3/18/2015 Bio-Informatics & High Performance Computing (HPC) for Realization & Advancement of Precision Agriculture Kudang B. Seminar e-mail: [email protected] Head of Bio-informatics Engineering Laboratory Fateta IPB Honorary Member of AFITA Member of ASICTA Honorary Member HIPI Member of PERTETA The creation and development of advanced information and computational techniques for solving problems in biology https://www.osc.edu/press/ohio_supercomputer_center_ralph_regula_s chool_to_power_choose_ohio_first_bioinformatic s http://www.babraham.ac.uk/our-research/scienceservices/bioinformatics/ 1 3/18/2015 The use of super computers and parallel processing techniques for solving complex computational problems 1. Fundamental Concepts Stephen Hawking (January 2000), The Newton Professor of Physics at Cambridge: "I think the next century will be the century of complexity" George Rzevski: www.rzevski.net 2 3/18/2015 http://www.necsi.edu/projects/mclemens/cs_char.gif What is Complexity? It consists of a large number of diverse components engaged in unpredictable interaction (Variety and Uncertainty) Its global behaviour emerges from the interaction of local behaviours of its components (Emergence) It self-organises to accommodate unpredictable external or internal events and therefore its global behaviour is “far from equilibrium” or “at the edge of chaos” (Adaptability and Resilience) It co-evolves with its environment (Irreversibility) George Rzevski: www.rzevski.net 3 3/18/2015 Dramatic Change! Biology has changed dramatically and highthroughput experimental methods such as produce masses of data. Superlinear Grow & Challenging Problems The bioinformatics databases grow superlinearly! The masses of data led to numerous challenging bioinformatics problems & solutions http://www.benjaminwicks.com/portfolio/ 4 3/18/2015 Big Data Analysis & Optimism Tens of thousands of ESTs (Expressed Sequence Tags) available for study Most methods to study message distributions are low throughput AND time consuming “Genomics” necessitates the large scale study of gene expression Optimism: Biology is finite… ~30,000 human genes; ~1000 protein superfamilies …but computers speeds keep increasing => HPC Future Extension of Bio-informatics Integrated Data Genotype Data Phenotype Data Gographical Indication Data 5 3/18/2015 Why Integration is needed? Genotype: genetic constitution of an individual organism Phenotype: expressed physical traits of an individual organism. Geographical indication (GI): specific characters (signature) of an individual organism that correspond to a specific geographical location or origin. Relating Genotype & Phenotype Data Chromosome Genotype data DNA Phenotype data Leaf Tuber 6 3/18/2015 cDNA Collections (Libraries) • Various tissues are collected from the plant, and messages are extracted Leaf Messages Tuber Messages Unifying GI,Phenotype, Genotype Data Origin Genotype + Phenotype Data 7 3/18/2015 What about Precision Agriculture (PA)? An agricultural system that provides precise treatments to all agribusiness chain from upstream (onfarm) to downstream (off farm). agribusiness chain from Field To Table Why is Precision Agriculture hard? Life Systems Non-Life Systems Simple behavior & attributes Complex behavior & attributes Involve genetics Autonomous Do not involve genetics Non-autonomous CNC BDA (Computer Numerical Control) Expert system Finite Element System Adaptive System (Biosistem-Derived Algorithm) Fuzzy control Fractals Pattern recognition Genetic algorithm Artificial Neural Network Photosynthetic algorithm Immune system algorithm Ant Colony Algorithm 8 3/18/2015 General Model of Precision Agriculture Bio-Process Control System Complex Computation & Decision Making 3/18/2015 17 Agro-products Bio-Products Related Values Timely & Conditionally Valuable Data Tecnology for specific bioproducts Environment Related Values Gerhard Schiefer. 2014. Transparency for Sustainability: Food chain challenge & Future Internet opportunities, AFITA Conference 2014. 9 3/18/2015 Food Chain/Network Tools for making transparency & precision work? Gerhard Schiefer. 2014. Transparency for Sustainability: Food chain challenge & Future Internet opportunities, AFITA Conference 2014. Tools for Transparency & Precision Support Gerhard Schiefer. 2014. Transparency for Sustainability: Food chain challenge & Future Internet opportunities, AFITA Conference 2014. 10 3/18/2015 Gerhard Schiefer. 2014. Transparency for Sustainability: Food chain challenge & Future Internet opportunities, AFITA Conference 2014. ICT Cloud to Support PA Gerhard Schiefer. 2014. Transparency for Sustainability: Food chain challenge & Future Internet opportunities, AFITA Conference 2014.` 11 3/18/2015 Gerhard Schiefer. 2014. Transparency for Sustainability: Food chain challenge & Future Internet opportunities, AFITA Conference 2014. Gerhard Schiefer. 2014. Transparency for Sustainability: Food chain challenge & Future Internet opportunities, AFITA Conference 2014. 12 3/18/2015 Gerhard Schiefer. 2014. Transparency for Sustainability: Food chain challenge & Future Internet opportunities, AFITA Conference 2014. Gerhard Schiefer. 2014. Transparency for Sustainability: Food chain challenge & Future Internet opportunities, AFITA Conference 2014. 13 3/18/2015 Linking production with Consumers Gerhard Schiefer. 2014. Transparency for Sustainability: Food chain challenge & Future Internet opportunities, AFITA Conference 2014. Gerhard Schiefer. 2014. Transparency for Sustainability: Food chain challenge & Future Internet opportunities, AFITA Conference 2014. 14 3/18/2015 Gerhard Schiefer. 2014. Transparency for Sustainability: Food chain challenge & Future Internet opportunities, AFITA Conference 2014. Plant Health Monitoring and Control 15 3/18/2015 Tomato Grading Grading Technology Precision Agriculture (Off Farm): Minimizing Loss in Tomato Ketchup Supply Chain 16 3/18/2015 THE DEVELOPMENT OF IDENTIFICATION SYSTEM AND GENOME ANALYSIS SINGLE NUCLEOTIDE POLYMORPHISM UNTUK PEMULIAAN SOYBEAN PLANT Tim Peneliti: Dr. Wisnu Ananta Kusuma (Ilmu Komputer, IPB) Dr. Agus Buono (Ilmu Komputer, IPB) Dr. Ir. I Made Tasman (BB Biogen) Habib Rijzaani (BB Biogen) Mukhlis Hidayat, M.Kom (Matematika, Unsyiah) Research Contributions •Creation of superior strains • Utilization of genomic analysis for breeding •Utilization of information technology to support the analysis of genomic-based breeding 17 3/18/2015 The Supervised Multi-Agent Systems for GreenhouseBased Crop Industry Kudang B. Seminar Herry Suhardiyanto UIJI Seminar, 23-25 July 2011, Ehime University Dept. of Mechanical & Biosystem Eng. Bogor Agricultural University A Large Scale Crop Production Plant 18 3/18/2015 Concurrent Engineering for Environment and Plant Control USER Greenhouse s USER SUPERVISO RY AGENT INTERFACE USER’S PREFERENCE SELECTION MODULE Array of Controller s Greenhouse Controllers Supervis ed Agents Greenhouse Controllers Greenhouse Controllers Modes of control Parameters Optimality of control Criteria Supervisory Control Engine Control Knowledg e I/O Knowledg e Climatic Knowledge Crop Knowledg e CONCLUDING REMARKS (1) The role of bio-informatics & HPC is becoming very crucial and strategic to the realization and advancement of precision agriculture (PA). intergrating and interelating the knowledge of genotype, phenotype and GI will be very useful for formulating and establishing better paradigms, solutions and tools for better & smarter agricultural system particularly in Indonesia 19 3/18/2015 CONCLUDING REMARKS (2) Collaborative & interdisciplinary research can be extended coherently towards better & competitive agriculture production through PA & bioinformatics CONCLUDING REMARKS There have been many applications of bioinformatics for agriculture, partcularly food production but there are more challenging research & applications due to biosystem diversity & complexity CONCLUDING REMARKS (3) The applications of bioinformatics heavily rely on the advancement of HPC (High Performance Computing Technology) & that of superintelligent computations. The development & use of bio-derived computational algorithms will be more aggresive due to nature of bio-systems. 20 3/18/2015 THANK YOU 21
© Copyright 2024