4.1 Article Proceedings Paper

Using MODIS imagery, climate and soil data to estimate pasture growth rates on farms in the south-west of Western Australia

期刊

ANIMAL PRODUCTION SCIENCE
卷 50, 期 5-6, 页码 611-615

出版社

CSIRO PUBLISHING
DOI: 10.1071/AN09159

关键词

remote sensing

向作者/读者索取更多资源

Remote sensing of vegetation and its monitoring using the normalised difference vegetation index (NDVI) offers the opportunity to provide a coverage of agricultural land at a large scale. The availability of MODIS NDVI at a resolution of 250 m provided the opportunity to evaluate the hypothesis that pasture growth rate (PGR) of individual paddocks can be accurately predicted using a model based on MODIS NDVI in combination with climate and soil data and a light-use efficiency model. Model estimates of PGR were compared with field measurements of PGR recorded in grazing enclosure cages collected over 3 years from six farms located across the south-west region of Western Australia. The estimates attained from the model explained 70% of the variation in PGR for individual paddocks on farms over the 3 years of the study, with an average error at the paddock scale of 10.4 kg DM/ha. day over all growing seasons and years. Across all farms studied, there was generally good agreement between satellite-derived PGR and ground-based measurements, although estimates of PGR varied between years and farms. The model explained 47% of the variation in pasture growth early in the season (from break of season to end of July), compared with 62% late in the season (from August to pasture senescence). The present study demonstrated that PGR for individual paddocks can be predicted at weekly intervals from MODIS imagery, climate and soil data and a light-use efficiency model at an accuracy sufficient to facilitate on-farm pasture and livestock management.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.1
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

Article Environmental Sciences

Improving ground cover monitoring for wind erosion assessment using MODIS BRDF parameters

Adrian Chappell, Nicholas P. Webb, Juan Pablo Guerschman, Dean T. Thomas, Gonzalo Mata, Rebecca N. Handcock, John F. Leys, Harry J. Butler

REMOTE SENSING OF ENVIRONMENT (2018)

Article Agronomy

Towards a national, remote-sensing-based model for predicting field-scale crop yield

Randall J. Donohue, Roger A. Lawes, Gonzalo Mata, David Gobbett, Jackie Ouzman

FIELD CROPS RESEARCH (2018)

Article Agronomy

Nationwide crop yield estimation based on photosynthesis and meteorological stress indices

Yang Chen, Randall J. Donohue, Tim R. McVicar, Francois Waldner, Gonzalo Mata, Noboru Ota, Alireza Houshmandfar, Kavina Dayal, Roger A. Lawes

AGRICULTURAL AND FOREST METEOROLOGY (2020)

Article Environmental Sciences

Detect, Consolidate, Delineate: Scalable Mapping of Field Boundaries Using Satellite Images

Francois Waldner, Foivos I. Diakogiannis, Kathryn Batchelor, Michael Ciccotosto-Camp, Elizabeth Cooper-Williams, Chris Herrmann, Gonzalo Mata, Andrew Toovey

Summary: DECODE is a method that automatically extracts accurate field boundary data from satellite imagery using deep learning, with high accuracy and transferability. The method demonstrated superior performance and scalability in the Australian grains zone.

REMOTE SENSING (2021)

Review Agriculture, Multidisciplinary

Graincast™: monitoring crop production across the Australian grainbelt

R. Lawes, Z. Hochman, E. Jakku, R. Butler, J. Chai, Y. Chen, F. Waldner, G. Mata, R. Donohue

Summary: The Australian dryland grain-cropping landscape requires a large amount of agricultural information that cannot be fulfilled by international crop-monitoring systems. To address this, an integrated analytics system combining satellite-based crop-mapping, crop-modelling, and data-delivery techniques was developed. This system can generate crop information on-demand and deliver it through an application programming interface. End-users are now using crop-monitoring data, highlighting the need for a vertically integrated data supply chain to further develop crop-monitoring technology.

CROP & PASTURE SCIENCE (2023)

Article Agriculture, Dairy & Animal Science

The value of stubbles and chaff from grain crops as a source of summer feed for sheep

Dean T. Thomas, Andrew F. Toovey, Elizabeth Hulm, Gonzalo Mata

Summary: Modern crop stubbles serve as an important source of feed for sheep in summer, but their feeding value can vary significantly due to Genetics x Environment x Management interactions and chaff management at harvest. Sheep with lower body condition scores tend to gain more weight on stubbles, highlighting the importance of ewe condition in feed efficiency.

ANIMAL PRODUCTION SCIENCE (2021)

Article Agriculture, Dairy & Animal Science

The effects of intradermal injections of spermidine on the growth rate of fibres and mitosis of wool follicles in Merino lambs

SM Liu, A Murray, AC Schlink, G Mata, DG Masters

ANIMAL SCIENCE (2002)

Article Agriculture, Dairy & Animal Science

Components of staple strength in young sheep from south eastern Victoria

DG Masters, C Scrivener, G Mata, L Hygate

ASIAN-AUSTRALASIAN JOURNAL OF ANIMAL SCIENCES (2000)

Article Agriculture, Dairy & Animal Science

Responses to protected canola meal and methionine in grazing Merino weaners - Liveweight and wool

G Mata, DG Masters, S Liu, SK Gulati

ASIAN-AUSTRALASIAN JOURNAL OF ANIMAL SCIENCES (2000)

Article Agriculture, Dairy & Animal Science

Components of staple strength in young superfine Merino sheep from southeastern New South Wales

G Mata, DG Masters, J Ive

ASIAN-AUSTRALASIAN JOURNAL OF ANIMAL SCIENCES (2000)

Article Agriculture, Dairy & Animal Science

Responses to protected Canola meal and methionine in grazing Merino weaners - Glutathione, methionine and cysteine

SM Liu, DG Masters, G Mata, C Wielinga, SK Gulati

ASIAN-AUSTRALASIAN JOURNAL OF ANIMAL SCIENCES (2000)

Article Agriculture, Multidisciplinary

Effects of Prima gland clover (Trifolium glanduliferum Boiss cv. Prima) consumption on sheep production and meat quality

DG Masters, G Mata, CK Revell, RH Davidson, HC Norman, BJ Nutt, V Solah

AUSTRALIAN JOURNAL OF EXPERIMENTAL AGRICULTURE (2006)

Article Agriculture, Multidisciplinary

Frequency of feeding lupin and canola meal supplements to young sheep influences wool growth and mitotic rate but not staple strength

DG Masters, G Mata, SM Liu, AC Schlink

AUSTRALIAN JOURNAL OF EXPERIMENTAL AGRICULTURE (2002)

Article Agriculture, Dairy & Animal Science

Management of intake in winter to control micron blowout and improve staple strength

G Mata, P Schroder, DG Masters

WOOL TECHNOLOGY AND SHEEP BREEDING (2002)

暂无数据