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Presented By
          Allen Meshach
          Archana Yadav
   Ashwin John Oommen
      Edison P Kuriakose
        George T Cherian
The Problem
 Given is a process that involves the following set of hot
  and cold streams
       Stream      Fcp ( kW/K )   Tin (K)   Tout (K)

       H1              20          700        420
       H2              40          600        310
       H3              70          460        310
       H4              94          360        310
       C1              50          350        650
       C2              180         300        400
 The following utilities are available for satisfying
  heating and cooling requirements:

        Utility      Temperature(   Cost($/KW-yr)     Maximum
                         K)                         available(kW)

         Fuel            750             120           infinity
       HP steam          510             90             1000
       LP steam          410             70              500


     Cooling water     300-325           15            infinity
Q. The goal is to predict the minimum utility cost for a
heat exchanger network that has a minimum
temperature approach of 10K. Stream H1 is not to be
allowed to exchange any heat with stream C1.
Formulation
 We are asked to find a way of exchanging heat among
  the process streams and the utilities so that the target
  temperatures are met for the process streams and the
  total utility cost is minimized.
 The data of the problem are displayed in the table 1
  below, where heat contents of the hot and cold
  processing streams are shown at each of the
  temperature intervals which are based on the inlet,
  and highest and lowest temperatures given.
The flow of heat can be expressed
by the Heat Cascade Diagram
 The usefulness of the heat cascade diagram in Fig. 1 is that
  it can be modeled as a transshipment problem which we
  can formulate as a linear programming problem.
 In terms of the transshipment model hot streams are
  treated as source nodes, and cold streams as destination
  nodes.
 Heat can then be regarded as a commodity that must be
  transferred from the sources to the destinations through
  some intermediate “warehouses” which correspond to the
  temperature intervals which guarantee feasible heat
  exchange.
 When not all of the heat can be allocated to the
  destinations (cold streams) at a given temperature
  interval, the excess is cascaded down to lower
  temperature intervals through the heat residuals.
 The transshipment model for predicting the minimum
  utility cost given an arbitrary number of hot and cold
  utilities, and hot and cold streams, can be formulated
  as follows.

Hk = {i | hot stream i supplies heat to interval k} (1)
Ck = {j | cold stream j demands heat from interval k} (2)
Sk = {m | hot utility m supplies heat to interval k} (3)
Wk = {n | cold utility n extracts heat from interval k} (4)
S = set of hot utilities (5)
W = set of cold utilities (6)
 The minimum utility cost for a given set of hot and
 cold processing streams can be formulated as the
 following LP
 In the above formulation it is easy to impose upper
  limits on the heat loads that are available from some of
  the utilities (eg. Maximum heat from high pressure
  steam).
 On the other hand, it is not possible to use it as it is in
  order to enforce constraints that exclude matches
  between any given pair of hot and cold streams.
 This could be due to the fact that the streams are too
  far apart, or because of other operational
  considerations such as control, safety or start-up.
 For this reason, Papoulias and Grossmann (1983) have
  formulated an expanded transshipment model which
  we present next.
 The condensed LP transshipment model in (7) to (11) implicitly
    assumes that any given pair of hot and cold streams can exchange heat
    since there is no information as to which pairs of streams actually
    exchange heat.
    In order to develop an LP formulation where we do have that
    information, we can consider within each temperature interval, a link
    for the heat exchange between a given pair of hot and cold
    streams, where the cold stream is present at that interval, and the hot
    stream is either also present, or else it is present in a higher
    temperature interval.
   For this reason, within an interval k we will define the variable Qijk to
    denote the heat exchange between hot stream i and a cold stream j.
    Whereas in the condensed LP transshipment model we assigned a
    single overall heat residual Rk exiting at each temperature interval, in
    the expanded transshipment model we will assign individual heat
    residuals Rik, Rml for each hot stream i and each hot utility m that are
    present at or above the temperature interval k.
   Fig. 3 illustrates that above ideas for an interval k where we consider a
    hot stream i and a cold stream j.
The new expanded LP Transhipment Model is the following
Some Assumptions

 In order to forbid a match between hot i and cold j we
 need to set Qijk=0 for all intervals k. Alternatively, we
 simply delete these variables from the formulation.

 In order to impose a match between hot stream i and
 cold stream j, we specify that the total heat exchange,
 which is the sum of Qijk over all intervals, lies within
 some specified lower and upper bounds
Result
 GAMS is used to find the solution in this problem.
 The input file for GAMS consist of three parts. The
  data are entered in the first section of the program.
 The second part uses heat contents of the streams.
  Here we make use of the LOOP statement of GAMS in
  order to repeatedly execute a set of commands.
 Finally, the third part of the program defines and
  solves the model.
The optimal solution shown in the GAMS output file
indicates that by disallowing the match between stream
H1 and stream C1 the minimum utility cost of 570,000 $
per year can be achieved with the following loads for
the utilities:
Thank You

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Paper on transshipment modelling

  • 1. Presented By Allen Meshach Archana Yadav Ashwin John Oommen Edison P Kuriakose George T Cherian
  • 2. The Problem  Given is a process that involves the following set of hot and cold streams Stream Fcp ( kW/K ) Tin (K) Tout (K) H1 20 700 420 H2 40 600 310 H3 70 460 310 H4 94 360 310 C1 50 350 650 C2 180 300 400
  • 3.  The following utilities are available for satisfying heating and cooling requirements: Utility Temperature( Cost($/KW-yr) Maximum K) available(kW) Fuel 750 120 infinity HP steam 510 90 1000 LP steam 410 70 500 Cooling water 300-325 15 infinity
  • 4. Q. The goal is to predict the minimum utility cost for a heat exchanger network that has a minimum temperature approach of 10K. Stream H1 is not to be allowed to exchange any heat with stream C1.
  • 5. Formulation  We are asked to find a way of exchanging heat among the process streams and the utilities so that the target temperatures are met for the process streams and the total utility cost is minimized.  The data of the problem are displayed in the table 1 below, where heat contents of the hot and cold processing streams are shown at each of the temperature intervals which are based on the inlet, and highest and lowest temperatures given.
  • 6.
  • 7. The flow of heat can be expressed by the Heat Cascade Diagram
  • 8.  The usefulness of the heat cascade diagram in Fig. 1 is that it can be modeled as a transshipment problem which we can formulate as a linear programming problem.  In terms of the transshipment model hot streams are treated as source nodes, and cold streams as destination nodes.  Heat can then be regarded as a commodity that must be transferred from the sources to the destinations through some intermediate “warehouses” which correspond to the temperature intervals which guarantee feasible heat exchange.
  • 9.  When not all of the heat can be allocated to the destinations (cold streams) at a given temperature interval, the excess is cascaded down to lower temperature intervals through the heat residuals.
  • 10.  The transshipment model for predicting the minimum utility cost given an arbitrary number of hot and cold utilities, and hot and cold streams, can be formulated as follows. Hk = {i | hot stream i supplies heat to interval k} (1) Ck = {j | cold stream j demands heat from interval k} (2) Sk = {m | hot utility m supplies heat to interval k} (3) Wk = {n | cold utility n extracts heat from interval k} (4) S = set of hot utilities (5) W = set of cold utilities (6)
  • 11.
  • 12.  The minimum utility cost for a given set of hot and cold processing streams can be formulated as the following LP
  • 13.  In the above formulation it is easy to impose upper limits on the heat loads that are available from some of the utilities (eg. Maximum heat from high pressure steam).  On the other hand, it is not possible to use it as it is in order to enforce constraints that exclude matches between any given pair of hot and cold streams.  This could be due to the fact that the streams are too far apart, or because of other operational considerations such as control, safety or start-up.  For this reason, Papoulias and Grossmann (1983) have formulated an expanded transshipment model which we present next.
  • 14.  The condensed LP transshipment model in (7) to (11) implicitly assumes that any given pair of hot and cold streams can exchange heat since there is no information as to which pairs of streams actually exchange heat.  In order to develop an LP formulation where we do have that information, we can consider within each temperature interval, a link for the heat exchange between a given pair of hot and cold streams, where the cold stream is present at that interval, and the hot stream is either also present, or else it is present in a higher temperature interval.  For this reason, within an interval k we will define the variable Qijk to denote the heat exchange between hot stream i and a cold stream j.  Whereas in the condensed LP transshipment model we assigned a single overall heat residual Rk exiting at each temperature interval, in the expanded transshipment model we will assign individual heat residuals Rik, Rml for each hot stream i and each hot utility m that are present at or above the temperature interval k.  Fig. 3 illustrates that above ideas for an interval k where we consider a hot stream i and a cold stream j.
  • 15.
  • 16.
  • 17. The new expanded LP Transhipment Model is the following
  • 18. Some Assumptions  In order to forbid a match between hot i and cold j we need to set Qijk=0 for all intervals k. Alternatively, we simply delete these variables from the formulation.  In order to impose a match between hot stream i and cold stream j, we specify that the total heat exchange, which is the sum of Qijk over all intervals, lies within some specified lower and upper bounds
  • 19. Result  GAMS is used to find the solution in this problem.  The input file for GAMS consist of three parts. The data are entered in the first section of the program.  The second part uses heat contents of the streams. Here we make use of the LOOP statement of GAMS in order to repeatedly execute a set of commands.  Finally, the third part of the program defines and solves the model.
  • 20. The optimal solution shown in the GAMS output file indicates that by disallowing the match between stream H1 and stream C1 the minimum utility cost of 570,000 $ per year can be achieved with the following loads for the utilities: