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020 ▼a 9780438310001
035 ▼a (MiAaPQ)AAI10970759
035 ▼a (MiAaPQ)OhioLINK:osu1493905616531091
040 ▼a MiAaPQ ▼c MiAaPQ ▼d 248032
0820 ▼a 658
1001 ▼a Roychowdhury, Sayak.
24510 ▼a Data-Driven Policies for Manufacturing Systems and Cyber Vulnerability Maintenance.
260 ▼a [S.l.] : ▼b The Ohio State University., ▼c 2017
260 1 ▼a Ann Arbor : ▼b ProQuest Dissertations & Theses, ▼c 2017
300 ▼a 136 p.
500 ▼a Source: Dissertation Abstracts International, Volume: 80-01(E), Section: B.
500 ▼a Adviser: Theodore T. Allen.
5021 ▼a Thesis (Ph.D.)--The Ohio State University, 2017.
520 ▼a This research explores deterministic and stochastic policies to help organizations make data-driven optimal decisions. The two major application areas identified in this research are manufacturing and cyber security. In a recent report published
520 ▼a In stamping, different types of parts are scheduled for processing in the press, which requires different die-sets to be mounted on the press. This has all the elements of conventional scheduling problems with tardiness objectives and setup cost
520 ▼a The second part of this research is motivated towards improving cyber vulnerability maintenance policies under uncertainty. A conservative estimate by McAfee in 2014 puts annual cost of cybercrime at US$375B. This is an important contempo
520 ▼a Another benefit of using finite numbers of model scenarios relates to decision making for multiple identical systems, e.g., a "fleet" of identical Linux computer hosts. The issue of identical systems in machine learning has apparently received l
520 ▼a Then, I explore additional advantages of finite model scenario BAMDPs relating to the ability to incorporate reward-based or other learning in intuitive ways. Also, the speed of learning and the concept of "fast learning" and average learning ti
590 ▼a School code: 0168.
650 4 ▼a Operations research.
650 4 ▼a Industrial engineering.
690 ▼a 0796
690 ▼a 0546
71020 ▼a The Ohio State University. ▼b Industrial and Systems Engineering.
7730 ▼t Dissertation Abstracts International ▼g 80-01B(E).
773 ▼t Dissertation Abstract International
790 ▼a 0168
791 ▼a Ph.D.
792 ▼a 2017
793 ▼a English
85640 ▼u http://www.riss.kr/pdu/ddodLink.do?id=T15001352 ▼n KERIS
980 ▼a 201812 ▼f 2019
990 ▼a 관리자