PROFILE

NAME
TITLE
Professor,
PhD

FIELD
Transportation
Engineering and Regional Planning
Regional Science

UNIVERSITY
Gifu University [1973]

GRADUATE SCHOOL
Gifu University, the Graduate School of Engineering [1975]

EMAIL
Toshi_miyagi @
plan.civil.tohoku.ac.jp

PHONE
+81-22-795-7495

FAX
+81-22-795-7500

SUBJECTS
Spatial
Computable General Equilibrium Model
Adaptive Learning Behavior

CONTRIBUTIONS
English-written papers are indicated
with colored letters.
Papers
- Miyagi T. and A. Kato:
Urban traffic demand model in consideration of persons' tome allocation
behaviours, Proceedings of Japan
Society of Civil Engineers, No. 254, pp. 81- 93,1976.
- A. Kato and T. Miyagi:
Demand equilibrium problem in traffic networks and solution procedures,
Proceedings of Japan Society of Civil Engineers, N0.289, pp, 121 - 130,
1979.
- A. Kato, T. Miyagi, and
T. Hiraoka:A comparison analysis on the traffic assignment methods based on the minimum path principle,
Traffic Engineering, 14 (7), pp. 3-11, 1979.
- Miyagi,T.
and A. Katoh: A Combined trip generation and distribution model and
persons' time allocation behaviours, Transport Research for Social and
Economic Progress (J. Stuart Yerrel, ed.), Vol. 3, Grower, pp. 1869-1881, 1981/4.
- Miyagi,T., Y.Tukamoto and
A. Katoh: The equilibrium assignment on a city street network with
signalized intersections, Res.
Rept. of the Faculty of Engineering, Gifu University,31, pp. 15-21, 1981.
- A. Kato, T. Miyagi, and
T. Yoshida: A combined trip distribution and traffic assignment model and
its validity, Traffic Engineering, 17 (6), pp. 3- 11,1982.
- Miyagi T., A. Kato: On
the framework of travel demand forecasting method based on the
supply-demand equilibrium concept, Proceedings of Japan Society of City
Planners, 17, pp.313-318,1982.
- A. Kato and T. Miyagi: On
the framework of transportation systems analysis, Transportation &
Economies, 43 (8), pp. 32- 38, 1983.
- Miyagi T., M. Watanabe
and A. Kato: A combined model of land use and traffic equilibrium based on
the probability choice theory, Proceedings of Japan Society of City
Planners, 18, pp. 247- 252, 1983.
- Miyagi T. and A. Kato: An
unified approach based on the random utility theory for modeling of urban
travel demand forecasting, Infrastructure Planning Review, 1, pp. 99- 104, 1984.
- Miyagi T.: The Conjugate
dual approach to travel demand modeling, Proc. of Seminar H,
"Transportation Planning Methods", PTRC 12th Summer Annual
Meeting, pp. 323-336, 1984.
- Miyagi T.: Traffic equilibria: Theory and
computation methods, Infrastructure Planning Review, 2, pp.13-28, 1985.
- Miyagi T. and A. Kato:
Applications of demand-performance equilibrium model: Theory, Traffic
Engineering, 20 (1), pp.21-29, 1985.
- Miyagi T. and A. Kato:
Applications of demand-performance equilibrium model: Applications,
Traffic Engineering, 20 (2), pp.3-8, 1985.
- Miyagi T. and T. Ogawa:
Parameter estimation and statistical test of the logit model based on the
conjugate duality, Infrastructure Planning Review, 3, pp. 185- 192, 1986.
- Miyagi T.: On the
formulation of the stochastic user equilibrium model consistent with the
random utility theory - A Conjugate dual approach, Proc. of the 4th World
Conference on Transport Research, Vol.2, pp.1619-1635, 1986.
- Miyagi T., Y. Nakajima
and A. Kato: A formulation of residential choice model by the surplus
maximization problem, Proceedings of Japan Society of City Planners,
21, pp.301 - 306, 1986.
- 18.Miyagi T. and T.
Yoshida: Some aspects of the combined trip distribution and assignment
model derived from the user equilibrium concept, Res. Rept. of the Faculty
of Engineering, Gifu University, 36, pp. 55-62,
1986.
- Miyagi T. and S.
Mizokami: Review on the forecasting techniques of flows in
road networks, Expressway and Automobiles, 31 (2), pp. 24 -33,1988.
- Miyagi T. and M. Mano: A
traffic assignment method based on the transfer decomposition principle,
Res. Rept. of the Faculty of Engineering, Gifu University, 39, pp. 9-16,
1989.
- Miyagi T. and T.
Thubouchi: An application of the surplus maximization model to Gifu city, Res. Rept.
of the Faculty of Engineering, Gifu University, 39, pp. 1-8,
1989.
- Miyagi T: A Combined residential-location
and transportation network equilibrium model, Selected Proc. of the 5th
World Conference on Transport Research, Vol. IV, pp. 123-137, 1989.
- Miyagi T. and K. Honbu:
An analytical method of the capacity of
a parking lot out of road, Traffic Engineering, 25 (3), 17 pp. -
26,1990.
- Miyagi T. and S.
Mizokami: A semi-dynamic traffic assignment model on congested
transportation networks, Proc. of Seminar H, "Transportation Planning
Methods", PTRC,18th Summer Annual Meeting, pp. 247-258,1990.
- Morisugi H., E. Ohno, and
T. Miyagi: Measuring landowners' share of total transport benefits, Proc.
of Seminar H, "Transportation Planning Methods", PTRC 18th
Summer Annual Meeting, pp. 33-44, 1990.
- Miyagi T.: Bayesian
learning process and the stochastic user equilibrium model, Infrastructure
Planning Review, 8, pp. 73- 80, 1990.
- Miyagi T.: The existence
and the stability of the Walrus equilibrium of the dispersed price
equilibrium model, Annual Report of Japan Regional Sience Association,
20, pp. 215- 232,1990.
- Miyagi T. and K. Honbu:
Validity of the capacity analysis of a parking lot out of road, Res. Rept.
of the Faculty of Engineering, Gifu University, 41, pp.19-26,
1991.
- Miyagi T. and K.
Makimura: Development of a macroscopic simulation model of traffic flows
in congested traffic networks, Res. Rept. of the Faculty of Engineering, Gifu University, 41, pp.27-36,
1991.
- Miyagi T.: A
computational procedure for determination of oligopolistic spatial price
equilibrium, Papers in Regional Science, 70(2) pp. 185-200, 1991.12.
- Miyagi T. and K.
Makimura: An application of the semi-dynamic traffic assignment technique
to Gifu city, Traffic
Engineering, 26 (2), pp.17-28, 1991.
- Miyagi T., Eiji Ono and
H. Morisugi: An application of fixed point algorithm to the traffic
network equilibrium problem, Annual Report of Japan Regional Sience
Association, 21, pp. 229-246,
1991/12.
- Motisugi H., E. Ono, T.
Miyagi: Definition and measurement model of residential relocation
benefits: An application to the transport project, Proceedings of Japan Society of Civil
Engineers, 425/IV-14, pp. 117-125, 1991/1.
- Morisugi, H., E. Ohno and
T. Miyagi: Benefit incidence of urban ring road: theory and case study of
the Gifu Ring Road",
Transportation, 20, pp.285-303, 1993.
- Miyagi T. and Honbu K.:
Prediction of Interregional freight flow based on an applied general
equilibrium model, Proceedings of the 14 th Annul Meeting of Traffic
Engineers, pp.241-244,1994.
- Katada T., H. Morisugi,
T. Miyagi, and Y. Ishikawa : Measurement method of interregional
bounding-back effects within the context of intraregional I-O analysis,
Proceedings of Japan Society of Civil Engineers, No.488/IV-23, pp.87-92
,1994/4
- Miyagi T.: The entropy
production function and its application to the multi-commodity and multi-sector
model, The Annals of Regional
Science, 28, pp.345-367, 1994.
- Katada T., H. Morisugi,
T. Miyagi, and Y. Ishikawa : A structural analysis on Interregional
bounding-back effects within the context of intraregional I-O analysis,
Annual Report of Japan Regional Science Association, 24(1), pp.53-64
,1994/12
- Miyagi T.: The economic
theory of network competition and the transport policies, Proceedings of
Japan Society of Civil Engineers, No.500/IV-25, pp.11-20,1994.
- Miyagi T. and H.
Mizuguchi: A multimodal network equilibrium model with composite transport
choice, Proceedings of Japan Society of Civil Engineers, No.512/IV-27,
pp.25-33,1995.
- Miyagi T., Y. Okuda and
H. Kato: A mathematical programming approach to a combined land-use and
transportation equilibrium model,
Proceedings of Japan Society of Civil Engineers, No. 513
/IV-28,pp.95-105, 1995.
- Miyagi T. and S. Nakatsuhara: Cost structure of public
transport firms and transport-effectiveness analysis, Transportation &
Economy, 55 (11), pp.24-31,1995.
- Miyagi T. and S. Oka: A
sustainable regional economic growth and transportation model, Journal of
the EASTS, 1(2), Management and Operation, pp.445-456 ,1995.
- Miyagi T., and K. Honbu:
A generalized model of land use and transportation: SCGE approach, Annual Report
of Japan Regional Science Association, 25 (1), pp.131-146, 1995/12.
- Miyagi T., R. Kimura, T.
Ozaki and M. Okushima: An application of user equilibrium assignment to
large scale transportation networks, Proceedings of the 16th Annual Meeting of Traffic Engineers,
pp.161-164,1996.
- Miyagi T. and Honbu K.:
Interregional trade model consistent with applied general equilibrium
analysis, Proceedings of Japan Society of Civil Engineers, No.530/IV-30,
pp.31-40, 1996.
- Miyagi T., A. Asai and S.
Oka: Network simulation analysis of the effects of the flextime policy for
road traffic environment, Traffic Engineering, 31 (1) ,pp.35-43, 1996.
- Miyagi T. and T. Suzuki:
Axiomatic derivation of accessibility functions defined on traffic
networks, Journal of Applied Regional Science, 2, pp.189-199,1996.
- Miyagi, T. and Suzuki,
T.: A Ramsey price equilibrium model for urban transit systems: A bilevel
programming approach with transportation network equilibrium
constraints", in "World Transport Research (D.A. Hensher, J. King
and T. Oum, eds.)", Vol. II, Pergamon, pp, 65-78, 1996.
- Miyagi,T. and H.Morisugi:
A direct measure of the value of choice-freedom, The papers of Regional
Science, 75, pp.19-32, 1996.
- Miyagi T, K. Honbu and K.
Ohashi: The analysis of the change in economic structure of Gifu prefecture with the
provision of projected highway: A multiregional general equilibrium
approach, Planning and Administration, 20 (1), pp.69-79, 1997.
- Miyagi, T.: Recent
developments in multiregional general equilibrium modeling:
Economic-transportation interaction models, Annual Report of Japan
Regional Science Association, 27 (1), pp.213-227, 1997.
- Ueda T., T. Miyagi and H.
Morisugi : Basic point of view for public investment evaluation method and
the application possibilities, Transportation & Economy, Vol.58, No.5,
pp.59-70 (1998.5)
- Miyagi T. and A. Hayashi:
Problems and solutions of transportation systems in the Gifu urban area,
Transportation & Economy, 58 (5),
pp. 35- 43, 1998.
- Miyagi T., K. Honbu and
K. Inoue: Estimation procedure of trade coefficients consistent with a
multiregional general equilibrium model, Infrastructure Planning Review,
15, pp.93-100, 1998.
- Suzuki T. and T. Miyagi:
Welfare analysis of public transport based on the Ramsay pricing rule with
network congestion, Journal of Applied Regional Science, 3, pp.165-175,
1998.
- Miyagi T. and T. Suzuki:
Computation of the Ramsay price equilibrium model using nonlinear
sensitivity analysis, Infrastructure Planning Review, 15, pp.527-534. 1998.
- Komori T., T. Ueda, T.
Miyagi, and H. Morisugi : Benefit
incidence analysis of the improvement of transport network with increasing
returns, Infrastructure Planning Review, No.15, pp.205-215, 1998/9.
- Miyagi, T.: A spatial
computable general equilibrium approach for measuring multiregional
impacts of large scale transportation project, In: Network Infrastructure and the Urban Environment: Advances in
Spatial Systems Modelling (L. Lundqvist, L.-G. Mattsson and T.F. Kim,
eds.), Springer, pp. 224-244, 1998.
- Miyagi, T.: The stability
of stochastic user equilibrium with a given set of route information, In
"Transportation Networks:
Recent Methodological Advances (M. G. H. Bell ed.)", Pergamon,
The Netherlands, pp.115-128, 1998.
- Miyagi,T and T. Suzuki: A
new definition of spatial accessibility function in a transportation
network, In "Accessibility,
Trade and Locational Behaviour (A. Reggiani, ed.)", Ashgate
Publishing, pp.61-78, 1998.
- Miyagi,T., K. Honbu and
K. Inoue: Validity and applicability of a spatial computable general
equilibrium model, The Australasian Journal of Regional Studies, 4(1),
pp.143-160,1998.
- Suzuki, T. and T. Miyagi:
The second-best pricing problem for urban transit systems with
environmental constraints, in "Urban Transport and Environment (L. J.
Sucharov, ed.)", WIT Press. pp. 13-22, 1999.
- Ogawa, K., T. Ogawa and
T.Miyagi: Basic analysis of the traffic simulation model on inter-city
expressways, Proceedings of '99 Shanghai International Symposium on Urban
Transportation, pp. 173-178, 1999.
- J-Q. Ying, H. Yang, and
T. Miyagi: On the stochastic equilibrium of traffic networks under the
impact of information equipment, Proceedings of the 6th World Congress on
Intelligent Transport Systems, Vol.1, pp.67-75, 1999.
- Ammari, F. and Miyagi,
T,: Health care facilities location model with genetic algorithm, Journal
of EASTS, 3(4), pp. 55-69.1999.
- Suzuki T. and Miyagi, T.:
Optimal subsidy problem for the public transit system: A Ramsey price
equilibrium model approach, In "World Transport", Vol. II, Pergamon,
pp. 305-318, 1999.
- Suzuki T., H. Taguchi, T.
Miyagi :A simulation system for examining the most suitable grid road plan
based on inflow regulation of the passage traffic in the districts,
Infrastructure Planning Review, 16, pp.855 - 862,1999.
- Miyagi T. and A. Hayashi:
The comprehensive transportation planning based on the TDM policy in the
local city, Transportation & Economy, pp.47-53, 2000.
- Miyagi, T., T. Ueda and
S. Yuri: A multiregional computable general equilibrium model for economic
appraisal of transportation projects, CD-ROM Proceedings of The 6th World
Congress of the Regional Science Association International,2000.
- Miyagi, T. and K. Ogawa:
A mixed complementarity formulation for integration of freight network
equilibrium model and multiregional general equilibrium model, CD-ROM
Proceedings of The 6th World Congress of the Regional Science Association
International, 2000.
- Ammari F., K. Ogawa and
T.Miyagi: Spatial interaction model in health-care facility
location-allocation, Infrastructure Planning Review, 17, pp.219-228, 2000.
- Tanaka Y., K. Ogawa, and
T. Miyagi: The influence of uncertainty in travel time information on
route choice behaviors, Infrastructure Planning Review, 17, pp.559-566,
2000.
- Shasho, A., and T. Miyagi: Dynamic traffic
assignment models: An outer-inner loop assignment method, The 8th Meeting
of the Euro Working Group Transportation, IFPR on Management of Industrial
Logistic Systems Proceedings, pp.175-180, 2000.
- Ammari, F., K. Ogawa, and T. Miyagi:
Location-allocation under spatial interaction model of health-care
facilities, The 8th Meeting of the
Euro Working Group Transportation, IFPR on Management of Industrial
Logistic Systems Proceedings, pp.303-309, 2000.
- Suzuki T., and T. Miyagi:
The second best pricing for urban transits aiming to manage urban
transport systems in real scale networks, The 8th Meeting of the Euro
Working Group Transportation, IFPR on Management of Industrial Logistic
Systems Proceedings, pp.509-512, 2000.
- J-Q. Ying, and T.
Miyagi: Sensitivity analysis for
stochastic user equilibrium network flows - A dual approach,
Transportation Science, 35(2), pp.124-133, 2001.
- Miyagi T., A. Kato, and
K. Noda: Some applications of GIS to urban and regional planning, Res. Rep.
of The faculty of Regional Studies, Gifu University, 11, pp. 21- 51, 2002
- Miyagi T., and M.
Sawada: Simulation analysis of
urban growth patterns by various transport strategies : an application of
land use/transportation model, Res. Rep. of The Faculty of Regional
Studies, Gifu University, 11,
pp.53-66,2002.
- Miyagi T., Y. Ishikawa,
S. Yuri, and K. Tsuchiya: Building the interregional input-output table at
the prefecture level using intraregional input-output tables,
Infrastructure Planning Review, 20 (1), pp.87-95,2003.
- Suzuki T., and T. Miyagi:
Optimal cost allocation for urban transportation systems management,
Annual Report of Japan Regional Science Association, 33 (1), pp. 19-31, 2003.
- Miyagi T.: Basic
structure of Interregional trade models based on the icebarg
specification: an approach from applied general equilibrium modeling,
Journal of Applied Regional Science, 8 (2), pp.15- 31, 2003.
- Shasho, A., and Miyagi T.: State of art of
dynamic traffic assignment models for congested transportation networks", Res. Rept. of the Faculty of
Engineering, Gifu University, pp. 47-62, 2003.
- Miyagi T.: A modelling of
route choice behaviour in transportation networks: an approach from
reinforcement learning, WIT Press, Southampton, UK, pp. 235-244,
2004.
- Suzuki T., and Miyagi,
T.: The optimal cost allocation for urban transport management, WIT Press,
Southampton, UK, pp.905-914,
2004.
- Ishikawa Y., and T.
Miyagi: Analysis of the industrial linkage structure of Japan by using the estimated 47 prefecture
level interregional input-output table, Annual Report of Japan Regional
Science Association, 34 (1), pp.132-152, 2004.
- Miyagi T.: Interregional
trade modeling with separable transport sectors, Annual Report of Japan
Regional Science Association, 34 (3), pp.137-152 2004.
- Ishikawa Y., and Miyagi
T.: The Construction of a 47-region interregional input-output table and
interregional interdependence analysis at prefecture level in Japan, CD-ROM
Proceedings of the 44th European Congress of ERSA, 2004.
- Miyagi T.: A reinforcement
learning model with endogenously determined learning-efficiency
parameters: Applications to route choice behaviour in congested networks,
CD-ROM Proceedings of Joint 2nd International Conference on Soft Computing
and Intelligent Systems an d 5th International Symposium on Advanced
Intelligent Systems, 2004.
- Miyagi, T.:
Knowledge-based algorithm for analyzing interactions between traveler
information and driver's route choice behavior, CD-ROM Proceedings in
Scientific Sessions, The 11th World Congress on Intelligent Transport
Systems, Nagoya, 2004.
- Miyagi T. and T. Sakurai:
Calibration and validity of spatial computable general equilibrium models,
CD-ROM Proceedings, 29 pages, the 19th Pacific Regional Science
Conference, Tokyo, Japan, 2005.
- Miyagi T., M. Nishimura
and S. Mitui: Measuring indirect economic impacts arising from
transportation investment by a SCGE model, WIT Press, 2006.
- Wang XingJu, and T.
Miyagi: Simulation analysis of congestion in the on-ramp section by the
traffic jam propagation model, Proceedings of the 16th annual meeting of
traffic engineers, 2006.
Books
1. Katoh, Akira, Hisayoshi Morisugi and Toshihiko Miyagi: Chapter 29 Data
Analytical method, in "Traffic
Engineering Handbook", Gihodo,1984.
2. Toshihiko Miyagi:
Chapter 3 Traffic Equilibria with variable demands, in "Analysis and Planning in Transportation
Networks - Recent Theoretical Developments and Applications", JSCE,
1987.
3. Morisugi Hisayoshi and Toshihiko Miyagi: Evaluation of Transportation Project: Exercises and practices,
Korona-Sha, 1996.
4. Toshihiko Miyagi:
Chapter 11 Space Economy and Network Analysis and Chapter 14 Reviews on Network
Analysis, in "Transportation Network
Equilibria - Advanced Theory and Computational Methods", JSCE,
Maruzen, 1998.
5. Takaji Suzuki and
Toshihiko Miyagi: Chapter 2 Comparison analysis of cost allocation schemes for
improvement of urban railway systems, in "Transport and Regional Analysis based MPEC (Special Interest Groupe
on MPEC ed.)", Kusanagi-Syobou, pp.17-35, 2003/4.
6. Toshihiko Miyagi:
Economic Impacts of the Tokai Ring Road to Gifu
Areas-A measurement by SCGE model, Chapter 3 in "Regional Studies in Gifu", A Joint Study of Gifu University and Juroku Bank,
Mathuo-shyuppan, pp.60-98, 2006/3.
Seminar Texts, Technical Reports and Contributions
1. Akira Katoh and Toshihiko Miyagi: New
Developments in Traffic Assignment Techniques, Seminar Text, Cyubu Branch of
JSCE, pp.15-29, 1982.
2. Akira Kato, Kenji Yamada and Toshihiko Miyagi: Expected Direction of
the transportation network systems and the industries in Gifu
prefecture, Research Report, Gifu think-tank,1989.
3. Toshihiko Miyagi: Planning Town and Traffic, Gifu think-tank Report, pp. 1- 6, 1991.
4. Toshihiko Miyagi: Development of the behavioral model of route
choice and the risk prediction model of
car accident based on the driver's stress minimization criteria, Grant-in-aid
Research Report for Road Safety Study, Vol.6,pp.80-84,1991.
5. Toshihiko Miyagi: Study on the public transportation systems in United States / Canada, A Special Report on Foreign
Study, Dept. of Public Works of Gifu Prefecture, pp.7-15,1994.
6. Toshihiko Miyagi: Hub function and
international airports, Monograph of Airport Research, pp.1-11,1996.
7. Toshihiko Miyagi: Part-I: "Review of applied general equilibrium
models", and Part-II: "Evaluation of national trunk road networks in
Japan", in Seminar text "Applications of applied
general equilibrium models to economic assessments of public investments",
Infrastructure Planning and Management Division of
JSCE, 1998.
8. Toshihiko Miyagi: Social systems and applied
mathematics / applied dynamics, Journal of JSCE, 85 (8), pp.13-16,2000.
9. Toshihiko Miyagi: Fundamental analysis of the industrial linkage
structure of Gifu prefecture, Economic Monthly Report 589, Jyuroku
Bank,pp.7-12, 2003.
10. Toshihiko Miyagi: Economic analysis of the change of local industries
based on Gifu input-output table,
Economic Monthly Report 601,Jyuroku Bank, pp.29-42, 2004.
11. Toshihiko Miyagi: Industrial linkage analysis of Gifu prefecture
based on the input-output account,
Working Paper Series No. 5, a Joint Study of Gifu University and Jyuroku
Bank, April 2004, 81 pages.
Discussion Papers and Conference Papers (unpublished)
Miyagi, T.: Dual approach to
the modal equilibrium problem, Technical Report, N0.83-TE-MT 3-8, Dept. of
Civil Engineering, Gifu University, 1983.
Miyagi, T.: Economic appraisal for multi-regional
impacts by a large scale expressway project -A computable general equilibrium
approach-, Tinbergen Institute Discussion Papers, TI 2001-0066/3, 2001.
Miyagi T.: Stochastic fictitious play reinforcement
learning and the user equilibrium in transportation net works, A paper
presented at the IVth meeting on Mathematics in Transport, University College
London, UK, 2005.
Miyagi T.: Multiagent learning models for route
choices in transportation networks: An integrated approach of regret-based
strategy and reinforcement learning, Papers of 11th International Conference on
Travel Behaviour Research, Kyoto University, Japan, 2006.
Miyagi T.: Evaluation of economic impacts from the
accessibility-change by transportation investment: A SCGE modeling approach,
Papers of 2006 International Input-Output Meeting, Sendai, Japan, 2006.
Miyagi T.: A Spatial computable general equilibrium
model for evaluating economic impacts of transportation investment, A paper
submitted to the World Conference on Transport Research, University of California, USA, 2007.
Miyagi T.: Modeling of adaptive learning behavior of
drivers in dynamic environment, A paper submitted to 14th International
Conference on Recent Advances in Retailing and Consumer Services Science, San Francisco, USA, 2007.
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