,_ '*l///i. A74 Ml-jJ* " NORTHWESTERN UN V EVANSTON IL DEPT OF APPLIED MATIMATICS F/G 12/

Similar documents
.IEEEEEEIIEII. fflllffo. I ll, 7 AO-AO CALIFORNIA UN IV BERKELEY OPERATIONS RESEARCH CENTER FIG 12/1

AD-A1GS 323 FIRST PASSAGE TIMES IN STOCHASTIC DIFFERENTIAL - 71 EQUATIONS OF NATHENATICAL..(U) NORTHWMESTERN UNIV EVANSTON IL DEPT OF ENGINEERING

I I ! MICROCOPY RESOLUTION TEST CHART NATIONAL BUREAU OF STANDARDS-1963-A

RD-Al NONLINEAR PARTIAL DIFFERENTIAL EQUATIONS ANDREA D / I UNCLASSIFIED AFOSR-TR AFOSR F/G 12/1 NL

WRb-Al? 164 STATISTICAL TECHNIQUES FOR SIGNAL PROCESSING(U) 1/1 PENNSYLVANIA UNIV PHILADELPHIA S A KASSAN 30 NAY 85 AFOSR-TR-6-01?

AD-A ROCHESTER UNIV NY GRADUATE SCHOOL OF MANAGEMENT F/B 12/1. j FEB 82.J KEILSON F C-0003 UNCLASSIFIED AFGL-TR NL

A STUDY OF SEQUENTIAL PROCEDURES FOR ESTIMATING. J. Carroll* Md Robert Smith. University of North Carolina at Chapel Hill.

IW IIIIL2 5-_6. -, ~IIIl IIII'nll MICROCOPY RESOLUTION TEST CHART NAI IONAL BUIREAU O( STANDARDS 1963 A

AD-At AN OUTPUT MATCHING APPROACH TO MULTIVARIABLE LINEAR Il 0001 UNCLASSIFIED AFOSR-TR AFOSR U/ 14/2 NL 1

c~j CONTROL OF LARGE SPACE STRUCTURES AFOSR

A7A INTERIMREPORT GRANT AFOSR AU)NORHCAROLNA / UNIV AT CHARLO0TE DEPT OF MATHEMATICS M ABDEL-HAMEED AN S DAUG 83 AFOSR-TN 83 AN N

1SEP 01 J S LANGER AFOSR

RD-R14i 390 A LIMIT THEOREM ON CHARACTERISTIC FUNCTIONS VIA RN ini EXTREMAL PRINCIPLE(U) TEXAS UNIV AT AUSTIN CENTER FOR CYBERNETIC STUDIES A BEN-TAL

Independence of some multiple Poisson stochastic integrals with variable-sign kernels

1.0~ O. 1*1.8.2IIII II5 uuu11~ I 1 I6 MICROCOPY RESOLUTION TEST CHART NATIONAL BUREAU OF STANDARDS 1963-A

A0A TEXAS UNIV AT AUSTIN DEPT OF CHEMISTRY F/G 7/5 PHOTOASSISTED WATER-GAS SHIFT REACTION ON PLATINIZED T7TANIAI T--ETCIUI

U-.-._ AD-A TWO STOCHASTIC MODE.ING PROBLEMS IN COMMUJNICATIONS AND NAVIG6ATON I/J U) VIRGINIA P0 TECHNIC INS A ND STE BLACKSBURG UNIV

S 7ITERATIVELY REWEIGHTED LEAST SQUARES - ENCYCLOPEDIA ENTRY.(U) FEB 82 D B RUBIN DAAG29-80-C-O0N1 UNCLASSIFIED MRC-TSR-2328

,AD-R A MEASURE OF VARIABILITY BASED ON THE HARMONIC MEAN AND i/i ITS USE IN APPROXIMATIONS(U) CITY COIL NEW YORK DEPT OF MATHEMATICS M BROWN

A Characterization of Einstein Manifolds

A MARTINGALE INEQUALITY FOR THE SQUARE AND MAXIMAL FUNCTIONS LOUIS H.Y. CHEN TECHNICAL REPORT NO. 31 MARCH 15, 1979

16. D. C. Struppa and C. Turrini, Hyperfunctions and boundary values ofholomorphic functions, Nieuw Arch. Wisk. 4 (1986),

A70-Ai ARE MASS EXTINCTIONS REALLY PERIOOIC7(J) CALIFORNIA t/l UNIV BERKELEY OPERATIONS RESEARCH CENTER S M ROSS OCT 86 ORC-86-i9 RFOSR-86-8i53

SaL1a. fa/ SLECTE '1~AIR FORCE GECOPNYSICS LABORATORY AIR FORCE SYSTEMS COMMAND AFGL-TH

AD-A REPORT DOCUMENTATION PAGE OM8 No UNCLASSIFIED

Stochastic Partial Differential Equations with Levy Noise

THE MALLIAVIN CALCULUS FOR SDE WITH JUMPS AND THE PARTIALLY HYPOELLIPTIC PROBLEM

REFERENCES. General theory of Markov processes, by Michael Sharpe. Academic Press, San Diego, 1988, xi pp., $ ISBN

JADL 00 C M ABLOW. S SCHECHTER F C-011 UNCLASSIFIED AFOSR-TR ML. PAK CAFfG1N/ 7 RI NTERATINALMENL

A REPRESENTATION FOR THE KANTOROVICH RUBINSTEIN DISTANCE DEFINED BY THE CAMERON MARTIN NORM OF A GAUSSIAN MEASURE ON A BANACH SPACE

D-,+O K.1K. b9 V 378

1.4 The Jacobian of a map

SYSTEMS OPTIMIZATION LABORATORY DEPARTMENT OF OPERATIONS RESEARCH STANFORD UNIVERSITY STANFORD, CALIFORNIA

173 ENERGETIC ION BERN-PLASMA INTERACTIONS(U) PRINCETON i/i UNIV N J PLASMA PHYSICS LAB P KULSRUD 09 MAR 84 RFOSR-TR AFOSR

Citation Osaka Journal of Mathematics. 41(4)

L6 12. til L 340. i II~ jiiii25 TEST CHART MICROCOPY RESOLUTION. NATIONAL HT)Rh AO (.1 SANDAP

MICROCOPY RESOLUIION IESI CHARI. NAMfNA[ IC~ ANtn

On Reflecting Brownian Motion with Drift

BOOK REVIEW. Review by Denis Bell. University of North Florida

for all f satisfying E[ f(x) ] <.

PITMAN S 2M X THEOREM FOR SKIP-FREE RANDOM WALKS WITH MARKOVIAN INCREMENTS

IEEE". UNIY-NILUAUKEE J SEDER 25 APR 85 AFOSR-TR i RFOSR UNCLASSIFIED F/G 12/1 NL

Random Fields: Skorohod integral and Malliavin derivative

Memoirs of My Research on Stochastic Analysis

The Azéma-Yor Embedding in Non-Singular Diffusions

The volume growth of complete gradient shrinking Ricci solitons

A NOTE ON FISCHER-MARSDEN S CONJECTURE

RD-Ai6i 457 LIMITING PERFORMANCE OF NONLINEAR SYSTEMS WITH APPLICATIONS TO HELICOPTER (U) VIRGINIA UNIV CHARLOTTESVILLE DEPT OF MECHANICAL AND

An Introduction to Stochastic Modeling

N _IC.25 N/PS. Bill~ 11 2 WA' ,' mm_

MICROCOPY RESOLUTION TEST CHART NATIOAL BUREAU OF STANDARDS-1963-A. *9. ~ ~ ~ MCOCP REOUTO TEST CHA.<:~ RTrz ~

L -A STOCHASTIC MODELING AND SOLUTION TECHNIQUES IN A1/

i of 6. PERFORMING ORG. REPORT NUMBER Approved for public Dtatibuft Unlimited

Divergence Theorems in Path Space. Denis Bell University of North Florida

[Ahmed*, 5(3): March, 2016] ISSN: (I2OR), Publication Impact Factor: 3.785

Lecture 12. F o s, (1.1) F t := s>t

Negative sectional curvature and the product complex structure. Harish Sheshadri. Department of Mathematics Indian Institute of Science Bangalore

Contents. 1 Preliminaries 3. Martingales

PROBABILITY: LIMIT THEOREMS II, SPRING HOMEWORK PROBLEMS

_L.4

STOCHASTIC DIFFERENTIAL SYSTEMS WITH MEMORY. Salah-Eldin A. Mohammed

ON THE REGULARITY OF SAMPLE PATHS OF SUB-ELLIPTIC DIFFUSIONS ON MANIFOLDS

C-) ISUMMARY REPORT LINEAR AND NONLINEAR ULTRASONIC INTERACTIONS ON LIQUID-SOLID BOUNDARIES

arxiv:math/ v1 [math.dg] 1 Oct 1992

Convergence at first and second order of some approximations of stochastic integrals

M A T H E M A T I C S

A limit theorem for the moments in space of Browian local time increments

AFOSR TR. ~Carnegie Mellon University FINAL REPORT ON GRANT NO. AFOSR (Inference in Stochastic Processes,,,..-

SECURITY CLASSIFICATION OF TWI",A,'- Form Approved. ICUMENTATION'PAGE OMB No b. RESTRICTIVE MARKINGS OF

RD-RI STATE-SELECTED ION-MOLECULE REACTION DYNRMICS(U)i/ STANFORD UNIV CA DEPT OF CHEEISTRY R J MORRISON ET AL. D-AlSIFED 5 DEC 84

AFOSR F 2304/Al SAUThORS Wendell H. Fleming Harold J. Kushner

On extensions of Myers theorem

rocumentation PAGE 1b. RESTRICTIVE MARKINGS ' " p ioa* -K b. ADDRESS (City, Stare, and ZIP Code) (If applicable) AFOSR a"

arxiv: v1 [math.dg] 15 Sep 2016

I UNCLASSIFIED ONR-TR-2 NL

Introduction The Poissonian City Variance and efficiency Flows Conclusion References. The Poissonian City. Wilfrid Kendall.

RO-AI55614? CONFIDENCE INTERYALS USIlNG THE REGENERTIYE METHOD FOR 1/1 SIMULATION OUTPUT.. (U) STANFORD UNJY CA DEPT OF 1"'7 1OPERTIONS RESEARCH P W

Tools of stochastic calculus

Maximum Process Problems in Optimal Control Theory

Interfaces between Probability and Geometry

DATE ~~~ 6O 300 N1. nbc OF / END FJLIEEO

Probability for Statistics and Machine Learning

Results from MathSciNet: Mathematical Reviews on the Web c Copyright American Mathematical Society 2000

arxiv: v1 [math.pr] 11 Jan 2013

The Hopf argument. Yves Coudene. IRMAR, Université Rennes 1, campus beaulieu, bat Rennes cedex, France

Brownian Motion. 1 Definition Brownian Motion Wiener measure... 3

PROBABILITY: LIMIT THEOREMS II, SPRING HOMEWORK PROBLEMS

AIRFOIL DESIGN PROCEDURE A MODIFIED THEODORSEN E-FUNCTION. by Raymond L. Barger. Langley Research Center NASA TECHNICAL NOTE NASA TN D-7741

On the martingales obtained by an extension due to Saisho, Tanemura and Yor of Pitman s theorem

NOTES III SAN DIEGO 4

The Poisson boundary of certain Cartan-Hadamard manifolds of unbounded curvature

A RAY KNIGHT THEOREM FOR SYMMETRIC MARKOV PROCESSES

Adventures in Stochastic Processes

Ln800 North Quincy Street IS. NUMBER11 OF PAGIES

A NOTE ON STOCHASTIC INTEGRALS AS L 2 -CURVES

Diagonal Representation of Certain Matrices

AD-AL MASSACHUSETTS UNIV AMHERST DEPT OF ELECTRICAL AND C-ETC F/G 12/1 ON THE INSTABILITY OF THE SLOTTED ALOHA MULTIACCESS ALGORITHM.

;E (" DataEntered,) 1.GOVT ACCESSION NO.

Hodge de Rham decomposition for an L 2 space of differfential 2-forms on path spaces

Exact Linearization Of Stochastic Dynamical Systems By State Space Coordinate Transformation And Feedback I g-linearization

Transcription:

A74 Ml-jJ* " NORTHWESTERN UN V EVANSTON IL DEPT OF APPLIED MATIMATICS F/G 12/ MARKOV PROCESSES APPLIED TO CONTROL. REPLACEMENT, AND SI NAL AN--ETC(L)J AL 82 E CINLAR UNLLASSIFIED AFOSR-80-0252 AFOSRT*haa-0902 NL,_ '*l///i ED

A~oS-Tit- 82-02 0 Final Research Report on MARKOV PROCESSES APPLIED TO CONTROL, REPLACEMENT, AND SIGNAL ANALYSIS supported by AFOSR Grant No. V during June 1981 to May 1982 'OJ--O - 0 ', : DTIC ELECTE % OCT 18 Ig8m2I submitted to AIR FORCE OFFICE OF SCIENTIFIC RESEARCH >.. by La.J hirovedfor publio reloeus 1: j bid /

B. DESCRIPTION OF WORK COMPLETED (I Hunt Processes. This is the final link in the major work on the characterization of Markov processes. In [8], we had characterized all semimartingale Hunt processes taking values in 1n in terms of Wiener processes and Poisson random measures. Thrust of the present work is to reduce an arbitrary Hunt process X taking values in an arbitrary space E to the case studied before. The main idea is to construct a function f: E E c [0,1l such that i) f is one-to-one and bimeasurable, ii) f(x) is again a Hunt process, and iii) each component of fmx) is a semimartingale. Such a construction is carried out by using the martingale additive functionals generated by a countable collection of smooth functions that serve as an orthonormal bisis for the set of all martingales. In addltion to yielding the desired representation, the method gives representations of all martingales and semimartingales defined on the probability base of the given Markov process. [2) Queues with random intensities. Although written as an answer to a problem in queueing theory, the major idea of this paper is in fact the construction of point processes. The problem is to construct a point process whose dual predictable projection is specified somehow. The heart of the paper is the observation that all such problems can be transformed into a problem concerning the solution of certain stochastic integral equations driven by Poisson random measures. This method is purely sample-paththeoretic and replaces the need to use Girsanov's theorem on changing probability measures. Thus, an implicit analytic problem is solved by an explicit construction. Further, the explicit construction seem well-suited for use in simulation studies. AIoRrnXcz o smiim MOA( (AM ) This teohnioal report has ben reviwed and is approved for publia release law AdR 190-1.2 Distribution is unlimited. hjmlt J. e Ku Chef, f.ohntoal InfOwmtOUInVi9i1i

- [3) Martin&ales, Brownian motion, stochastic integrals. This is an introduction to the theory of stochastic integrals using the simple cases of discrete-time and Poisson integrals as starting points. In particular, many of the fairly sophisticated results concerning Brownian motions are made simple by approximating the Brownian motion by using Poisson random measures. Also, we study the construction of stochastic integrals by the original method used by Ito, and show that it is capable of handling most situations with certain appropriate modifications. These notes are expository in nature, and will be used in a forthcoming book. [4) Stochastic means. Let X be a Brownian motion in a Riemannian manifold and f be a smooth function. The expectation of fxt ) for the exit time T from a geodesic ball of radius e, suplies information concerning the structure of the manifold around the ball. This paper obtains the first three terms of the asymptotic expansion of that expectation, and shows that it coincides with the usual mean value only if the manifold is Einsteinian. [5] Inverse problems. Let M be a surface inbedded in 3 so that every geodesic disc of radius e has area v e 2. Then, M is flat in the 'itrinsic sense that every small disc can be mapped isometrically to a ~~disc in the plane PR 2. Generalizing this result to higher dimensional manfolds proved difficult to geometers. By replacing the concept of "area" by measures having to do with Brownian motion, one gets around some of the difficulties. First and second moments of the exit time (from balls of radius ) of the Brownian motion give effective characterizations of Euclidean spaces and sy metric spaces with rank one. ae

[6) Brownian motion and Riemannian geometr. This is an expository paper on the interactions between Brownian motion and analysis on manifolds. In many geometric problems, the heat flow problems and its associated generator, the Laplacian, started to play an important role during recent research. Since heat flow is the macroscopic phenomenon corresponding to the microscopic process of Brownian motion, it is natural to investigate the interactions directly. [7) Mean exit-time from geodesics. This is a continuation of [41 and [53. The mean exit time for a Brownian motion from a small geodesic ball is studied, an asymptotic expansion is given, and an explicit formula is provided when the manifold is symmetric and has rank one. The coefficients in the power series expansion are all expressible in terms of the invariants of the curvature operator, and thus, provide valuable information on the structure of the manifold around the geodesic. (83, [9), [10) were described in the previous report, for the year 1980-81. E11] Seminar on Stochastic Processes 1982. This volume will consist of about half the papers presented during a three-day seminar held at Northwestern University in March 1982. This was the second such seminar. The aim of these seminars is to bring together a small group of distinguished resgerchers and to provide an infonal atmosphere for them to discuss their current work. The invited participants in this year's seminar were: AN.

B. ATKINSON - Los Angeles R. BASS - Seattle K. BICHTELER - Austin D. BURKHOLDER- Urbana K.L. CHUNG - J.L. DOOB - Palo Alto Urbana C. DOLEANS-DADE - Urbana H. FOLLMER - ZUrich R.K. GETOOR - San Diego J. GLOVER - Rochester J. MITRO - Cincinnati D. MONRAD - Urbana E. PERKINS - Vancouver J. PITMAN- Berkeley Z. POP-STOJANOVICH - Gainesville M.J. SHARPE - San Diego T.C. SHIH - Ann Arbor J. WALSH- Vancouver sntis Accession For GRA&i DTIC TAB Unannounced Justification By, Distribution/ Availability Codes Dist Avail and/or Speolal A :,

The following is the list of contributors (and the titles of their work) to the volume being edited for publication: B.W. ATKINSON. Germ fields and a converse to the strong Markov property. B.W. ATKINSON and J.B. MITRO. Applications of Revuz and Palm type measures for additive functionals in weak duality. R.F. BASS..Occupation times of d-dimensional semimartingales. K. BICHTELER and D. FONKEN. A simple version of the Malliavin calculus in dimension N. K.L. CHUJNG. An inequality for boundaz) value problems. R.K. GETOOR. Excursions and forward times. J. GLOVER. Identifying Markov processes up to time change. J. GLOVER. Topics in energy and potential theory. H. KASPI. Regenerative systems and Markov additive processes. D. MONRAD. On the p-variations of Gaussian random fields with separable increments. Z. POP-STOJANOVICH and K.M. RAO. Remarks on energy. J.3. WALSH. Stochastic integration with respect to local time. i.-. "

A. SUMMARY The following is the list of work completed during June 1981 - May 1982 under this grant. (1] E. CINLAR and J. JACOD. Hunt processes satisfy stochastic integral equations driven by Wiener processes and Poisson random measures after a time change. To appear. [2). Queues with arrivals and sevices having random intensities. To appear. [31. Martingales, Brownian motion, and stochastic integrals. [4) M. PINSk,.. Moyennes stochastique sur une variete riemannienne. C.R. Acad. Sci. de Paris, t. 292j 991-994. [5). Inverse problems in stochastic Riemannian geometry. Proceedings of Second Bad Honnef Workshop on Stochastic Differential Systems. Springer-Verlag, Lecture Notes in Mathematics. To appear. [63. Brownian motion and Riemannian geometry. Proc. Special Year in Differential Geometry, Univ. of Maryland. Birkhiuser, Boston, 1982. In press. [7) and A. GRAY. The mean exit time from a small geodesic ball in a Riemannian manifold. To appear. - P

Copies of these papers are attached. In addition, copies are attached j of the following published work reported to AFOSR earlier. [8) E. CINLAR and J. JACOD. Representation of semimartingale Markov processes in terms of Wiener processes and Poisson randommeasures. In Seminar on Stochastic Processes 1981, pp. 159-242. Birkhiuser, [9) and.semimartingales defined on Markov processes. [101, K.L. CHUNG and R.K. GETOOR, eds. Seminar on Stochastic Processes 1981. Birkhauser, Boston, 1981. Finally, we report on the Seminar ou -'etochastic Processes 1982 held in Evanston during March 1982. The vol~ue'tb.4 p'pear is urder preparation: [l11 E. CINLAR, K.L. CHUNG, and R.K. i~ eds. Seminar on Stochastic Processes 1982. Birkh~user, Boston, 1982. To appear. 41

UNCLASSIFIED SECURITY CLASSIFICATION OF THIS PAGE (I'Men Dle Entered) REPORT DOCUMENTATION PAGE BEFORE COUPLETING FOR 1. REPORT NUMBER I. GOVT ACCESSION O. RECIPIENT'S CATALOG HUMBER AMS -TA- 8 2a 0 9 D & L. 0 2 1 01 * 4. TITLE (and Subtfii) 11- TYPE OF REPORT & PERIOD COVERED FINAL, 1 JUN 81-31 MAY 82 MARKOV PROCESSES APPLIED TO CONTROL, REPLACEMENT: S. PERFORMING ORG. REPORT NUMBER AND SIGNAL ANALYSIS 7. AUTHOR(,) S. CONTRACT OR GRANT NUMBER(s) Erhan Cinlar AFOSR-80-0252 9. PERFORMING ORGANIZATION NAME AND ADDRESS IO. PROGRAM ELEMENT. PROJECT. TASK Department of Applied Mathematics AREA & WORK UNIT NUMBERS Northwestern University PE61102F; 2304/A5 Evanston IL 60201 11. CONTROLLING OFFICE NAME AND ADDRESS 12. REPORT DATE Directorate of Mathematical & Information Sciences July 1982 Air Force Office of Scientific Research I3. NUMBER OF PAGES Bolling AFB DC 20332 7 14. MONITORING AGENCY NAME & ADDRESS(I different from Controlling Office) IS. SECURITY CLASS. (of thie report) I. DISTRIBUTION STATEMENT (of this Report) Approved for public release; distribution unlimited. UNCLASSIFIED ISO. DECLASSIFICATION/DOWNGRADING SCHEDULE 17. DISTRIBUTION STATEMENT (of the abstract entered in Block 20, If different frone Report) IS. SUPPLEMENTARY NOTES 1S. KEY WORDS (Cenfiue en revered elde If necessawy And Identify by block number) ABSTRACT (Cont -e n reverse aide if necessr aid identify by block number) This report describes the work completed under the grant in the following areas: (ihmlt processes; (4queies with random intensities; W1artingales, Brownian motion, stochastic integrals; "W -stochastic means; (40-dnverse proble1m; (G-Srownia j9tion and Riemannian geometry; (-n-man exit time from geodesics; and (06-leminar on stochastic processes 1982. Also included are a list of the participants in the seminar; a list of contributors and the titles of their work to the proceedings of the seminar; and a list of work completed during the last year of the Xrsnt.4---- S R C 1473 UNCLASSIFIED SCURITY CLIASIIlCATION OF THIS PAGE (When Deta Saerad)