Subproject 15
Project recipient: Leibniz-Centre for Agricultural Landscape Research
(ZALF) e. V. Müncheberg, Institute for
Landscape Systems Analysis, team: Dr. Karl-Otto Wenkel, Dr. Wilfried Mirschel,
Dr. Ralf Wieland, Dr. Christian Kersebaum, MSc. Jans Bobert
Subproject title:
Development and validation of a procedure for the interactive model-supported
generation of yield expectation maps of heterogeneous fields
Subproject short
title: Model supported generation of yield expectation maps
Subproject objectives: The development of
procedures which facilitate the determination of realistic yield targets for
management units within agricultural fields for the forthcoming vegetation
period represents a scientific challenge which is not satisfactory solved up to
now. In subproject 15 an applicable and scenario-apt fuzzy expert system is to be developed,
capable to take into account site- and crop production parameters for the
derivation of the yield target as well as fuzzy variables like site experience
and management considerations. The fuzzy expert
system is to be tested scientifically and on farm under practical conditions.
Position of the
subproject in the compound: The results of subproject 15 are directly transferred to the units
production systems / production management of the compound (subprojects 9 –
11). The produced yield expectation maps will be made
available to subproject 3 (efficiency of precision farming) to assist
continuing economic analysis.
A close cooperation
with subproject 18 (software for farm data management) safeguards the
integration of the planning tool into a farm information and management
software system.
For its part
subproject 15 is dependent on data and information from other subprojects. In
particular a cooperation with the subprojects 13 (remote sensing), subproject
14 (integrated site characterization) and subproject 16 (site specific rooting
depth) is striven for. Validation and practical
testing of the procedure will in addition be carried out with data of and in
close cooperation with the project farms.
Objectives:
·
Development of a new interactively applicable tool for the generation of
yield expectation maps of heterogeneous fields for winter wheat and corn
·
Experimental testing, quantification and interpretation of possible
deviations of generated yield expectation maps from measured yield maps of the
project farms
·
Iterative validation of the
procedure by means of actual data from the project farms
·
Comparison of different potentially suitable methods for the generation
of yield expectation maps
·
Testing of the practical applicability of the procedure together with
farmers
Conception:
·
A procedure which meets the following requirements is
to be developed: |
·
Best possible processing of the current knowledge about the interdependences between biomass- and
yield formation and climate-, site-, management- and genetic factors |
·
Processing of incomplete and fuzzy data and
information |
·
flexible, transparent and easily comprehensible |
·
interactive and spatially applicable |
·
scenario-apt and suitable for risk assessment |
·
data requirements similar to the generally available
data of the project farms |
·
adjustable onto actual operating conditions on farm
and possibilities for direct implementation of empirical knowledge of the
farmers |
·
simple applicability |
From contemporary point of view a spatially applicable fuzzy expert system is very
suitable for these requirements.
|
|
|
1. Comparative
analysis and evaluation of potentially suitable methods for site specific
yield potential and – target assessment |
|
2. Development of a
concept for a spatially explicit, scenario-apt fuzzy based expert system for interactive
generation of yield expectation maps |
|
3. Analysis and
aim-oriented processing of current knowledge
about interdependences between biomass- and
yield formation and climate-, site-, management- and genetic factors |
|
4. Build up of a
relational knowledge data base |
|
5. Development of
algorithms and fuzzy sub models with help of the spatial analysis and modeling tool SAMT, designed in the Institute for
Landscape Systems Analysis of the ZALF Muencheberg |
|
6. Programming of
sub modules of a spatial fuzzy based expert system for site
specific yield expectation including functional testing and test of its
stability |
|
7. Scientific
testing of the accuracy of the procedure by means of experimental databases
from project farms, complemented with data of own experimental investigations |
|
8. Validation of the
procedure with data from the compound project preagro I and comparison with results of the procedure
"Lisso” by means of data of the farm Reinstedt (Saxony- Anhalt) and/or
further long term data sets |
|
9. Documentation and
scientific publication of the procedure |
This subproject
summary was updated on 04.04.2005