qam group 2 presentation transportation model
TRANSCRIPT
OPTIMAL COAL LINKAGES FOR THERMAL POWER PLANTS Aditya Maini (WMP7006) Ankur Bansal (WMP7013) Akshay Mathur (WMP7008) Arun Kumar (WMP7014) Aditya Shankar (WMP7007) Ashish Kumar (WMP7015) Amit Srivastava (WMP7011)
IIM Lucknow Noida Campus WMP(2011-14)
Power Generation Scenario in Indian Context
65%
22%
13%
Power Production Sources
Thermal HydroRenewable & Nuclear
Installed capacity Thousand MW Percentage
Thermal 109 65.3
Hydro 37 22.1
Renewable & Nuclear 21 12.6
Total 167 100
India has a total installed capacity of 167,000 MW as of Jan 2010.
109,000 MW is in Thermal Sector.
90,000 MW is coal fired.
About 54% of power generated in India is Coal powered.
Installed Coal-based Power plant capacity in India
Total Capacity is 90,000 MW
Assuming: 5000 tons of coal is required for 1 MW of installed capacity.
Maharashtra
Jharkhand
Gujarat
Uttar Pradesh
Andhra Pradesh
West Bengal
Tamil Nadu
Punjab
Rajasthan
Delhi - Haryana
Karnataka
Bihar
Orissa
TOTAL
0%20%
40%60%
80%100%
120%
26%
11%
10%
10%
8%
8%
7%
5%
5%
4%
4%
1%
1%
100%
Percentage of Installed capacity
Maharashtra
Jharkhand
Gujarat
Uttar Pradesh
Andhra Pradesh
West Bengal
Tamil Nadu
Punjab
Rajasthan
Delhi - Haryana
Karnataka
Bihar
Orissa
TOTAL
0 50000 100000
23400
9900
9000
9000
7200
7200
6300
4500
4500
3600
3600
900
900
90000
Power capacity installed MW
Maharashtra
Jharkhand
Gujarat
Uttar Pradesh
Andhra Pradesh
West Bengal
Tamil Nadu
Punjab
Rajasthan
Delhi - Haryana
Karnataka
Bihar
Orissa
TOTAL
0 100 200 300 400 500
117
49.5
45
45
36
36
31.5
22.5
22.5
18
18
4.5
4.5
450
Annual requirement of COAL in Million Tons
Coal Sources: Production & Import
Coal India SCCL Captive Imported0
50
100
150
200
250
300
350
400
450
400
5065
36
COAL is imported from Australia and New Zealand mainly through Paradeep port in Orissa and Ennore Port in Tamil Nadu.
Coal Production Million TonsCOAL INDIA 400 SECL 96MCL 80NCL 60WCL 52CCL 48ECL 36BCCL 28Other SourcesSCCL 50Imported Coal 36Captive mines (TISCO, IISCO etc.)
65
TOTAL 551
SECL MCL NCL WCL CCL ECL BCCL 0
20
40
60
80
100
120
96
80
60 52
4836
28
Annual Coal Production in MT
COAL INDIA - Annual Coal Production Summary
Total annual coal production handled by Coal India is 400 Million Tons
BCCL mines in Dhanbad, Jharkhand, produces only cooking coal for steel plants. The cooking coal mined by BCCL is not used in coal-fired thermal power plants.
BCCL is not used in coal-fired
thermal plant.
Coal Fields Locations
Eastern Coal Fields ECL WB and Jharkhand
Central Coal Fields CCL Jharkhand and Madhya pradesh
Bharat Coking Coal BCCL Jharkhand
Mahanadi Coal Fields MCL Eastern Orissa
Western Coal Fields WCLWestern Maharashtra and Madhya Pradesh
South Eastern Coal Fields SECL Chattisgargh and Madhya Pradesh
Northern Coal Fields NCL Madhya Pradesh and Uttar Pradesh
Singareni Collieries SCCL Andhra Pradesh
Geographic Distribution of Coal Fields in India
Defining and Modeling of the Problem
Government has a formed a Coal Linkage Committee for coal allocation to each Power plant – Ministry of Coal, Power, Steel, Shipping, Railways and all stake holders are involved - Meets twice every year - to decide on Coal linkage to all Major Coal Consumers of the Country.
Based on the kind of Coal Grade, Constraints and other special requirements, the Committee Aims to make a linkage which can help Railways /transporters to transport Coal at Minimum possible Cost.
This is a typical Transportation Problem where Linear programming helps the decision makers to formulate cost effective Coal Linkages.
DISTANCE MATRIX of Supply and Demand points along with demand and Supply
Average distance in Kms. has been taken from power plants in a state to the mines.
Its an unbalanced Transportation model problem. So dummy variable needs to be added.
Coal Mines: Supply Points
Power Plants: Demand Points
Transport Problem
The problem now is to transport from 9 coal supply points to 13 demand points at the Thermal Power House.
The Transportation Model
We assume that the transportation cost is proportional to the distance and number of units shipped on a given route.
The transportation model is a special class of LPP’s that deals with transporting a commodity from sources to destinations, the objective is to determine the transportation schedule that minimizes the total costs while satisfying supply and demand limits.
Thus the problem becomes the LPP
n
jijij
m
i
xdz11
Minimize
subject to0ijx
ijij dc As cost is linearly dep on distance
n
jijij
m
i
xdz11
)13,...,2,1(
)9,...,2,1(
1
1
jbx
iax
j
m
iij
i
n
jij
Sources are 9 including imported coal and destinations are 13 so m=9 and n= 13
Is the quantity of coal transported from ith supply point to jth demand point
c11 c12 c1n a1
c21 c22 c2n a2
cm1 cm2 cmn am
b1 b2 bn
Source
1
2
.
.
m
Destination 1 2 . . n Supply
Demand
Thus there are mn decision variables xij and m+n constraints. Since the sum of the first m constraints does not equals the sum of the last n constraints because the problem is not a balanced one.
Other Restrictions in the problem are
• Orissa power plants are supplied only with imported coal from Paradeep port in Orissa
•Tamil Nadu power plants are supplied only by imported coal from Ennore port in Tamil Nadu
•BCL Coal cannot be used for Power Plants
Other aspects of the issue
As the demand of Tamil Nadu Power plants is 31.5MT and of Orissa is 4.5MT, which can directly be supplied by Ennore Port and Paradeep port respectively.
Now the Problem reduces to a transportation problem of 7x11 matrix because of the extra restrictions.
Impact of Constraints
There are three standard methods. For Feasible Solution:North West Corner RuleVogel’s Approximation Method (VAM)Russel’s Approximation method (Least Cost Method)
For Optimal Solution:Modified Distribution MethodStepping Solution Method
Since the decision variables are large it was difficult to apply the above methods manually and Solver Package in Excel was used to solve the problem.
Solution of the Coal linkage problem using Solver
OBJECTIVE FUNCTIONFrom MCL Mine we are taking only 72 but its capacity is
80.
OPTIMAL SOLUTION OF THE COAL LINKAGE PROBLEM
Delhi-Haryana
Punjab Rajasthan Ut-tarPradesh
Gujrat Maharash-tra
Andhra Pradesh
Karnatka Bihar Jharkhand WesT Ben-gal
Orissa Tamilnadu
ECL 0 17 0 0 0 0 0 0 0 6 13 0 0
CCL 0 0 0 0 0 0 0 0 4.5 43.5 0 0 0
MCL 0 0 0 0 45 0 0 4 0 0 23 0 0
WCL 0 0 0 0 0 52 0 0 0 0 0 0 0
SECL 3 5.5 22.5 0 0 65 0 0 0 0 0 0 0
NCL 15 0 0 45 0 0 0 0 0 0 0 0 0
SCCL 0 0 0 0 0 0 36 14 0 0 0 0 0
Imported Coal
0 0 0 0 0 0 0 0 0 0 0 4.5 31.5
10
30
50
70
90
110
130
Dem
and
(Req
uire
d)
Other Major Constraint is Network Capacity
Path OCET or O A D T or O B E T
O
A
B
C
D
E
T
Discussions
MCL is left with annual 8Million Ton of spare capacity
The other bigger problem now will be the Network Optimization problem - not covered in QAM-1
Total of 2.5 Lac trips of trains are required annually for transporting coal to power plants which is about 685 trains per day exclusively
There is a network constraint of railways for carrying coal on the desired shortest routes and hence as per spare capacity some re-routing is done as per spare line capacity.
The Final Coal Linkage drawn also considers other micro details of network Optimization Constraints and also other constraints of production, environment clearances and many other demand and supply factors but the broad solution is a good starting model which can further be improved.
Thank You
Questions?
Aditya Maini (WMP7006)Aditya Shankar (WMP7007)Akshay Mathur (WMP7008) Amit Srivastava (WMP7011)Ankur Bansal (WMP7013)Arun Kumar (WMP7014)Ashish Kumar (WMP7015)