Applying Data Mining for Early Warning in Food Supply Networks

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Cost/Resource Function
f(r) = sustaining cost
Fixed Cost (F2) Shutdown Cost (S) Fixed Cost (F1) Unit cost (c1) Unit cost (c2) Unit cost (c3)
{
Conditional Break last Minimum (m) Point (b) year
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Scope Supply Chain Modeling System Hierarchy TopTop-Down View
Strategic Optimization Modeling System Tactical Optimization Modeling System
Strategic Analysis
5
Analytical IT
Concerned with developing and applying systems for evaluating and disseminating decisions based on models constructed from supply chain decision databases e.g., production scheduling systems, forecasting systems, supply chain network optimization systems
9
Models for Integrated Supply Chain Management
• Descriptive modeling - forecasting, data mining, activity-based costing, performance metrics, simulation, systems dynamics • Prescriptive modeling - optimization models (mathematical programming combined with heuristic methods)

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High School Dating
- Peter S. Bearman, James Moody and Katherine Stovel Chains of affection: The structure of adolescent romantic and sexual networks , American Journal of Sociology 110 44-91 (2004)
• Get your hands wet
– You will find the assignments much easier
• Use your peers in learning
– Discuss in/out classes to enhance understanding – Actively participate in a group project
2010 © University of Michigan
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Networks are Every Where
2010 © University of Michigan
9
Example: Airline Route Map
Continental Airline: Source: /
2010 © University of Michigan
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Example: Network in a Soccer Match
- FAS research on Flickr: /photos/fasresearch
2010 © University of Michigan
4
Schedule
• • • • Basic concepts of networks How to characterize networks How to model networks Analyze networks

高琦，张首央，唐子程，等. 蛋白质纳米颗粒的制备及其在食品领域的应用研究进展[J]. 食品工业科技，2023，44（11）：30−37. doi:10.13386/j.issn1002-0306.2022110153GAO Qi, ZHANG Shouyang, TANG Zicheng, et al. Research Progress on Preparation and Application of Protein Nanoparticles in Food Field[J]. Science and Technology of Food Industry, 2023, 44(11): 30−37. (in Chinese with English abstract). doi:10.13386/j.issn1002-0306.2022110153· 青年编委专栏—食品营养素包埋与递送（客座主编：黄强、蔡杰、陈帅） ·蛋白质纳米颗粒的制备及其在食品领域的应用研究进展高　琦1,2，张首央1，唐子程1，彭　雪1，王　宁1，薛友林1,*（1.辽宁大学轻型产业学院，辽宁沈阳 110036；2.中共辽宁省委党校，辽宁沈阳 110161）摘　要：蛋白质纳米颗粒即纳米级的蛋白质颗粒，由于蛋白质本身具有良好的生物相容性和生物降解性，与合成纳米材料相比，蛋白质纳米颗粒在生物活性物质的包埋和传递方面具有极大优势，近年来逐渐成为研究的热点。

本文首先介绍了目前主要用于食品工业的动物蛋白纳米颗粒和植物蛋白纳米颗粒的常见类型，并对蛋白质纳米颗粒的常用制备方法进行了归纳总结，包括反溶剂沉淀法、盐析法、纳米喷雾干燥法、静电纺丝法、超临界流体法和热致聚集法等，分析了各种方法的原理及在安全性、适用性、产品质量和操作复杂程度等方面的优缺点，然后对蛋白质纳米颗粒在功能性食品的生产、食品的活性包装和食品Pickering 乳液的稳定三个方面的应用进行了综述，最后归纳了蛋白质纳米颗粒应用安全性方面的研究现状，以期为蛋白质纳米颗粒的进一步研究提供理论参考。

【关键字】英语荟萃精品11条：考研复试英语自我介绍不再愁自我介绍英语,英文自我介绍Sample1:My name is ________. I am graduated from ________ and major in ________. There are ________ people in my family. My father works in a computer company. And my mother is a housewife. I am the youngest one in my family.In my spare time, I like to read novels. I think reading could enlarge my knowledge. In addition to reading, I also like to play PC games. A lot of grownups think playing PC games hinders the students from learning. But I think PC games could motivate me to learn something such as English or Japanese. My favorite course is English because I think it is interesting to say one thing via different sounds. I wish my English could be improved in the next four years and be able to speak fluent English in the future.Sample2:I am ________. I was born in ________. I graduate from ________ and major in English. I started learning English since I was 12 years old. My parents have a lot of American friends. That’s why I have no problem communicating with Americans or others by speaking English.In my spare time, I like to do anything relating to English such as listening to English songs, watching English movies or TV programs, or even attending the activities held by some English clubs or institutes. I used to go abroad for a short- term English study. During that time, I learned a lot of daily life English and saw a lot of different things.I think language is very interesting. I could express one substance by using different sounds. So I wish I could study and read more English literatures and enlarge my knowledge.Sample3:My name is ________. There are 4 people in my family. My father is a Chemistry teacher. He teaches chemistry in ________ senior high school. My mother is an English teacher. She teaches English in the university.I have a younger brother, he is a junior high school student and is preparing for the entrance exam.I like to read English story books in my free time. Sometimes I surf the Internet and download the E- books to read. Reading E-books is fun. In addition, it also enlarges my vocabulary words because of the advanced technology and the vivid animations.I hope to study both English and computer technology because I am interested in both of the subjects. Maybe one day I could combine both of them and apply to my research in the future.My name is ________. I am from ________. There are ________ people in my family. My father works in a computer company. He is a computer engineer. My mother works in a international trade company. She is also a busy woman. I have a older sister and a younger brother. My sister is a junior in National Taiwan University. She majors in English. My brother is an elementary school student. He is 8 years old.Because of my father, I love surfing the Internet very much. I play the on-line game for about 2 hours every day. I wish I could be a computer program designer in the future. And that is why I am applying for the electronics program in your school.Sample5:From a middle class family, I was born in Hsin Ying, Tainan on October 10th, 1965. My father is a civil official at Tainan City Government. My mother is a house wife good at cooking. Although I am the only child of my parents, I am by no mans a spoiled one. On the contrary, I have been expected to be a successful man with advanced education. I study hard at school. Besides texts knowledge, journalism is my favorite; whenever reading, my heart is filled with great joy and interesting.“Being good is must; successful, however, is plus.” Father adopts the idea of his father. Especially in military service, I realized it more precisely. People said: Military service makes a boy to man, I agree that.I realized the importance of English and began to study diligently when I was eighteen. I did not start in my early age, but I hope that I could pass the test of General English Proficiency Test. And this is my best wish at the moment.Sample6:After completing my military service, I have been looking for a challenging goal for me to achieve. And I found that the Intermediate of General English Proficiency Test fits my new achievement properly.I graduated from Taipei Commercial Junior College, majored in business administration. Instead of spending much time in playing, I devoted myself to my studies and paid attention to all meaningful things happened in daily life. By the way, I learned a lot from Mr. Wang, the professor of my business class. He is my good friend till now an often gives some appropriate suggestions toward my problem confusion.My father is, in the same way, a good consultant to me. As he said: I am in poor education, little for you; to clarify, what he have given is far beyond his words, I do think so. I was born in a country of Ping Tung Country, farming is our career of generations. There are four people in my family, Mother is housewife and my brother is a student of an Agriculture College.I am optimistic and active, and I am confident that I can pass the test. Thank you for your precious to read my autobiography.1、Good morning/afternoon/evening, my name is . It is really a great honor to have this opportunity/chance to introduce myself. I would like to answer whatever you may raise, and I hope I can make a good performance today.上午好/下午好/晚上好!我的名字叫……。