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Presented in this short document is a description of what is called the (classic) “Pooling Optimization Problem” and was first described in Haverly (1978) where he modeled a small distillate blending problem with three component materials (A, B, C), one pool for mixing or blending of only two components, two products (P1, P2) and one property (sulfur, S) as well as only one time-period. The GAMS file of this exact same problem is found in Appendix A which describes all of the sets, lists, parameters, variables and constraints required to represent this problem. Related types of NLP sub-models can also be found in Kelly and Zyngier (2015) where they formulate other sub-types of continuous-processes such as blenders, splitters, separators, reactors, fractionators and black-boxes for adhoc or custom sub-models.

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Presented in this short document is a description of what we call the “Generalized” Capital Investment Planning (GCIP) problem where conventional capital investment planning (CIP), and specifically for the “retrofit” problem, is discussed in Sahinidis and Grossmann (1989) and Liu and Sahinidis (1996). CIP is the optimization problem where it is desired to expand the capacity and/or extend the capability (conversion) of either the “expansion” of an existing unit or the “installation” of a new unit (Jackson and Grossmann, 2002). Figure 1 shows the three types of CIP problems as defined in Vazacopoulos et. al. (2014) and Menezes (2014) with its capital cost and time scales.

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Continuously improving the accuracy and precision of planning and scheduling models is not new; unfortunately it is not institutionalized in practice. The intent of this paper is to highlight a relatively simple approach to historize or memorize past and present actual planning and scheduling data collected into what we call the past rolling horizon (PRH). The PRH is identical to the future rolling horizon (FRH) used in hierarchical production planning and model predictive control to manage omnipresent uncertainty in the model and data. Instead of optimizing future decisions such as throughputs, operating-modes and conditions we now optimize or estimate key model parameters. Although bias-updating using a single time-sample of data is common practice in advanced process control and optimization to incorporate “parameter” feedback, this is only realizable for real-time applications with comprehensive measurement systems. Proposed in this paper is the use of multiple synchronous or asynchronous time-samples in the past in conjunction with simultaneous reconciliation and regression to update a subset of the model parameters on a past rolling horizon basis to improve the performance of planning and scheduling models.

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The IML file is our user readable import or input file to the IMPL modeling and solving platform. IMPL is an acronym for Industrial Modeling and Programming Language provided by Industrial Algorithms LLC. The IML file allows the user to configure the necessary data to model and solve large-scale and complex industrial optimization problems (IOP's) such as planning, scheduling, control and data reconciliation and regression in either off or on-line environments. The data configurable in the IML file are broken-down into several categories or classes where these data categories are used as further sections in this basic reference manual. This reference manual is specific only to the quantity dimension of what we refer to as the Quantity-Logic-Quality Phenomena (QLQP). The QLQP provides a useful phenomenological break-down of the problem complexity where the quantity dimension details quantities such as flows, rates, holdups and yields where the quantities can be related to any stock or signal including time. The other two dimensions are not the focus of this documentation but for completeness of the description, logic data have setups, startups, switchovers-to-itself, shutdowns and switchover-to-others (sequence-dependent transitions) and quality data have densities, components, properties and conditions. In addition to the QLQP , we also have what we call the Unit-Operation-Port-State Superstructure (UOPSS). This provides the flowsheet or topology of the IOP in terms of the various shapes, constructs or objects necessary to configure it. The UOPSS is more than a single network given that it is comprised of two networks we call the "physical" network and the "procedural" network. The physical network involves the units and ports (equipment, structural) and the procedural network involves the operations and states (activities, functional). The combination or cross-product of the two derives the "projectional" superstructure and it is these superstructure constructs or UOPSS keys that we apply, attach or associate specific QLQP attributes where projections are also known as hypothetical, logical or virtual constructs. Ultimately, when we augment the superstructure with the time or temporal dimension as well as including multiple sites or echelons i.e., sub-superstructures, we essentially are configuring what is known as a "hyperstructure".

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