dan mengkaitkannya dengan data spasial ataupun melakukan pemetaan biogeofisik dan sosial budaya dari masyarakat dengan lebih informatif dan sekiranya dapat digunakan sebagai usulan dalam decision making atau kebijakan terkait masyarakat tersebut. Di bidang kesehatan, John Snow sebagai pioner dalam pemanfaatan analisa spasial, pemetaan, gis di bidang kesehatan dengan peta klasiknya mengenai penyebaran penyakit kolera dikaitkan dengan keberadaan Broad Street pump. Penyebaran penyakit secara spasial di permukaan bumi tidak dapat diindahkan, oleh karenanya sangatlah diperlukan geospatial information and analysis untuk kesehatan masyarakat. Hampir semua informasi yang berada di permukaan bumi yang tersebar secara keruangan dan ada keunikan di masing-masing wilayah sangatlah memungkin untuk hal-hal tersebut dianalisa secara ruang dan waktu. Oleh karena itu, para pegiat geospasial sekiranya berkenan untuk berbagi dan belajar bersama untuk bersatu padu dalam geospatial learning ataupun geospatial sharing. Thole hendak mengajak teman-teman semua yang berminat dalam geospatial untuk bergabung dalam geospatial training atau pelatihan SIG yang akan diadakan pada awal bulan November 2009 ini di Yogyakarta. Geospatial Training - November 2009 mengajak untuk mengenal, memahami, geospasial information and how it can be analyze for GREAT new information."


sumber :
http://ajiputrap.blogspot.com/2009/09/geographic-information-science.html
http://ajiputrap.blogspot.com/2009/05/pelatihan-giskursus-gis-2009.html


Pelatihan SIG Tingkat Analis di Minggu Pertama Bulan November 2009


Informasi lebih lengkap mengenai Pelatihan SIG dapat menghubungi :
P.T. Geovisi Mitratama
Alamat :
Jl. Sidoarum no 20 Bantulan RT 06/RW 04 Sidoarum Godean Sleman Yogyakarta 55564.
Telpon/Fax : (0274)798306
Email : info[at]geovisi.com
http://groups.google.com/group/komunitas-gis

* ini bukan tulisan geospatial, tapi renungan berfikir dan ajakan geospatial training ala thole cakep*

-end-


"Don’t be silent, do something and smile for Planet of Earth”
by Aji Putra Perdana
"The Transformer of GIS and Remote Sensing“
http://ajiputrap.blogspot.com/

Dancing in A Globalized, Dancing with Love and Peace for Our Planet of Earth”
by My Little Sister


Salam Hangat,

Mencoba berpikir sederhana untuk memecahkan kerumitan dari sebuah problematika.

Thursday, May 28, 2009

Pelatihan GIS/Kursus GIS 2009

Pelatihan GIS/Kursus GIS

GeoVISI - GIS & IT Consultant

P.T. Geovisi Mitratama berkedudukan di Sidoarum Godean, Kabupaten Sleman, Provinsi D.I.Yogyakarta, Indonesia. Perusahaan yang bergerak di bidang Konsultansi Sistem Informasi Geografis (SIG) dan Teknologi Informasi.

Salah satu produknya ialah PELATIHAN, berupa pelatihan SIG, Global Positioning System, Survei Pemetaan, Penginderaan Jauh, Image Processing dan lainnya terkait dengan bidang kebumian.

Segala keunggulan Sistem Informasi Geografis (SIG),Global Positioning System, Survei Pemetaan, Penginderaan Jauh, Image Processing dan lainnya terkait dengan bidang kebumian sudah berkembang pesat dalam berbagai aplikasinya.

Teknologi yang berbasis komputer menuntut tersedianya sumberdaya manusia yang baik dalam penguasaan Sistem Informasi Geografis (SIG), Global Positioning System, Survei Pemetaan, Penginderaan Jauh, Image Processing, hardware, software, manajemen data, dan analisa guna mendukung pemanfaatan SIG dan Penginderaan Jauh sesuai bidangnya.

Oleh karena itu, P.T. Geovisi Mitratama hadir menawarkan Pelatihan, berupa pelatihan SIG, Global Positioning System, Survei Pemetaan, Penginderaan Jauh, Image Processing dan lainnya terkait dengan bidang kebumian.

Informasi lebih lengkap mengenai Pelatihan SIG dapat menghubungi :
P.T. Geovisi Mitratama
Alamat :
Jl. Sidoarum no 20 Bantulan RT 06/RW 04 Sidoarum Godean Sleman Yogyakarta 55564.
Telpon/Fax : (0274)798306
Email : info@geovisi.com
http://groups.google.com/group/komunitas-gis

GIS E-book Series-Pelatihan GIS-Komunitas GIS

Geovisi GIS E-book Series in Komunitas GIS


What is "Geovisi" ???

GeoVISI - GIS & IT Consultant

P.T. Geovisi Mitratama berkedudukan di Sidoarum Godean, Kabupaten Sleman, Provinsi D.I.Yogyakarta, Indonesia. Perusahaan yang bergerak di bidang Konsultansi Sistem Informasi Geografis (SIG) dan Teknologi Informasi.

Produk Kami meliputi :

PELATIHAN
, berupa pelatihan SIG, pelatihan GPS (Global Positioning System), Pelatihan Survei Pemetaan, Pelatihan Penginderaan Jauh, Pelatihan Image Processing dan berbagai Pelatihan-pelatihan lainnya terkait dengan bidang kebumian.

PETA ONLINE, peta digital interaktif yang dapat diakses dari situs web ini.

PETA DAN CITRA DIGITAL, layanan pembelian dan pembuatan peta dan citra satelit, serta interpretasinya, disertai beberapa sampel yang dapat anda download.

VEHICLE TRACKING SYSTEM, layanan instalasi alat pelacak posisi dan pengembangan aplikasinya yang dapat dipasang pada kendaraan anda, cocok untuk armada taksi, kapal tanker, mobil-mobil distributor barang, dan pengawasan posisi mobil anda.

SOFTWARE DEVELOPMENT, berupa layanan pembuatan dan pengembangan aplikasi GIS dan IT (e-learning, hospital administration, dan berbagai sistem informasi) baik berbasis web ataupun desktop.

PT. GEOVISI MITRATAMA
Alamat : Jl. Sidoarum no 20 Bantulan RT 06/RW 04 Sidoarum Godean Sleman Yogyakarta 55564.
Telpon/Fax : (0274)798306
Email : info@geovisi.com

Saat ini Geovisi (PT. GEOVISI MITRATAMA) hanya berkantor di Jl. Sidoarum no 20 Bantulan RT 06/RW 04 Sidoarum Godean Sleman Yogyakarta 55564


source information : http://geovisi.com/
-------------------------------------------------------------------------------------------------

What is "GIS E-book Series" and "Komunitas GIS" ???

GIS E-book Series merupakan kumpulan tulisan e-book yang di-share di dalam milist atau komunitas GIS.

Berikut kumpulan Geovisi GIS E-book Series :
GPS:
1. Geovisi GIS Textbooks Series GPS
2. BEKERJA DENGAN GPS-Komunitas GIS
3. TRACK DAN MARK LOKASI DENGAN GPS
Perpetaan :
4. Membaca Koordinat Peta
GIS dan WEBGIS :
5. Pengantar mapping dengan arcview
6. GIS Programming Using MapInfo
7. MODUL MAPINFO
8. PCD ARCGIS GEOVISI dan PCD ARCGIS GEOVISI-2
9. ALOVMAP

Komunitas GIS
ialah Komunitas atau Group ini diperuntukkan bagi rekan-rekan yang akan, sedang, atau pernah belajar bersama mengenai Sistem Informasi Geografis bersama dengan Geovisi Mitratama.

Silahkan bergabung ke dalam mailinglist/google group Geovisi untuk berbagi bersama dan saling berdiskusi mengenai persepsi dan konsep SIG (sistem informasi geografis) di
http://groups.google.com/group/komunitas-gis

Tuesday, May 5, 2009

Ocean Color Web Feature - Orinoco Flow

Orinoco Flow

Ocean Color Web Feature - Orinoco Flow

The Orinoco is one of the longest rivers in South America at 2,140 km, (1,330 miles). Its drainage basin, sometimes called the Orinoquia (especially in Colombia) covers 880,000 km², 76.3% in Venezuela with the rest in Colombia. The Orinoco and its tributaries are the major transportation system for eastern and interior Venezuela and the llanos of Colombia. However, since river navigation is declining in every country, many of the old waterways along the Orinoco watershed are now an obstacle to land communications rather than a useful commercial route.

Map of Lower Orinoco 1897

Orinoco Flow

The Orinoco River regularly sends a plume of water into the Caribbean in the fall. This has already been documented in the early days of satellite ocean color measurement using CZCS data. Researchers in the area have remarked that this year's plume is unusually large and occurs at an unusual time prompting some to suggest that the Amazon River may instead be the source of this plume.

You can see the green water extending northward past Puerto Rico and the Virgin Islands in the above image. Move your pointer over the image to see computed chlorophyll concentrations in the plume. Larger chlorophyll and true color images are also available.

source information : http://oceancolor.gsfc.nasa.gov/

---------------------------------------------------------------------------
Salam Penginderaan Jauh untuk Kelautan bagi Indonesia tercinta...


Aji Putra Perdana
- sok ocean, sok iso, sok tenan, sok atuh -
-------------------------------------------------------------------------------------
Perdana, Aji Putra, (2006). Kajian Suhu Permukaan Laut Berdasarkan Analisis Data Penginderaan Jauh dan Data Argo Float di Selatan Pulau Jawa, Pulau Bali, dan Kepulauan Nusa Tenggara. Skripsi. Yogyakarta: Fakultas Geografi, Universitas Gadjah Mada. ( download )
-------------------------------------------------------------------------------------
Perdana, Aji Putra, (2006). Study Of Sea Surface Temperature Based On Analysis Of Remotely Sensed Data And Argo Float Data In The South Of Java Island, Bali Island And Nusa Tenggara Archipelago. Skripsi. Yogyakarta: Faculty of Geography, Gadjah Mada University. ( download )

Tuesday, March 31, 2009

SeaDAS - Level-2 processing MODIS

What is SeaDAS


The SeaWiFS Data Analysis System (SeaDAS) is a comprehensive image analysis package for the processing, display, analysis, and quality control of ocean color data.

SeaDAS Screen Shot

Supported satellite sensors are
MODIS, SeaWiFS, OCTS, and CZCS.

SeaDAS Primary Functionalities

Processing programs:

SeaWiFS:
  • L1A, L1B, L2, L3, and SMI (Standard Mapped Image) processing
  • Map projection of L1, L2, and L3 files
  • L1 and L2 Browse product generation
  • L1A to L0 program for renavigation
  • Interactive L1 coastline registration and L2 QC
  • L1 subscene extraction
  • MODIS:
  • L0 to L1A Direct Broadcast processing
  • L1A Geolocation processing
  • L1A subscene extraction
  • L1A to L1B processing
  • L1B to L2 processing
  • L2 and L3 binning
  • SMI processing
  • Map projection of L2 and L3 files
  • CZCS:
  • L1A to L1B processing
  • L1 to L2 processing
  • L2 and L3 binning
  • SMI processing
  • OCTS:
  • L1A to L1B processing
  • L1B to L2 processing
  • L2 and L3 binning
  • SMI processing


  • SeaDAS Tutorials


    SeaWiFS Data Product Generation Programs:
    l1agen_seawifs Generate L1A file from L0 (HRPT) file
    l1bgen Generate L1B file from L0 (HRPT) file
    l2gen,0 Generate L2 file from L1A (GAC, LAC, HRPT) file
    l2bin/l3bin Generate L3 space- or time-binned files from L2 files
    smigen Generate L3 SMI standard mapped product from L3 binned data
    browse Generate L1A browse (Band 865nm) file or L2 browse (chlor_a) file
    bl1map Generate projected L1A HDF file
    bl2map Generate projected L2 HDF file
    bl3map Generate projected L3 HDF file
    l0regen_seawifs Generate L0 file from L1A (HRPT) file

    SeaWiFS Data Extraction and Quality Control Programs:
    l1aextract_seawifs L1A and L2 file extraction
    register L1A coastline registration and warping


    MODIS Data Product Generation Programs:
    l1agen_modis Generate L1A file from L0 (PDS) file
    l1bgen_modis Generate L1B file from an L1A and GEO file
    l2gen,4 Generate L2 file from L1B file
    l2bin/l3bin Generate L3 space- or time-binned files from L2 files
    smigen Generate L3 SMI standard mapped product from L3 binned data

    l2gen

    Description: This program performs Level-2 processing on MODIS, SeaWiFS, OCTS, or CZCS data and generates Level-2 geophysical products by applying atmospheric corrections and bio-optical algorithms to the sensor data. The input data levels required for l2gen processing are as follows:

    • MODIS: input must be an Aqua or Terra L1B file
    • SeaWiFS: input may be either an L1A or L1B file
    • OCTS: input must be either a NASDA-format L1B file or SIMBIOS-format L1B file
    • CZCS: input must be a CZCS L1B file

    For a thorough description of the full capabilities of l2gen and details on the UNIX command-line user interface, please refer to the L2GEN User's Guide.

    Please read more about l2gen..

    Level-2 Products Selection Window:


    Description: This window allows the user to select Level-2 output products for the output file specified in the l2gen main window.

    **************************************** download SeaDAS****************************

    SeaDAS 5.3 released

    MODISL1DB 1.5 released


    Wednesday, March 25, 2009

    SeaWIFS/MODIS data download

    SeaWIFS/MODIS data download

    SeaWIFS Background

    The purpose of the Sea-viewing Wide Field-of-view Sensor (SeaWiFS) Project is to provide quantitative data on global ocean bio-optical properties to the Earth science community. Subtle changes in ocean color signify various types and quantities of marine phytoplankton (microscopic marine plants), the knowledge of which has both scientific and practical applications. The SeaWiFS Project will develop and operate a research data system that will process, calibrate, validate, archive and distribute data received from an Earth-orbiting ocean color sensor.
    (http://oceancolor.gsfc.nasa.gov/SeaWiFS/BACKGROUND/SEAWIFS_BACKGROUND.html)
    -------------------------------------------------------------------------------------------------

    Topic Announcements / Ocean Color Announcements / SeaWiFS Data Available for Download from (http://oceancolor.gsfc.nasa.gov/forum/oceancolor/topic_show.pl?tid=85)

    By @gene Date 2004-05-04 20:20

    1) seawifs data now available from the oceancolor web

    although it has taken a little longer than we had initially thought, we are
    happy to announce that it is now possible to download and/or order seawifs data
    (up to data collected 14 days ago, the required embargo period) directly from
    the oceancolor web browser along with the modis/aqua data that is currently
    being provided. this service is provided in addition to the continuing access
    and user services for seawifs data that are provided by the goddard daac.

    2) you still need to be an authorized seawifs user

    as with data access from the daac, you must be an authorized seawifs data
    user and have a password. for those of you who already are authorized users,
    just request a password directly from a link in the lower right portion
    on the oceancolor web page ( http://oceancolor.gsfc.nasa.gov ) to use this
    option. if you are not currently an authorized researcher, there is also a
    link on that web page that you can use to request to become one.

    upon authorization, new users will be provided with a password. if you
    are not sure if you are on the authorized list or if you want to verify the
    e-mail address at which you are listed at (information that we require),
    you can check at:

    http://daac.gsfc.nasa.gov/CAMPAIGN_DOCS/OCDST/SeaWiFS_auth.html

    3) improved seawifs 1 kilometer data product available

    we are currently producing an improved high resolution seawifs data product
    (MLAC = Merged Local Area Coverage) derived from the 1 kilometer seawifs
    hrpt and recorded lac data that reduces geographic overlap from multiple
    receiving stations and maximizes data quality. both level-1 and level-2 data
    are available for this new data set along with the same products derived
    from the gac (4 kilometer) data. we are currently processing the entire
    MLAC archive to create a complete set of level-1 and level-2 products and
    the entire mission should be available by early next week. currently,
    1997 is online with 1998 and the rest of the mission following close behind.

    4) geographic subsetting for seawifs data

    in addition to being able to order the full level-1 and level-2 files,
    you can also now request a geographic extract from the full sized file to
    only get the data for your specific region of interest. this option only
    works through the order and ftp option (rather than the direct download from
    the web browser which provides you with the entire file). once you've used
    the browser to find all the potential files for the time frame and general
    region of interest and hit the button, you'll be given the option
    of extracting the data products into a smaller geographic box. it will be
    these extracts (all fully supported in seadas) that will be staged for you
    to download.

    5) updated seawifs calibration model

    the seawifs data that you can get from the oceancolor web is slightly
    different from the data archived at the goddard daac in that we have
    switched to a revised calibration table which better handles the temporal
    degradation of the instrument in the very early and later parts of the mission.
    a comprehensive description of this change in the level-1 calibration can be
    found under the "validation" section of the oceancolor web. our analyses
    show that the differences are relatively minor which is why we did not
    believe it necessary to replace all the data that are currently archived
    at the daac based on reprocessing #4 at this time. as was discussed at the
    recent science team meeting, we anticipate an official reprocessing of the
    entire seawifs mission either later this year or early next which will most
    likely include a number of additional parameters based on the recommendations
    of the ocean color community.

    6) help available

    for those of you who are not familiar with all the functions of the oceancolor
    web browse and order tool, there is an extensive help function available.
    we will be keeping our eyes on the oceancolor forum for feedback and questions
    regarding this new feature.

    -----------------------------------end--------------------------------------------

    To download SeaWIFS/MODIS Data from OceanColor, you may click this link/url :
    http://oceancolor.gsfc.nasa.gov/cgi/browse.pl?sen=am

    best regards,
    Aji Putra Perdana
    http://ajiputrap.blogspot.com/
    http://gisresetutor.blogspot.com/

    Wednesday, March 4, 2009

    Masking Citra Aqua/Terra MODIS

    Masking Citra Aqua/Terra MODIS

    Masking dilakukan dengan tujuan untuk membedakan daerah daratan, lautan dan daerah yang berawan.

    The purpose of masking is to distinguish the land, sea and cloudy areas.


    Proses masking daratan dan lautan dilakukan pada file Land/Sea Mask, menggunakan fasilitas Masking pada software ENVI 4.x.

    This masking process using Land/Sea Mask file from MOD03....(Terra MODIS) atau MYD03....(Aqua MODIS) and processed using ENVI 4.x


    Proses masking awan darat dan awan laut dilakukan pada saluran 3, dimana :
    Untuk tutupan awan :
    - Nilai batas awan laut adalah 0.174
    - Nilai batas awan darat adalah 0.2

    To do masking process land cloud and sea cloud use band 3 MODIS, where:
    Threshold Value for sea cloud is 0.174
    Threshold Value for land cloud is 0.2



    Langkah-langkah pemrosesan masking citra MODIS menggunakan software ENVI 4.x

    Below are the steps in masking process for Land/Sea Mask MODIS data with ENVI 4.x :

    1. Open MOD03....(Terra MODIS) atau MYD03....(Aqua MODIS) from mainmenu ENVI:
    File -> Open External File -> Generic Format -> HDF
    2. Choose your file and choose Land/Sea Mask
    3. Choose Map -> Georefence MODIS (to georeferencing land/sea mask data)
    4. Follow the instruction..choose latitude and longitude...Choose Geographic Lat/Lon, Perform Bow-Tie Correction = YES, and then click OK
    5. Choose your output file name and location..wait the process...(Building MODIS Image Geometry...Georeferencing MODIS with Bow-Tie Correction), and then you will have your land/sea mask image georeferenced in Available Bands List
    6. Open the Image, and move your mouse, click on Land and see the value...
    7. to build Mask..use tool from Main Menu choose Basic Tools -> Masking -> Build Mask
    8. choose Display#1 (display that showing the Georeferenced Land/Sea Mask Data), click OK
    9. Mask Definition, choose Option - Import Data Range (Choose Georeferenced land/sea mask filename)
    make two mask definition : first, min = 0 and max = 0
    then, min = 3 and max = 7
    10. After that, click Aplly and u will get the Mask.....

    best regards
    geografi..putra bumi..
    http://ajiputrap.blogspot.com/

    Mapping paddy rice agriculture in South and Southeast Asia using multi-temporal MODIS images

    Mapping paddy rice agriculture in South and Southeast Asia using
    multi-temporal MODIS images

    Xiangming Xiao a,*, Stephen Boles a, Steve Frolking a, Changsheng Li a, Jagadeesh Y. Babu a,b,
    William Salas c, Berrien Moore III a
    a Institute for the Study of Earth, Oceans and Space, University of New Hampshire, Durham, NH 03824, USA
    b Central Rice Research Institute, Cuttack, 753006, Orissa, India
    c Applied Geosolutions, LLC, Durham, NH 03824, USA
    Received 27 April 2005; received in revised form 12 August 2005; accepted 1 October 2005

    Abstract

    In this paper, we developed a new geospatial database of paddy rice agriculture for 13 countries in South and Southeast Asia. These countries have ¨30% of the world population and ¨2/3 of the total rice land area in the world. We used 8-day composite images (500-m spatial resolution) in 2002 from the Moderate Resolution Imaging Spectroradiometer (MODIS) sensor onboard the NASA EOS Terra satellite. Paddy rice fields are characterized by an initial period of flooding and transplanting, during which period a mixture of surface water and rice seedlings exists. We applied a paddy rice mapping algorithm that uses a time series of MODIS-derived vegetation indices to identify the initial period of flooding and transplanting in paddy rice fields, based on the increased surface moisture. The resultant MODIS-derived paddy rice map was compared to national agricultural statistical data at national and subnational levels. Area estimates of paddy rice were highly correlated at the national level and positively correlated at the subnational levels, although the agreement at the national level was much stronger. Discrepancies in rice area between the MODIS-derived and statistical datasets in some countries can be largely attributed to: (1) the statistical dataset is a sown area estimate (includes multiple cropping practices); (2) failure of the 500-m resolution MODIS-based algorithm in identifying small patches of paddy rice fields, primarily in areas where topography restricts field sizes; and (3) contamination by cloud. While further testing is needed, these results demonstrate the potential of the MODIS-based algorithm to generate updated datasets of paddy rice agriculture on a timely basis. The resultant geospatial database on the area and spatial distribution of paddy rice is useful for irrigation, food security, and trace gas emission estimates in those countries.

    ~ 2005 Elsevier Inc. All rights reserved.

    Keywords: Enhanced vegetation index; Land surface water index

    District-level spatial distribution of paddy rice sown area derived from national agricultural statistical data (described in Section 3.4). Rice area is displayed as the percent of the district land area dedicated to paddy rice in Southeast Asia.

    Wednesday, January 28, 2009

    PENGOLAHAN CITRA DIGITAL MENGGUNAKAN SOFTWARE ARCGIS 9.x

    PENGOLAHAN CITRA DIGITAL MENGGUNAKAN SOFTWARE ARCGIS 9.x

    Cuplikan kata pengantar :

    " ArcGIS merupakan software GIS yang “LUAR BIASA”. Alhamdulillah...telah tertuangkan lagi Pengolahan Citra Digital Menggunakan Software ArcGIS 9.2. Sedikit tulisan ini merupakan cuplikan dan editan dari tulisan sebelumnya ........................

    Pengolahan citra digital pada umumnya menggunakan software-software pengolahan citra, seperti ENVI, ErMapper, Erdas, Ilwis, dll.Tetapi seperti halnya ArcView dengan ekstensi Image Analyst, software ArcGIS ini juga mempunyai kemampuan dalam pengolahan data raster dengan fasilitas ArcToolbox-nya yang memiliki bermacam-macam Tools dan ekstensi yang disediakan ArcGIS.

    Tulisan ini sekedar sharing pengalaman dan semoga dapat bermanfaat. .......... "


    Berikut daftar isi dari series E-book posting in GIS community - Komunitas GIS group/milist mengenai PENGOLAHAN CITRA DIGITAL MENGGUNAKAN SOFTWARE ARCGIS 9.x.

    PENGOLAHAN CITRA DIGITAL MENGGUNAKAN SOFTWARE ARCGIS 9.x (PCD_ARCGIS_GEOVISI.pdf upload in komunitas gis Aug 16 2008), berisi :
    A. DISPLAY CITRA
    B. KOMPOSIT CITRA
    C. DISPLAY NILAI PIXEL CITRA
    D. DISPLAY NILAI RENTAN BAND/SALURAN CITRA
    E. GEOREFERENCE CITRA
    F. KLASIFIKASI MULTISPEKTRAL CITRA
    - KLASIFIKASI UNSUPERVISED
    - KLASIFIKASI SUPERVISED

    PENGOLAHAN CITRA DIGITAL MENGGUNAKAN SOFTWARE ARCGIS -lanjutan (PCD_ARCGIS_GEOVISI-2.pdf upload in komunitas gis Dec 30 2008), berisi :
    A-F. Rangkuman dari sebelumnya (PENGOLAHAN CITRA DIGITAL MENGGUNAKAN SOFTWARE ARCGIS 9.x)
    G. KOREKSI RADIOMETRIK
    # Ekstensi Spatial Analyst
    # Map Algebra
    H. MOSAIK CITRA
    I. PEMFILTERAN (FILTERING)
    J. EKSTRAKSI DATA – PEMOTONGAN CITRA
    K. TRANSFORMASI CITRA
    - Penajaman Citra
    - Principal Components Analysis
    - Band Ratio
    - Indeks Vegetasi

    Thanks to inigis yang telah share this e-book via blog nya...it's really nice,,,thanks from me and geovisi :)

    PCD_ARCGIS_GEOVISI.pdf upload in komunitas gis Aug 16 2008
    PCD_ARCGIS_GEOVISI-2.pdf upload in komunitas gis Dec 30 2008


    Semoga bisa bermanfaat :)

    Best Regards,
    Aji Putra Perdana
    http://ajiputrap.blogspot.com/
    Komunitas GIS

    Learn GIS and Remote Sensing is Luar Biasa :)

    in GeoVisi we learn and do short course or training with 3 :
    "Do by Learning..."
    "...learn by doing"
    "Do by learning, learn by doing"

    More complete information, please contact :
    Informasi lebih lengkap mengenai Pelatihan SIG, GPS, Pengolahan Citra Penginderaan Jauh dapat menghubungi :

    P.T. Geovisi Mitratama
    Alamat/Address :
    Jl. Sidoarum no 20 Bantulan RT 06/RW 04 Sidoarum Godean Sleman Yogyakarta 55564.
    Telpon/Fax : (0274)798306
    Email : info@geovisi.com

    please join this group to share about gis and remote sensing :
    http://groups.google.com/group/komunitas-gis

    GIS-Learning in GeoVisi Mitratama

    GIS-Learning in GeoVisi Mitratama

    in GeoVisi we learn and do short course or training of GIS (Geographic Information System) with 3 things :
    "Do by Learning..."

    "...learn by doing"

    "Do by learning, learn by doing"

    Besides GIS Training, we also do GPS (Global Positioning System), Image Processing Training for Government/Local Government, Departements, International Non-Government Organization (I-NGO), Non-Government Organization, Private or any company or personal that interest to do and learn GIS, GPS and Remote Sensing...,

    Selain Pelatihan SIG, kita juga menyelenggarakan pelatihan GPS, Pengolahan Citra Digital untuk Pemerintah lokal maupun pusat, departemen-departemen ataupun dinas-dinas di daerah, internasional LSM (Lembaga Swadaya Masyarakat), Lembaga Swadaya Masyarakat, Perusahaan-perusahaan ataupun pribadi/individu yang tertarik untuk menggunakan dan belajar SIG, GPS dan Penginderaan Jauh...,

    More complete information, please contact :
    Informasi lebih lengkap mengenai Pelatihan dapat menghubungi :

    P.T. Geovisi Mitratama
    Alamat/Address :
    Jl. Sidoarum no 20 Bantulan RT 06/RW 04 Sidoarum Godean Sleman Yogyakarta 55564.
    Telpon/Fax : (0274)798306
    Email : info@geovisi.com

    please join this group to share about gis and remote sensing :
    http://groups.google.com/group/komunitas-gis

    Pelatihan SIG (Sistem Informasi Geografi)

    Pelatihan SIG/Kursus SIG

    GeoVISI - GIS & IT Consultant

    P.T. Geovisi Mitratama berkedudukan di Sidoarum Godean, Kabupaten Sleman, Provinsi D.I.Yogyakarta, Indonesia. Perusahaan yang bergerak di bidang Konsultansi Sistem Informasi Geografis (SIG) dan Teknologi Informasi.

    Salah satu produknya ialah PELATIHAN, berupa pelatihan SIG, Global Positioning System, Survei Pemetaan, Penginderaan Jauh, Image Processing dan lainnya terkait dengan bidang kebumian.

    Segala keunggulan Sistem Informasi Geografis (SIG),Global Positioning System, Survei Pemetaan, Penginderaan Jauh, Image Processing dan lainnya terkait dengan bidang kebumian sudah berkembang pesat dalam berbagai aplikasinya.

    Teknologi yang berbasis komputer menuntut tersedianya sumberdaya manusia yang baik dalam penguasaan Sistem Informasi Geografis (SIG), Global Positioning System, Survei Pemetaan, Penginderaan Jauh, Image Processing, hardware, software, manajemen data, dan analisa guna mendukung pemanfaatan SIG dan Penginderaan Jauh sesuai bidangnya.

    Oleh karena itu, P.T. Geovisi Mitratama hadir menawarkan Pelatihan, berupa pelatihan SIG, Global Positioning System, Survei Pemetaan, Penginderaan Jauh, Image Processing dan lainnya terkait dengan bidang kebumian.

    Informasi lebih lengkap mengenai Pelatihan SIG dapat menghubungi :
    P.T. Geovisi Mitratama
    Alamat :
    Jl. Sidoarum no 20 Bantulan RT 06/RW 04 Sidoarum Godean Sleman Yogyakarta 55564.
    Telpon/Fax : (0274)798306
    Email : info@geovisi.com
    http://groups.google.com/group/komunitas-gis

    Wednesday, January 21, 2009

    MODIS (Aqua/Terra)-Image Processing (1)

    MODIS (Aqua/Terra)-Image Processing (1)

    this is just a little bit sharing... :)

    you may or have been read :
    http://ajiputrap.blogspot.com/search/label/Aqua
    http://ajiputrap.blogspot.com/search/label/Aqua%2FTerra%20MODIS
    http://ajiputrap.blogspot.com/search/label/MODIS

    After we download MODIS (Aqua/Terra) Level 1B Radiance Calibrated (1KM, 500m and 250m, opr you just download 1KM only (its already consist of 250m and 500m that aggregated to 1km) and Level 1A Geolocation (for extracting LAND SEA MASK).

    The next step is to open HDF MODIS data in Image Processing Software, such as ENVI...
    in this post i would like to share about open HDF MODIS DATA, View HDF DATASETS and other steps in image processing using software ENVI 4.x.

    1. In ENVI 4.x u may open HDF MODIS DATA through two ways:
    a. Open HDF MODIS data from:
    File -> Open External Files -> General Format -> HDF

    U will see HDF Dataset Selection, and then choose Datasets (that to be opened)
    Click OK
    Choose BSQ and click OK (repeated until 4 times, depend on number of dataset opened)

    b. Or u may open directly from
    File -> Open Image File

    Will open all modis data from MYD021KM: Reflectance and Radiance Bands (1- 19 and 26) also Emissive Bands (20-25 and 27-36)

    Your MODIS DATA will opened in ENVI 4.x

    2. View HDF Datasets of MODIS
    from ENVI 4.x main menu..choose Basic Tools->Preprocessing->Data Specific Utilities -> View HDF Datasets Attributes
    and then choose your MODIS DATA...
    u can read my previous posting :
    http://ajiputrap.blogspot.com/2008/12/modis-hdf-hierarchical-data-format.html

    3. Radiometric Correction
    Radiometric Correction in ENVI use Band Math (ENVI main menu, choose Basic Tool -> Band Math)

    Radiance bands calculated using this formula :
    Rb = R_scaleb ( SIb – R_offsetsb)
    where :
    Rb = Radiance of band-b
    R_Scaleb = Radiance scale of band-b
    SIb = Sign Integer of band-b
    R_offset¬sb = Radiance offsets of band-b

    Radiance value of sensor zenith calculated using this formula :
    Rz = R_scalez * iz * pi/180
    dimana :
    Rz = Radiance value of sensor zenith
    R_scalez = Radiance scale of sensor zenith
    iz = Sensor zenith


    Reflectance Bands calculated for visible and thermal infrared (1 – 19 and 26 bands) with this formula:

    Refb = Ref_Scaleb * (Bb - Ref_offsetsb)

    where: Refb = Reflectance of band- b
    Ref_Scaleb = Reflectance scale
    Bb = Band -b
    Ref_offsetsb = Reflectance offset band- b

    4. applied formula or algorithm (for Sea Surface Temperature or Chlorophyll-a)

    MODIS can help us to detecting Chlorophyll-a (Chlor-a) with formula or algorithm from Carder et al. :

    Chlor-a=(10^(0.2818-(2.783*alog10(B10/B12))+(1.863*((alog10(B10/B12))^2))-
    (2.387*((alog10(B10/B12))^3))))

    where : B10 = Reflecance of Band 10
    B12 = Reflecance of Band 12
    - above is the formula of Chlor-a in Band Math of ENVI.

    Aqua MODIS image processing for sea surface temperature using two bands : band 31 and band 32 (that have processed for corrected radiance value).
    We need to convert radiance value both bands (31 and 32) to Brightness Value using “Planck”:

    Tb = c2/(Vi * ln (c1/(Vi5 * radiance) + 1))
    where Tb = Brightness Value (K),
    c1 = Constanta radiance (1.1910659x108 [W m -2sr-1 (µm-1 )-4 ])
    c2 = Constanta radiance (1.438833 x 104 [K µm])
    Vi = central wavelength

    You can use band math ENVI 4.x and put this formula:
    (1.438833*10000)/(11.0263*(alog((1.1910659*100000000)/(11.0263^5*b31))/1))
    where :
    b31 = band 31
    to determine or get information of Sea Surface Temperature you may use this algorithm from Brown and Minnet :
    SPL =
    1.152+0.96*(B1-273)+0.151*(B1-B2)*(B3-273)+2.021*(B1-B2)*(1/COS(B4)-1)

    where
    B1 = Brightness Value of band 31
    B2 = Brightness Value of band 32
    B3 = Brightness Value of band 20
    B4 = Radiance Value of sensor zenith



    =========
    Regards,

    Aji Putra Perdana

    Thursday, January 15, 2009

    MODIS phytoplankton-ENVI

    MODIS phytoplankton-ENVI

    I would like to discuss about "MODIS phytoplankton-ENVI".
    title of this my blog post today is about Aqua/Terra MODIS image processing for detecting phytoplankton using software ENVI.

    Let's start this discussion from the last word :"ENVI"

    What is ENVI??

    1. ENVI
    We know that ENVI is great image processing and analyzing geospatial imagery.
    ENVI is the premier software solution for processing and analyzing geospatial imagery used by GIS professionals, scientists, researchers, and image analysts around the world. ENVI software combines the latest spectral image processing and image analysis technology with an intuitive, user-friendly interface to help you get meaningful information from imagery.

    ENVI provides us MODIS Toolkit and Ocean Color Plug-ins (previous posting : http://ajiputrap.blogspot.com/2008/12/modis-toolkit-and-ocean-color-plug-ins.html)
    ENVI help us in MODIS image processing with geometric correction (bow-tie correction).

    - I have uploaded in my esnips simple tutorial Aqua/Terra MODIS image processing using ENVI 4.x

    http://ajiputrap.blogspot.com/2009/01/pengolahan-citra-aquaterra-modis-dengan.html

    download this tutorial:
    pengolahan citra modis dengan envi.pdf
    -- step by step from open MODIS HDF (Level 1B), MODIS Geometric Correction (include Bow-Tie Correction), Radiometric Correction for Reflectance and Radiance Bands (use Band Math).
    Another tutorial files can be downloaded in http://www.esnips.com/web/perdana09-article :
    - SeaDAS_4_AquaMODIS.pdf
    Tutorial Aqua/Terra MODIS image processing using SeaDAS software
    - Langkah Order Citra MODIS.pdf
    How to order MODIS (level 1B at Ladsweb)

    2. phytoplankton
    phytoplankton ??
    Phytoplankton are the autotrophic component of the plankton community. The name comes from the Greek words phyton, or "plant", and πλαγκτος ("planktos"), meaning "wanderer" or "drifter".[1] Most phytoplankton are too small to be individually seen with the unaided eye. However, when present in high enough numbers, they may appear as a green discoloration of the water due to the presence of chlorophyll within their cells (although the actual color may vary with the species of phytoplankton present due to varying levels of chlorophyll or the presence of accessory pigments such as phycobiliproteins, xanthophylls, etc.).

    Phytoplankton obtain energy through a process called photosynthesis and must therefore live in the well-lit surface layer (termed the euphotic zone) of an ocean, sea, lake, or other body of water.

    Phytoplankton are a key food item in both aquaculture and mariculture. Both utilize phytoplankton for the feeding of the animals being farmed. In mariculture, the phytoplankton is naturally occurring and is introduced into enclosures with the normal circulation of seawater. In aquaculture, phytoplankton must be obtained and introduced directly.

    References

    1. ^ Thurman, H. V. (1997). Introductory Oceanography. New Jersey, USA: Prentice Hall College. ISBN 0132620723.
    2. ^ "Satellite Sees Ocean Plants Increase, Coasts Greening". NASA (2 March 2005). Retrieved on 12 January 2009.
    3. ^ Richtel, M. (May 1, 2007), "Recruiting Plankton to Fight Global Warming", New York Times, http://www.nytimes.com/2007/05/01/business/01plankton.html?ref=science
    4. ^ Hallegraeff, G.M. (2003). Harmful algal blooms: a global overview. in Hallegraeff, G.M., Andewrson, D.M. and Cembella, A.D. (eds) 2003. Manual on Harmful Marine Microalgae. UNESCO, Paris
    5. ^ G.E. Hutchinson (1961). "The paradox of the plankton". Am. Nat. 95: 137–145. doi:10.1086/282171.
    6. ^ a b c d McVey, James P., Nai-Hsien Chao, and Cheng-Sheng Lee. CRC Handbook of Mariculture Vol. 1 : Crustacean Aquaculture. New York: C R C P LLC, 1993.

    == source information : http://en.wikipedia.org/wiki/Phytoplankton ==

    interesting question about phyto...

    Where Are Phytoplankton?

    The distribution of phytoplankton in the ocean have been measured by special instruments in space since 1979. The instruments, called ocean-color scanners, measure the color of the ocean. Color is proportional to the amount of chlorophyll pigments close to the surface, except in sediment-rich water very close to coasts. And the amount of chlorophyll is proportional to the amount of phytoplankton in the water. Water with great numbers of phytoplankton are green. Pure ocean water is deep navy blue.

    The first ocean-color scanner, the Coastal Zone Color Scanner, was launched on the Nimbus-7 satellite in 1978. It was followed many years later by SeaWiFS (Sea-viewing Wide Field-of-view Sensor) on the Seastar satellite launched in 1997. The most recent color scanner is MODIS (Moderate Resolution Imaging Spectrometer) on the Terra spacecraft launched in 1999 and the Aqua satellite launched in 2002.

    more information about distribution of phyto...read this article : Distribution of Plankton

    summary from the article
    :
    Phytoplankton are abundant in regions where:
    1. Winds are able to mix nutrients up into near surface waters from deeper in the ocean, or
    2. Where Ekman transports driven by the winds pulls water up from deeper in the ocean,
    a. When winds blow toward the equator along west coasts of continents, and
    b. When the average winds blowing at different speeds and directions cause divergence of the Ekman transports,provided a small amount iron needed by the protists is in the water.

    --- MODIS (Moderate Resolution Imaging Spectrometer) on the Terra spacecraft and the Aqua satellite help us daily in monitoring or detecting phytoplankton. ---

    3. MODIS (Moderate Resolution Imaging Spectrometer)
    please read previously article about MODIS (http://ajiputrap.blogspot.com/search/label/MODIS)
    or directly from http://modis.gsfc.nasa.gov

    ===================================================================================
    Step by step Aqua/Terra MODIS (Level 1B) image processing using ENVI 4.2 software:
    1. Download MODIS data level 1B 1km resolution from ladsweb...
    2. Open HDF MODIS in ENVI 4.x
    File -> Open External File -> Generic Format -> HDF (http://ajiputrap.blogspot.com/2008/12/modis-hdf-hierarchical-data-format.html or http://ajiputrap.blogspot.com/search/label/HDF)
    3. Geometric Correction, include Bow-Tie Correction*
    Bowtie Correction aims to improve image at overlapped data. Overlap occurs because there is increasing instantaneous field of view (IFOV) of 1x1 km in the lowest point (nadir). Being close to almost 2 x 5 km at the maximum scan angle is 55 degree.
    After MODIS DATA geometrically corrected, then go to the next step
    4. Radiometric Correction
    Radiometric Correction in ENVI use Band Math (ENVI main menu, choose Basic Tool -> Band Math)

    Reflectance Bands calculated for visible and thermal infrared (1 – 19 and 26 bands) with this formula:
    Refb = Ref_Scaleb * (Bb - Ref_offsetsb)

    where: Refb = Reflectance of band- b
    Ref_Scaleb = Reflectance scale
    Bb = Band -b
    Ref_offsetsb = Reflectance offset band- b

    -- information about reflectance scale and offset we may get it from HDF Dataset (http://ajiputrap.blogspot.com/2008/12/modis-hdf-hierarchical-data-format.html or http://ajiputrap.blogspot.com/search/label/HDF)

    5. Chlorophyll-a algorithm with Band Math
    After we get geometric and radiometrically corrected MODIS image, we continue to the main step : detecting Chlorophyll-a

    Fitoplankton that is on a layer of light contains Chlorophyll-a useful for photosynthesis. Chlorophyll-a able to absorb a light blue and green, so it can detect the existence fitoplankton based on the ability of these Chlorophyll-a.

    MODIS can help us to detecting Chlorophyll-a (Chlor-a) with formula or algorithm from Carder et al. :

    Chlor-a=(10^(0.2818-(2.783*alog10(B10/B12))+(1.863*((alog10(B10/B12))^2))-
    (2.387*((alog10(B10/B12))^3))))

    where : B10 = Reflecance of Band 10
    B12 = Reflecance of Band 12
    - above is the formula of Chlor-a in Band Math of ENVI.

    In addition Chlorophyll-a , we may use sea surface temperature from MODIS to get information distribution of phytoplankton in the ocean. if we combined both we may get great information...

    ==================================================================================
    nice to share :)


    Best Regards,

    Aji Putra Perdana

    Wednesday, January 7, 2009

    Pelatihan SIG/Kursus SIG

    Pelatihan SIG/Kursus SIG

    GeoVISI - GIS & IT Consultant

    P.T. Geovisi Mitratama berkedudukan di Sidoarum Godean, Kabupaten Sleman, Provinsi D.I.Yogyakarta, Indonesia. Perusahaan yang bergerak di bidang Konsultansi Sistem Informasi Geografis (SIG) dan Teknologi Informasi.

    Salah satu produknya ialah PELATIHAN, berupa pelatihan SIG, Global Positioning System, Survei Pemetaan, Penginderaan Jauh, Image Processing dan lainnya terkait dengan bidang kebumian.

    Segala keunggulan Sistem Informasi Geografis (SIG),Global Positioning System, Survei Pemetaan, Penginderaan Jauh, Image Processing dan lainnya terkait dengan bidang kebumian sudah berkembang pesat dalam berbagai aplikasinya.

    Teknologi yang berbasis komputer menuntut tersedianya sumberdaya manusia yang baik dalam penguasaan Sistem Informasi Geografis (SIG), Global Positioning System, Survei Pemetaan, Penginderaan Jauh, Image Processing, hardware, software, manajemen data, dan analisa guna mendukung pemanfaatan SIG dan Penginderaan Jauh sesuai bidangnya.

    Oleh karena itu, P.T. Geovisi Mitratama hadir menawarkan Pelatihan, berupa pelatihan SIG, Global Positioning System, Survei Pemetaan, Penginderaan Jauh, Image Processing dan lainnya terkait dengan bidang kebumian.

    Informasi lebih lengkap mengenai Pelatihan SIG dapat menghubungi :
    P.T. Geovisi Mitratama
    Alamat :
    Jl. Sidoarum no 20 Bantulan RT 06/RW 04 Sidoarum Godean Sleman Yogyakarta 55564.
    Telpon/Fax : (0274)798306
    Email : info@geovisi.com
    http://groups.google.com/group/komunitas-gis

    Sunday, January 4, 2009

    Pengolahan Citra Aqua/Terra MODIS dengan ENVI 4.x

    Pengolahan Citra Aqua/Terra MODIS dengan ENVI 4.x...

    Beberapa waktu yang lalu terkirimkan sebuah komentar mengenai bagaimana pengolahan citra Aqua/Terra MODIS oleh M.R.
    -----------
    M.R telah membuat komentar baru pada posting Anda "Citra Aqua/Terra MODIS - Pengolahan Citra"
    ------------===============================================

    kemudian melalui ini ajiputrap berbagi :)
    :
    Pengolahan Citra Aqua/Terra MODIS dapat memanfaatkan software ENVI 4.x mulai dari pembacaan datanya yang dalam format HDF, kemudian koreksi geometrik dan koreksi bow-tie dari citra Aqua/Terra MODIS (bisa dengan modis tool untuk ENVI juga, sila baca di postingan2 sebelumnya).

    Telah di-upload tulisan rigkas pengolahan Citra Aqua/Terra MODIS dengan ENVI 4.x
    sila unduh di :
    pengolahan citra modis dengan envi.pdf
    Petunjuk atau tulisan ringkas mengenai pengolahan citra aqua/terra modis menggunakan software envi 4.x

    File-file lain yang bisa diunduh di http://www.esnips.com/web/perdana09-article :
    - SeaDAS_4_AquaMODIS.pdf
    Petunjuk pengolahan citra aqua/terra modis dengan software SeaDAS
    - Langkah Order Citra MODIS.pdf
    langkah-langkah order citra modis, cara pesan dan download citra MODIS via ladsweb
    - LANDSAT UNTUK SEDIMEN.pdf
    Pengolahan Citra Landsat dengan ErMapper 6.4 untuk identifikasi Sedimentasi
    - SKRIPSI_AJI.pdf
    Pengolahan suhu permukaan laut berdasarkan data argo float dan penginderaan jauh (nooa avhrr dan aqua modis) di samudera hindia. Argo float diolah menggunakan ocean data view. Aqua Modis diolah menggunakan SeaDAS. NOAA-AVHRR menggunakan ermapper dan envi

    ==============================
    Beberapa postingan sebelumnya:
    http://ajiputrap.blogspot.com/2008/09/download-citra-modis.html
    http://ajiputrap.blogspot.com/2008/09/modis-tools.html
    http://ajiputrap.blogspot.com/2008/07/aquaterra-modis.html
    http://ajiputrap.blogspot.com/2008/07/aqua-modis-vegetation-index.html
    ----------------------------------------------------------------------------

    Salam,
    Aji Putra Perdana

    Tuesday, December 30, 2008

    ArcGIS Pengolahan Citra-Image Processing

    ArcGIS is a complete system for authoring, serving, and using geographic information. It is an integrated collection of GIS software products for building and deploying a complete GIS wherever it is needed—on desktops, servers, or custom applications; over the Web; or in the field.

    ArcGIS merupakan software SIG yang juga memiliki kemampuan dalam pengolahan data raster (citra satelit penginderaan jauh).
    ------------------------------------------------------------------------------------
    ......................
    Pengolahan citra digital pada umumnya menggunakan software-software pengolahan citra, seperti ENVI, ErMapper, Erdas, Ilwis, dll.Tetapi seperti halnya ArcView dengan ekstensi Image Analyst, software ArcGIS ini juga mempunyai kemampuan dalam pengolahan data raster dengan fasilitas ArcToolbox-nya yang memiliki bermacam-macam Tools dan ekstensi yang disediakan ArcGIS.

    Tulisan ini ...... "

    di atas merupakan cuplikan dari kata pengantar pada GIS Textbooks "PENGOLAHAN CITRA DIGITAL MENGGUNAKAN SOFTWARE ARCGIS 9.2" dan "kelanjutannya"
    yang diupload di milist komunitas gis.

    GIS Textbooks "PENGOLAHAN CITRA DIGITAL MENGGUNAKAN SOFTWARE ARCGIS 9.2" yang diupload di milist komunitas gis.

    silahkan bergabung ke dalam mailinglist/google group geovisi untuk bersama-sama sharing tentang sig (sistem informasi geografis)dan remote sensing (penginderaan jauh) di
    http://groups.google.com/group/komunitas-gis

    untuk download GIS Textbooks "PENGOLAHAN CITRA DIGITAL MENGGUNAKAN SOFTWARE ARCGIS 9.2"
    http://groups.google.com/group/komunitas-gis/files/
    ada file pdf : PCD_ARCGIS_GEOVISI.pdf

    dan ada lagi file pdf pengolahan citra dengan arcgis kelanjutannya yaitu :
    PCD_ARCGIS_GEOVISI-2.pdf



    sumber :
    http://ajiputrap.blogspot.com/2008/10/arcgis-for-image-processing.html
    http://groups.google.com/group/komunitas-gis/files

    nice to share :)
    keep study everyday :)

    salam hangat,

    Aji Putra Perdana
    "gis'er cakep 'n raster maniax"

    Monday, December 29, 2008

    MODIS Toolkit and Ocean Color Plug-ins from ENVI

    MODIS Toolkit and Ocean Color Plug-ins from ENVI*


    What is ENVI?

    ENVI is the premier software solution for processing and analyzing geospatial imagery used by GIS professionals, scientists, researchers, and image analysts around the world. ENVI software combines the latest spectral image processing and image analysis technology with an intuitive, user-friendly interface to help you get meaningful information from imagery.

    -------------------------------------------------------------------------------------
    Toolkits & Plugins
    Quickly and easily access toolkits and plug-ins that will empower your IDL and ENVI applications. Each listing here includes code samples and documentation to help you jump start your programming or application development.

    The MODIS Conversion Toolkit


    The MODIS Conversion Toolkit (MCTK) is plugin for ENVI that can ingest, process, and georeference every known MODIS product (currently 143) through your choice of an easy-to-use interactive widget interface or a fully-accessible programmatic interface.
    Download >

    ENVI Plugin for Ocean Color (EPOC)


    EPOC is an HDF file conversion, reprojection, and georeferencing utility for data sets that are currently distributed through the OceanColor web site or created using the SeaWiFS Data Analysis System.
    Download > Documentation >

    source information : http://www.ittvis.com/DownloadsHome/toolkits.aspx

    Saturday, December 20, 2008

    Modis - HDF (Hierarchical Data Format )

    MODIS (or Moderate Resolution Imaging Spectroradiometer) is a key instrument aboard the Terra (EOS AM) and Aqua (EOS PM) satellites.

    MODIS data in HDF-EOS format (Hierarchical Data Format - Earth Observing System). Hierarchical Data Format (HDF) is the standard data format for all NASA Earth Observing System (EOS) data products. HDF is a multi-object file format developed by The HDF Group.
    --
    see previous posting about modis tools
    --
    MODIS Tools is helping us to read, extract or subset, convert HDF-EOS data.
    1. MODIS Reprojection Tool (MRT)
    a software tool for reading data files in HDF-EOS format, specify a geographic subset or band subset as input to processing, perform geographic transformation to a different coordinate system/cartographic projection, write the output to file formats other than HDF-EOS
    Platforms : Unix (Sun, SGI), Windows (9x, 2000, NT, XP), and Linux
    2. QA Tools
    provides links to QA tools developed for science team and user community
    Platforms : Unix
    3. HDF Tools
    The NCSA HDF Home Page - contains links to an array of HDF support tools and information
    Platforms : specific to tool selected
    4. HDF-EOS Web-Based Subsetter (HEW)
    can extract a subset of any grid or swath data file that is in HDF-EOS format Platforms : independent
    5. MODIS Swath-to-Grid Toolbox
    a set of software tools that reads HDF-EOS files containing MODIS swath data and produces flat binary files containing gridded data in a variety of map projections Platforms : Unix, with a standard C compiler, also requires Perl 5.0 or higher and IDL 5.0 or higher
    6. HDF-EOS to GeoTIFF converter (HEG)
    converts many EOS products written in HDF-EOS to GeoTIFF, native binary or HDF-EOS Grid, also has re-projection, resampling, subsetting, stitching (mosaicing), and metadata creation capabilities
    Platforms : Linux , Macintosh , SGI , Sun, Windows
    7. MODIS Land Tile Calculator
    converts latitude/longitude decimal degrees to MODIS Tile grid and Line/Sample coordinates and vice-versa
    Platforms: online tool

    ---
    more informations :
    - http://modis.gsfc.nasa.gov/
    - http://modis-land.gsfc.nasa.gov/tools.htm
    - http://nsidc.org/data/hdfeos/
    -------------------------------------------------------------------------------------
    Membuka atau mengintip isi dari dataset HDF Modis baik Aqua MODIS maupun Terra MODIS, jika menggunakan software berbayar ENVI 4.x bisa dilakukan dengan melalui fasilitas yang tersedia di ENVI 4.x yaitu:
    Basic Tools --> Preprocessing --> Data-Specific Utilities --> View HDF Dataset Attributes
    kemudian akan muncul window HDF Selection, tentukan HDF dataset yang akan kita lihat, misal Dataset #5 dari data MODIS MYD02HKM...... :
    ====================================================================================
    Dataset #5: Earth View 250M Aggregated 500M Reflective Solar Bands Scaled Integers
    Dims: UINT (2708 x 4060 x 2)

    Attribute 5-1: "long_name"
    "Earth View 250M Aggregated 500M Reflective Solar Bands Scaled Integers"

    Attribute 5-2: "units"
    "none"

    Attribute 5-3: "valid_range"
    0, 32767

    Attribute 5-4: "_FillValue"
    65535

    Attribute 5-5: "band_names"
    "1,2"

    Attribute 5-6: "radiance_scales"
    0.02753444, 0.00927813

    Attribute 5-7: "radiance_offsets"
    -0.00000000, -0.00000000

    Attribute 5-8: "radiance_units"
    "Watts/m^2/micrometer/steradian"

    Attribute 5-9: "reflectance_scales"
    0.00005396, 0.00002950

    Attribute 5-10: "reflectance_offsets"
    -0.00000000, -0.00000000

    Attribute 5-11: "reflectance_units"
    "none"

    Attribute 5-12: "corrected_counts_scales"
    0.12497330, 0.12497330

    Attribute 5-13: "corrected_counts_offsets"
    -0.00000000, -0.00000000

    Attribute 5-14: "corrected_counts_units"
    "counts"
    ====================================================================================
    Informasi di atas, seperti radiance dan reflectance baik scale dan offset itulah yang akan digunakan untuk koreksi radiometrik dari data MODIS yang akan kita gunakan.
    ------------------------------------------------------------------------------------

    Selain menggunakan software image processing ENVI 4.x, kita juga bisa menggunakan software-software viewer data HDF, misalnya HDF Explorer
    HDF Explorer ini dibuat oleh

    Space Research Software, Inc, headquartered in the heart of the Silicon Prairie in Urbana-Champaign, Illinois, is a leading company in HDF related visualization tools. Its flagship product HDF Explorer, is a widely acclaimed software tool that allows an easy browsing of HDF data files.

    -------------------------------
    HDF Explorer is a data visualization program that reads the HDF, HDF5 and netCDF data file formats. HDF Explorer runs in the Microsoft Windows operating systems. Check this page (http://www.space-research.org/) for version updates, current version is 1.4.025
    --------------------------------
    HDF (Hierarchical Data Format) is a library and platform independent data format for the storage and exchange of scientific data. HDF is developed and supported by the HDF group
    ====================================================================================
    Membuka atau mengintip isi dari dataset HDF Modis baik Aqua MODIS maupun Terra MODIS, jika menggunakan software HDF Explorer :
    ====================================================================================
    ====================================================================================
    more information about HDF Explorer : http://www.space-research.org/

    ***********************************************************************************
    salam rsgis,

    Aji Putra Perdana
    http://ajiputrap.blogspot.com/