401.661 Advanced Construction Technology 1
Moonseo Park
39동 433 Phone 880-5848, Fax 871-5518
E-mail: mspark@snu.ac.kr Department of Architecture College of Engineering Seoul National University Professor, PhD
Pay or not to pay
401.661 Advanced Construction Technology
401.661 Advanced Construction Technology 2
Model Quantification
Is it always required with S&F?
The Little Prince by Antoine de Saint-Exupéry
“…the grown-ups who are no longer interested in anything but numbers…”
Useful to determine loops’ magnitude
Requiring a lot of relevant data
401.661 Advanced Construction Technology 3
Lecture Outline
Typical Modeling Method
Background of the Case Project
Dynamic Modeling Process
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Modeling Process
Learning can happen across ALL stages of modeling.
Involving continuous iterations among the modeling steps.
System Understanding
Conceptualization
Model Formation
Model Test &
Validation
Policy Analysis
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System Understanding: the process of deepening the modeler’s understanding of the system with relevant information, usually including problem statement, list of variables, and reference modes
Conceptualization: conceptual model structures are
described in the form of a causal loop diagram to show the dynamics of variables involved in the system (also, called dynamic hypotheses)
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Examples of Causal Loop Diagram
Design-Driven Feedbacks Construction-Driven Feedbacks
Overlapping between Design and Construction
Potential Design Change Impact on
Construction Owners' Requests
on Changes Uncertainties Assumptions in
Design
Oversizing
Design Changes
Construction Changes Time Pressure
+ + +
+ +
+ +
Delay + Construction
Processes Overlapping +
Project Duration.
+
Increase in Workforce +
Construction Work Done before Upstream
Completed +
+ Productivity
-
- Estimated Project
Duration + Project +
Costs +
R1
R2
R3 - - - -
Design Changes Overlapping between
Design and
Construction Potential Design
Change Impact on Construction Owners' Requests
on Changes Uncertainties Assumptions in
Design
Oversizing
Construction Changes Time Pressure
+ + +
+ +
+ +
Delay + Construction Processes
Overlapping +
Project Duration.
+
Increase in Workforce +
Construction Work Done before Upstream
Completed +
+ Productivity
-
- Estimated Project
Duration + Project +
Costs +
R1
R2
R3 - -
- -
+
+
401.661 Advanced Construction Technology 7
Model Formation: having a causal loop constructed,
variables in the model structures come to have quantitative attributes through building mathematical equations for
variables.
This step also includes the identification of stock and flow structures, which characterize the state of the system and generate the information, upon which decisions and
actions are based, by giving the system inertia and memory [Sterman, 2000]
401.661 Advanced Construction Technology 8
Model Validation: tested and validated in accordance with the purpose of the modeling
Policy Analysis: the validated model is applied to solving the given problems
401.661 Advanced Construction Technology 9
One Typical Modeling Method is …
System Understanding
Conceptualization
Model Formation
Model Test &
Validation
Policy Analysis Establishing a Problem Statement
Listing Important Variables Making Reference Modes
Establishing Dynamic
Hypotheses, using Causal Loop
Diagrams
401.661 Advanced Construction Technology 10
Lecture Outline
Typical Modeling Method
Background of the Case Project
Dynamic Modeling Process
401.661 Advanced Construction Technology 11
Background of the Case Project
Strategic Decisions for Highway Operation
City A
“A construction company has recently completed their highway construction project, which has been awarded with a BOT contract”.
“The highway runs from City A to City B in a more direct way than the existing road, and has service facilities for drivers”.
City B Highway
Old Road
401.661 Advanced Construction Technology 12
“A discounted cash flow analysis shows some numbers for toll charges that can return their investment within the operation period”.
“However, the top management of the company won’t believe the numbers, thinking that highway operation might not be a simple mathematics”.
401.661 Advanced Construction Technology 13
“According to their experience, drivers choose a drive road depending on cost-convenience tradeoffs, having the
following two options:”
• A highway with a lot of services and toll
• An old road without services
“Because of such a recognition, the top management wants to understand dynamics caused by drivers’ tendency in
choosing a drive road and to know how to maximize their profits, while keeping an acceptable level of service”.
401.661 Advanced Construction Technology 14
Lecture Outline
Typical Modeling Method
Background of the Case Project
Dynamic Modeling Process
401.661 Advanced Construction Technology 15
Problem Statements
Figuring out the dynamics involved in highway operations including tradeoffs among toll charges, service level,
volume of traffic, and congestion level.
Finding an optimal level of toll charges and maintenance costs, which can maximize their profits, keeping an
acceptable level of service.
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List of Variables
Toll Charges
Highway Capacity Travel Time
Traffic Volume Service Quality Trip Frequency
Road Attractiveness
Degree of Congestion
Time Reduction through Highway GDP*
Population*
Price of Gasoline per Mile*
*Exogenous Variables
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Reference Mode
Traffic Volume on
Highway
Maintenance Costs
Profits
TIME 0
Operation Starts
End of Concession
FEAR HOPE HOPE
FEAR
Now
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Dynamic Hypotheses
For the first stage of the development, one needs to analyze feedback loops that have the most significant impacts on the system and established dynamic
hypotheses of them.
TrafficOn Highway
Congestion
AvgTravelTime
Att activenessOf Highway ServiceLevel
+
+ -
Revenue
TollPerCar + InvestmentOn
M aintenance
FractionOfRevTo Invest +
Cap acity
-
ServiceLevel OfOldRoad
GapOfServiceLevel +
+
+ Perceived Att activeness
OfHighway Service
Cap acity +
Service Cap acity Deteriorate
+
+
The Spaghetti
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If toll becomes cheaper, traffic goes up,
congestion becomes more, and drivers have a higher average travel time. That affects
negatively on the Attractiveness of Highway with the consequent reduction in traffic.
The following hypotheses on the system’s behaviors are established when toll is decreased.
0 Toll decrease Operation End Traffic on
Highway
Profits
Will be stabilized at a certain point that is determined by other conditions
Will be determined by Traffic Volume
Congestion
TrafficOn Highway
Congestion
AvgTravelTime
AttactivenessOf Highway ServiceLevel
+
+ - TollPerCar
Capacity
-
ServiceLevel OfOldRoad
GapOfServiceLevel +
+
+ Perceived Attactiveness
OfHighway +
Congestion
<Service Capacity>
401.661 Advanced Construction Technology 20
Service
The attractiveness of the Highway with
respect to the service level depends on both the service on highway and in the
alternative route. As an increase in traffic deteriorate the Highway’s service level and in turn its attractiveness.
The same hypotheses on the system’s behaviors as Congestion Loop are established when toll is decreased.
TrafficOn Highway
Congestion
AvgTravelTime
AttactivenessOf Highway ServiceLevel
+
+ - TollPerCar
Capacity
-
ServiceLevel OfOldRoad
GapOfServiceLevel +
+
+ Perceived Attactiveness
OfHighway +
ServiceDeteriorate
<Service Capacity>
401.661 Advanced Construction Technology 21
Investment
As traffic goes up, the company can spend more money on services. And better services increase the
attractiveness of the highway.
The following hypotheses on the system’s behaviors are established when fraction of revenue for
investment on the service capacity is increased.
Traffic on Highway
Profits
TrafficOn Highway
Congestion
AvgTravelTime
AttactivenessOf Highway ServiceLevel
+
+ -
Revenue
TollPerCar + InvestmentOn
Maintenance
FractionOfRevTo Invest +
Capacity
-
ServiceLevel OfOldRoad
GapOfServiceLevel +
+
+ Perceived Attactiveness
OfHighway Service
Capacity +
Service Capacity Deteriorate
+
+
Investment
401.661 Advanced Construction Technology 22
Model Formation
Perceived Relative Att ract iveness ChangesIn
Att ract iveness TimeToPerceive
Att ract iveness
Relative Att ract iveness
Traffic On Highway
Total Traffic
Congestion
Toll
Service Imp rove
Service Service
Deterioration Service Lifecycle ServiceLevel
TravelTime OnHighway
Gap Of Service Level
Service Level Of Old Roads
Revenue
Annual Budget For Changes in
Service Fraction Of
Revenue For changes in
Service TravelTimeOn
OldRoads
GapOfTravelTime
M aximum Toll allowable
Time t o Service Imp rovement
Net Profits
Time To Change
Trans ChangesInTraffic
Traffic On Old Roads
Init ialToll stepSize
Operation Cost s Fraction
OfInitial TrafficOn Highway
M axTime Reduction
Effect OfTravel TimeOn Att ract iveness TableFor
TimeEffect
M axService Advantage
Effect Of ServiceOn
Att ract iveness TableFor Service Effect Effect OfTollOn
Att ract iveness
Table for congestion
Coef for Congestion
Table for Toll effect
Init Service
<TotalTraffic>
Coef for Init Service
Time t o change Budget Congestion
on Old Roads
Old Road Cap acity
M axTime Reductionon
OldRoad
<Traffic On Old Roads>
<TotalTraffic>
<Fract ionOfInit ial TrafficOn Highway >
Service coef Investment
on M arketing Effect of M arketing
on Time t o Perceive Att ract iveness f
<Traffic On Highway >
<Investment on M arketing>
Highway Cap acity Regional
Growt h
<Time>
Coef for InvestmentM kt
401.661 Advanced Construction Technology 23
Model Analysis
Graph for PerceivedRelativeAttractiveness
1.413
1.272
1.130
0.9886
0.8468
4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
3 3
3
3 3
3 3
3 3 3 3 3 3 3 3 3 3 3
2 2
2
2 2
2 2
2
2 2 2 2 2 2 2 2 2 2
1
1
1 1
1 1
1 1 1 1 1 1 1 1 1 1 1 1 1
0 1 2 3 4 5 6 7 8 9 10
Time (Year)
PerceivedRelat iveAt tractiveness : toll7$ 1 1 1 1 1 1 1 1 1 dimensionless
PerceivedRelat iveAt tractiveness : toll2$ 2 2 2 2 2 2 2 2 2 dimensionless
PerceivedRelat iveAt tractiveness : toll4$ 3 3 3 3 3 3 3 3 3 3 dimensionless
PerceivedRelat iveAt tractiveness : base 4 4 4 4 4 4 4 4 4 4 dimensionless
Toll Impact
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Model Analysis
Graph for Traffic On Highway
3.839 M
3.402 M
2.964 M
2.527 M
2.090 M
4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
3 3
3 3
3 3 3 3 3 3 3 3 3 3 3 3 3 3
2 2
2
2 2
2
2 2 2 2 2 2 2 2 2 2 2 2
1
1 1
1 1 1 1
1 1 1 1 1 1 1 1 1 1 1
0 1 2 3 4 5 6 7 8 9 10
Time (Year)
Traffic On Highway : toll7$ 1 1 1 1 1 1 1 1 1 1 1 1 car/Year
Traffic On Highway : toll2$ 2 2 2 2 2 2 2 2 2 2 2 2 car/Year
Traffic On Highway : toll4$ 3 3 3 3 3 3 3 3 3 3 3 3 car/Year
Traffic On Highway : base 4 4 4 4 4 4 4 4 4 4 4 4 car/Year
Toll Impact
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Model Analysis
Graph for Net Profits
10.41 M
7.395 M
4.375 M
1.354 M
-1.666 M
4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
3 3
3 3
3 3 3 3 3 3 3 3 3 3 3 3 3 3
2 2
2 2
2 2 2 2 2 2 2 2 2 2 2 2 2 2
1
1 1
1
1 1 1 1 1 1 1 1 1 1 1 1 1 1
0 1 2 3 4 5 6 7 8 9 10
Time (Year)
Net Profits : toll7$ 1 1 1 1 1 1 1 1 1 1 1 1 1 dollar/Year
Net Profits : toll2$ 2 2 2 2 2 2 2 2 2 2 2 2 dollar/Year
Net Profits : toll4$ 3 3 3 3 3 3 3 3 3 3 3 3 3 dollar/Year
Net Profits : base 4 4 4 4 4 4 4 4 4 4 4 4 4 dollar/Year
Toll Impact
401.661 Advanced Construction Technology 26
Policy Implications
While the relative attractiveness always becomes stabilized at the initial equilibrium point, the traffic volume becomes stabilized at the point where there are no more changes in the attractiveness.
Net profit from the highway operation may not be
proportional either to toll amount or to traffic volume.
401.661 Advanced Construction Technology 27
Investment on Service
Graph for PerceivedRelativeAttractiveness
1.012
1.007
1.001
0.9963
0.9909
3 3 3
3
3
3 3 3
3
3
3 3 3 3 3 3 3 3 3 3 3 3 3 3
2 2 2
2
2 2
2 2 2
2 2
2 2
2 2
2 2 2
2 2 2 2 2 2
1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
0 2 4 6 8 10 12 14 16 18 20
Time (Year)
PerceivedRelat iveAt tractiveness : base 1 1 1 1 1 1 1 1 1 1 1 1 1 dimensionless
PerceivedRelat iveAt tractiveness : Service50%increase 2 2 2 2 2 2 2 2 2 2 dimensionless PerceivedRelat iveAt tractiveness : Service50%decrease 3 3 3 3 3 3 3 3 3 3 dimensionless
Model Analysis
401.661 Advanced Construction Technology 28
Model Analysis
Graph for Traffic On Highway
2.919 M
2.773 M
2.628 M
2.482 M
2.336 M
3 3 3 3
3 3
3
3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
2 2 2 2
2 2
2 2
2 2
2 2
2 2
2 2
2
2 2 2 2 2 2 2
1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
0 2 4 6 8 10 12 14 16 18 20
Time (Year)
Traffic On Highway : base 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 car/Year
Traffic On Highway : Service50%increase 2 2 2 2 2 2 2 2 2 2 2 2 2 car/Year
Traffic On Highway : Service50%decrease 3 3 3 3 3 3 3 3 3 3 3 3 3 3 car/Year
Investment on Service
401.661 Advanced Construction Technology 29
Model Analysis
Graph for Net Profits
8.788 M
8.392 M
7.996 M
7.600 M
7.204 M
3 3
3 3
3 3
3
3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
2
2
2
2 2
2 2
2 2
2 2
2 2
2 2
2
2 2 2 2 2 2 2 2
1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
0 2 4 6 8 10 12 14 16 18 20
Time (Year)
Net Profits : base 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 dollar/Year
Net Profits : Service50%increase 2 2 2 2 2 2 2 2 2 2 2 2 2 2 dollar/Year
Net Profits : Service50%decrease 3 3 3 3 3 3 3 3 3 3 3 3 3 3 dollar/Year
Investment on Service
401.661 Advanced Construction Technology 30
Policy Implications
Investment on the service capacity can increase traffic volume and lowers annual net profits.
However, the system also becomes stabilized, which implies that the long run, we can get almost same annual net profits regardless of the investment amount on service.
401.661 Advanced Construction Technology 31
Policy Recommendations
Set initial toll price a little bit higher than that of equilibrium case (say 7$ per car)
Set the investment amount on service lower than that of equilibrium case (say 50% decrease)
Invest on marketing for the initial period of operation (say the first 1.5 years)
401.661 Advanced Construction Technology 32
831 Housing Policy
투기 수요 증가
-분양 프리미엄의 형성은 투기 수요 ↑
실수요 위주로 개편
-청약 가점제,
전매제한으로 투기 수요 진입 어려움
공급 위축
- 수익성 악화로 인한 공급 축소
영향 無
-공공 주택의 공급 -중소기업이 틈새시장을 메꿈
Supply Demand Pric
e
가격 상승 억제
-신규 공급 가격 조절로 전체 주택 가격 조절 가능
프리미엄 형성
-분양완료 후 프리미엄 형성, 이는 주택매매가에 그대로 영향
33
Tug war
분양주택 기대거래차익 줄다리기
기존주택 기대거래차익 쟁탈전
401.661 Advanced Construction Technology 34 Housing Price
Demand S upply
S ales Unit Cost per S quare Meter
Expected Trading Profi t of S ales
Housing
Expected S ales Profi t
Newly Buil t Housing
+
-
+
+
Exi sting Housi ng on S ale
Potenti al Actual Demand Potenti al
Investment Demand
Home Ownership Rati o Housing
Attractiveness
Difference between Demand and S upply
- +
+
+ +
- +
+ + Funding
Capabil ity Avai lable
Resi denti al Area+ Development
Cost +
Expected Tradi ng Profi t of Exi sting Housi ng
-
+ +
Potenti al Value of Exi sting Housi ng
Expected S ales Rate
+
- -
+
+
+
+
Chonsei Price Total Potential
Demand +
+
-
+ B1-a
B1-b
401.661 Advanced Construction Technology 35 Housing Price
Demand S upply
S ales Unit Cost per Square Meter
Expected Trading Profi t of S ales
Housing
Expected S ales Profi t
Newly Buil t Housing
+
-
+
+
Exi sting Housi ng on S ale
Potenti al Actual Demand Potenti al
Investment Demand
Home O wnershi p Ratio
Housing Attractiveness
Difference between Demand and S upply
- +
+
+ +
- +
+ + Funding Capabil ity
+ Avai lable
Resi denti al +Area Development
Cost +
Expected Tradi ng Profi t of Exi sting Housi ng
-
+ +
Potenti al Value of Existing
Housing
Expected S ales Rate
+ -
- +
+
+
+
Chonsei Price Total Potential
Demand +
+
-
+ B2-a
B2-b
401.661 Advanced Construction Technology 36 Housing Price
Demand S upply
S ales Unit Cost per Square Meter
Expected Trading Profi t of S ales
Housing
Expected S ales Profi t
Newly Buil t Housing
+
-
+
+
Exi sting Housi ng on S ale
Potenti al Actual Demand Potenti al
Investment Demand
Home O wnershi p Ratio
Housing Attractiveness
Difference between Demand and S upply
- +
+
+ +
- +
+ + Funding Capabil ity +
Avai lable Resi denti al
+ Area Development
Cost +
Expected Tradi ng Profi t of Exi sting Housi ng
-
+ +
Potenti al Value of Existing
Housing
Expected S ales Rate
+ -
- +
+
+
+
Chonsei Price Total Potential
Demand +
+
-
+ R1-a
401.661 Advanced Construction Technology 37 Housing Price
Demand S upply
S ales Unit Cost per Square Meter
Expected Trading Profi t of S ales
Housing
Expected S ales Profi t
Newly Buil t Housing
+
-
+
+
Exi sting Housi ng on S ale
Potenti al Actual Demand Potenti al Investment
Demand
Home O wnershi p Ratio
Housing Attractiveness
Difference between Demand
and S uppl y
- +
+
+ +
- +
+ + Funding Capabil ity +
Avai lable Resi denti al
+ Area Development
Cost +
Expected Tradi ng Profi t of Exi sting Housi ng -
+ +
Potenti al Value of Existing
Housing
Expected S ales Rate
+
- - +
+
+
+
Chonsei Price Total Potential
Demand +
+
-
+ B3
R1-b
401.661 Advanced Construction Technology 38
References
Avraham Shtub, Jonathan F. Bard, Shlomo Globerson, “Project management : engineering, technology, and implementation”, Englewood Cliffs, NJ, Prentice Hall, 1994
Frederick E. Gould, Nancy Joyce, Chapter 8, “Construction project management”, Upper Saddle River, NJ, Prentice Hall, 1999
James M. Lyneis *, Kenneth G. Cooper, Sharon A. Els, “Strategic management of complex projects: a case study using system dynamics”, System Dynamics Review, Vol. 17, No. 3, 2001
Christopher M. Gordon, “Choosing appropriate construction contracting method”, J. of Construction Engineering & Management, Vol. 120, No. 1, 1994
Feniosky Pena-Mora, Jim Lyneis, “Project control and management”, MIT 1.432J Lecture Material, 1998
Barrie, D.S., and Paulson, B.C., “Professional Construction Management”, McGraw Hill, 1992
Halpin, D.W., “Financial and Cost concepts for construction management”, John Wiley &
Sons, 1995
Yehiel Rosenfeld, “Project Management”, MIT 1.401J Course Material, 2000
Sarah Slaughter, “Innovation in construction”, MIT 1.420 Course Material, 1999
Chan, Albert P. C.; Ho, Danny C. K.; Tam, C. M, “Design and Build Project Success Factors:
Multivariate Analysis”, J. of Construction Engineering & Management, Vol. 127, Issue 2, 2001
401.661 Advanced Construction Technology 39
Term Project
Towards the world
best consulting firm
401.661 Advanced Construction Technology
Criteria for Consulting topics
Problem
System understating: who are (Main) players?
At which level (industry, corporate, individual etc)?
To whom?
To be specific
Avoid physical or financial systems (this can be feasible only with a quantitative model)
40
401.661 Advanced Construction Technology
Tradeoff
Unexpected behaviors (sometimes side effects) caused by remedial actions, together with expected behaviors.
What did client do for solving the problem? This can be hints for finding tradeoffs
If feedbacks are involved, it would be super.
Problems and tradeoffs should have the same dimensions (to whom, at which level, type of behaviors)
e.g., In S’s call taxi model, government’s policy to easy people’s inconvenience worsened people’s inconvenience.
41