Logistics network Vittorio Maniezzo University of Bologna Vittorio Maniezzo - University of Bologna - Transportation Logistics 1/39 Logistics • Logistics is concerned with the organization, movement and storage of material and people. • The term logistics was first used by the military to describe the activities associated with maintaining a fighting force in the field and, in its narrowest sense, describes the housing of troops. • Over the years the meaning of the term has gradually generalized to cover business and service activities. Vittorio Maniezzo - University of Bologna - Transportation Logistics 2/39 1 Logistics • The domain of logistics activities is providing the customers of the system with the right product, in the right place, at the right time. • The key issue is to decide how and when raw materials, semi-finished and finished goods should be acquired, moved and stored • “Logistics is the second largest employer of college graduates” ( R.G.Kasilingam, 1998) 3/39 Vittorio Maniezzo - University of Bologna - Transportation Logistics Logistics costs Percentage of GDP in EU countries. ( T, transportation; W, warehousing; I, inventory; A, administration) Sector T W I A Total Food/beverage 3.7 2.2 2.8 1.7 10.4 Electronics 2.0 2.0 3.8 2.5 10.3 Chemical 3.8 2.3 2.6 1.5 10.2 Automotive 2.7 2.3 2.7 1.2 8.9 Pharmaceutical 2.2 2.0 2.5 2.1 8.8 Newspapers 4.7 3.0 3.6 2.1 13.4 Vittorio Maniezzo - University of Bologna - Transportation Logistics 4/39 2 Key logistics functions and activities Logistics function Activities/decisions 1) Purchasing Vendor selection, order processing, order follow-up 2) Inventory control Order quantity, ordering frequency, inventory valuation, inventory disposal 3) Facilities location and layout Number and location of facilities, layout of components within a facility 4) Transportation Fleet sizing, routing and scheduling, crew planning, hub or break-bulk terminal location, mode and carrier selection Selection of material handling equipment, capacity planning, path design for 5) Intra-facility logistics automated guided vehicles, warehouse design in terms of location and space for items, order picking rules Vittorio Maniezzo - University of Bologna - Transportation Logistics 5/39 1 - Purchasing • Purchasing includes all the activities that ensure the availability of materials on time. • One of the major challenges is selecting the right vendors for a raw material, component, part or product and determining the amount of order to be placed on each vendor. • The quality of parts received from vendors and the timeliness of supply have a significant impact on the ability of a company to meet the demands of its customers. • Vendor selection is based on several conflicting criteria such as price, quality, delivery time and service. • Other important activities of the purchasing function include order processing, following up the orders and rating of vendors based on their past performance Vittorio Maniezzo - University of Bologna - Transportation Logistics 6/39 3 2 - Inventory control • Inventory planning and control typically follow vendor selection. • Inventory control decisions focus on the order quantity and the timing between orders. This is done based on lead time, ordering cost, inventory carrying cost, transportation cost, shortage cost, in-transit inventory carrying cost and the level of service in terms of allowable inventory or shortage. • The objectives are to minimize the total cost and provide maximum customer service. Since these two are often conflicting, an economic trade-off is needed between inventory levels and customer service levels. • Inventory control decisions include the number of stocking locations, product mix at stocking points and the type of inventory strategy. Vittorio Maniezzo - University of Bologna - Transportation Logistics 7/39 3 - Facilities planning •Facilities planning addresses two major logistics decisions that are generally made at the initial stages of planning a logistics system: facilities location and facilities layout. •Layout and location of facilities play a vital role in minimizing the total cost of logistics. Moreover, the location of facilities has a huge impact on land and construction costs, local taxes and insurance, labor availability and costs and on the costs of transportation to and from other facilities. •The number, size and location of the facilities have a significant impact on inventory-related costs and customer service levels. •The layout of a facility has an impact on intra-facility logistics costs such as material handling costs and the costs of material handling equipment. Vittorio Maniezzo - University of Bologna - Transportation Logistics 8/39 4 4 - Transportation • Transportation costs are the largest component of logistics cost. • Transportation includes both inbound movement from the sources of raw materials or parts direct to plants or through warehouses and outbound movement of finished products or components from plants to customers directly or through distribution centers. • Transportation encompasses a wide spectrum of planning and operational problems. • Planning problems include fleet sizing, vehicle routing, crew planning, network design and hub and terminal location. • Operational problems include crew and vehicle scheduling, dispatching and reservation control. Vittorio Maniezzo - University of Bologna - Transportation Logistics 9/39 4 - Transportation: planning Fleet sizing comprises sizing of transportation resources such as trucks, locomotives, cars, aircraft and boats and vessels. Vehide routing focuses on the determination of optimal routings for the various origin-destination traffic, considering route structure, distances and route capacity. Selection of transportation mode and carrier is part of the routing plan but is most often done separately to manage problem size and complexity. Crew planning involves the determination of the staffing requirements to meet the overall fleet operating plan. Network design typically includes the development of routes, schedules and transportation modes and determining the hub locations. Vittorio Maniezzo - University of Bologna - Transportation Logistics 10/39 5 5 - Intra-facility logistics • This is the material handling within a facility (plant or warehouse). Intra-facility logistics depends on layout, material handling equipment, stock locations in the warehouse, operating rules for handling equipment movement and order picking strategies. • Typically, a part spends almost 50% of its manufacturing time in moving between machines and storage. Several planning and operational problems for minimizing intra-facility logistics costs. • The first and foremost is the selection of material handling equipment in order to meet the requirements in terms of weight, volume and frequency of movement and size, value and packaging of the item. • The next step is to determine the amount of equipment of each type required and its location if it is fixed-position equipment. If it is flexible-path equipment, then a route structure must be designed. • The operational problems include scheduling of parts and materials to material-handling equipment and vehicles and assigning different types of vehicles between stations. Vittorio Maniezzo - University of Bologna - Transportation Logistics 11/39 The logistics network A logistics network (system) is made up of a set of facilities linked by transportation services. Facilities are sites where materials are processed, e.g. manufactured, stored, sorted, sold or consumed. They include manufacturing and assembly centers, warehouses, distribution centers (DCs), transshipment points, transportation terminals, retail outlets, dump sites, etc. Transportation services move materials between facilities using vehicles and equipment such as trucks, tractors, trailers, crews, pallets, containers, cars and trains. Vittorio Maniezzo - University of Bologna - Transportation Logistics 12/39 6 Logistics network design Objective: determine the number, location, equipment and size of new facilities, as well as the divestment, displacement or downsizing of facilities. • The objectives and constraints vary depending on the type of facilities. The aim usually is the minimization of the annual total logistics cost subject to side constraints related to facility capacity and required customer service level. • Usually, the cost to be minimized is associated with facility operations (manufacturing. storage, sorting, consolidation, selling, incineration, parking, etc.), and to transportation between facilities, or between facilities and users. • Different objectives, such as achieving equity in servicing users, may have to be considered Vittorio Maniezzo - University of Bologna - Transportation Logistics 13/39 Design of a logistics system The design of a logistics system is based on four major planning areas: customer service levels, location decisions, inventory planning and transportation management. • Customer service in logistics includes product availability, lead time to obtain the product, condition of the product when received and accuracy of filling an order. • Location decisions relate to the placement of facilities such as warehouses, terminals, stores and plants and the assignment of demands to supply points. • Inventory planning encompasses setting up inventory levels and inventory replenishment schemes. • Transportation management deals with transportation mode, fleet size, route selection, vehicle scheduling and freight consolidation. All four areas are economically interrelated Vittorio Maniezzo - University of Bologna - Transportation Logistics 14/39 7 Logistics network modeling Some of the complexities involved in designing a logistics system with use of network modeling are as follows: • the integration of vehicle routing and scheduling; • the uncertainty in demand, which requires demand to be forecasted; • the identification and development of the appropriate type of cost functions; • the dynamic nature of the demand and cost functions over a period of time; • dependency relationships between inventory and transportation decisions; • the size of the problem Vittorio Maniezzo - University of Bologna - Transportation Logistics 15/39 Logistics network modeling Logistics network modeling tools attempt to include as much detail as possible but still address problem in an integrated manner. Some of the questions answered by an integrated logistics network model are as follows: • the number of warehouses, their location, ownership (private or public) and their size; • the allocation of customer demand to supply points (warehouses or plants); allocation to single or multiple supply points; • the amount of inventory to be maintained at various locations; • the type of transportation services to use; • the level of customer service to be provided. Vittorio Maniezzo - University of Bologna - Transportation Logistics 16/39 8 How Logistics Systems Work Logistics systems are made up of three main activities: 1. order processing, 2. inventory management 3. transportation strategies Vittorio Maniezzo - University of Bologna - Transportation Logistics 17/39 1 - Order processing • Customers request the products by filling out an order form. • These orders are transmitted and checked. • The availability of the requested items and customer's credit status are then verified. • Later on, items are retrieved from the stock (or produced), packed and delivered along with their shipping documentation. • Finally, customers have to be kept informed about the status of their orders. Order processing used to be very time-consuming (up to 70% of the total order-cycle time), but it has benefited greatly from ICT. • Bar code scanning allows retailers to rapidly identify the required products and update inventory level records. • Laptop and connections allow salespeople to check in real time whether a product is available in stock and to enter orders. • EDI allows companies to enter orders for industrial goods directly in the seller's computer without any paperwork. Vittorio Maniezzo - University of Bologna - Transportation Logistics 18/39 9 2 - Inventory management Holding an inventory can be very expensive: • First, a company that keeps stocks incurs an opportunity (or capital) cost represented by the return on investment the firm would have realized if money had been better invested. • Second, warehousing costs must be incurred, whether the warehouse is privately owned, leased or public. Vittorio Maniezzo - University of Bologna - Transportation Logistics 19/39 2 - Inventory management Several reasons why a logistician may wish to hold inventories. • Improving service level. Having a stock of finished goods in warehouses close to customers yields shorter lead times. • Reducing overall logistics cost. Freight transportation has economies of scale because of high fixed costs. Rather than frequently delivering small orders over long distances, it could be more convenient to satisfy demands from local warehouses. • Coping with randomness in customer demand and lead times. Inventories (safety stocks) help satisfy customer demand even if unexpected peaks of demand or delivery delays occur. • making seasonal items available throughout the year, by storing them in warehouses at production time and selling them in subsequent months. • Speculating on price patterns. Merchandise whose price varies greatly during the year can be purchased when prices are low, then stored and finally sold when prices go up. • Overcoming inefficiencies in system management: e.g. a company may hold a stock because it is unable to coordinate supply and demand. 20/39 Vittorio Maniezzo - University of Bologna - Transportation Logistics 10 2 - Inventory management The aim of inventory management is to determine stock levels in order to minimize total operating cost while satisfying customer service requirements. A good inventory management policy should take into account five issues: • the relative importance of customers; • the economic significance of the different products; • transportation policies; • production process flexibility; • competitors' policies. Vittorio Maniezzo - University of Bologna - Transportation Logistics 21/39 3 - Transportation services These services include both local delivery and pick-up operations as well as over-the-road or trunking services. Transportation decisions include the mode of transportation, shipment size and allocation of product flow from source to sink to various transportation modes. Each transportation mode has restrictions in terms of capacity and availability. Other important characteristics to be considered include transit time, transit time variability, costs and the number of carriers. Costs include all fixed and variable transportation costs and intransit inventory costs. Movement of products between two places, for instance from a plant to a warehouse, may be split among multiple transportation modes. Within the same mode, it may be split among different carriers. The transportation decisions made at the network level are aggregate in nature and hence will not deal with tactical decisions such as vehicle routing and scheduling Vittorio Maniezzo - University of Bologna - Transportation Logistics 22/39 11 3 - Transportation strategies When distributing a product, three main strategies can be used: direct shipment, warehousing, crossdocking. In direct shipment, goods are shipped directly from the manufacturer to the end-user (the retailers in the case of retail goods). Direct shipments eliminate the expenses of operating a DC and reduce lead times. On the other hand, if a typical customer shipment size is small and customers are dispersed over a wide geographic area, a large fleet of small trucks may be required. As a result, direct shipment is common when fully loaded trucks are required by customers or when perishable goods have to be delivered timely Vittorio Maniezzo - University of Bologna - Transportation Logistics 23/39 Course topics Of all problem areas involved in optimized logistics system design and operations, we will consider only two foremost ones: 1) Warehousing 2) Transportation Vittorio Maniezzo - University of Bologna - Transportation Logistics 24/39 12 Warehousing Warehousing is a traditional approach in which goods are received by warehouses and stored in tanks, pallet racks or on shelves. When an order arrives, items are retrieved, packed and shipped to the customer. Warehousing consists of four major functions: reception of the incoming goods, storage, order picking and shipping. Out of these four functions, storage and order picking are the most expensive because of inventory holding costs and labor costs, respectively. Vittorio Maniezzo - University of Bologna - Transportation Logistics 25/39 Centralized versus decentralized warehousing In centralized warehousing, a single warehouse serves the whole market, while in decentralized warehousing the market is divided into zones, each of which is served by a different warehouse. Decentralized warehousing leads to reduced lead times since warehouses are much closer to customers. Centralized warehousing has lower facility costs because of larger economies of scale. In addition, if customers' demands are uncorrelated, the aggregate safety stock required by a centralized system is significantly smaller than the sum of the safety stocks in a decentralized system (risk pooling). Finally, inbound transportation costs (the costs of shipping the goods to warehouses) are lower in a centralized system while outbound transportation costs (the costs of delivering the goods from the warehouses) are lower in a decentralized system Vittorio Maniezzo - University of Bologna - Transportation Logistics 26/39 13 Crossdocking Crossdocking (or just-in-time distribution) is a relatively new logistics technique that has been successfully applied by several retail chains. A crossdock is a transshipment facility in which incoming shipments are sorted, consolidated with other products and transferred directly to outgoing trailers without intermediate storage or order picking. As a result, shipments spend just a few hours at the facility. In predistribution crossdocking, goods are assigned to a retail outlet before the shipment leaves the vendor. In post-distribution crossdocking, the crossdock itself allocates goods to the retail outlets. In order to work properly, crossdocking requires high volume and low variability of demand (otherwise it is difficult to match supply and demand). Vittorio Maniezzo - University of Bologna - Transportation Logistics 27/39 Freight transportation A manufacturer or a distributor can choose among three alternatives to transport its materials. • First, the company may operate a private fleet of owned or rented vehicles (private transportation). • Second, a carrier may be in charge of transporting materials through direct shipments regulated by a contract (contract transportation). • Third, the company can resort to a carrier that uses common resources (vehicles, crews, terminals) to fulfill several client transportation needs (common transportation). Vittorio Maniezzo - University of Bologna - Transportation Logistics 28/39 14 Freight consolidation A common way to achieve considerable logistics cost savings is to take advantage of economies of scale in transportation by consolidating small shipments into larger ones. Consolidation can be achieved in three ways. • First, small shipments that have to be transported over long distances may be consolidated so as to transport large shipments over long distances and small shipments over short distances (facility consolidation). • Second, less-than-truckload pick-up and deliveries associated with different locations may be served by the same vehicle on a multi-stop route (multi-stop consolidation). • Third, shipment schedules may be adjusted forward or backward so as to make a single large shipment rather than several small ones (temporal consolidation). 29/39 Vittorio Maniezzo - University of Bologna - Transportation Logistics Freight consolidation Merchandise is often consolidated into pallets or containers in order to protect it and facilitate handling at terminals. Common pallet sizes are 100 x 120 cm2, 80 x 100 cm2, 90 x 110 cm2 and 120 x 120 cm 2. Containers may be refrigerated, ventilated, closed or with upper openings, etc. Containers for transporting liquids have capacities between 14000 and 20000 L Type Size Tare Capacity Capacity (m3) (kg) (kg) (m3) ISO 20 5.899 x 2.352 x 2.388 2300 21 700 33.13 ISO 40 12.069 x 2.373 x 2.405 3850 26 630 67.80 Vittorio Maniezzo - University of Bologna - Transportation Logistics 30/39 15 Modes of transportation There are five basic modes (ship, rail, truck, air and pipeline), which can be combined in order to obtain door-to-door services. When selecting a carrier, a shipper must take two fundamental parameters into account: price (or cost) and transit time. The cost of a shipper's operated transportation service is the sum of all costs associated with operating terminals and vehicles. The price of a transportation service is simply the rate charged by the carrier to the shipper. Air is the most expensive mode, followed by truck, rail, pipeline and ship. Transportation by truck is seven times more expensive than by train, which is four times more costly than by ship. Transit time is the time a shipment takes to move between its origin to its destination (a random variable). Some modes (e.g. air) have to be used jointly with other modes (e.g. truck) to provide door-to-door transportation. The standard deviation and the coefficient of variation (standard deviation over average transit time) of the transit time are two measures of the reliability of a service. Vittorio Maniezzo - University of Bologna - Transportation Logistics 31/39 Transport cost dependencies Transport costs are related with other logistics decision. • Inventory and transportation costs: fast and frequent transports are the key for small inventories, while if a slower mode is used then a higher level of inventory may be needed. Hence a trade-off is needed to determine the optimal inventory level. • Location, transportation mode and carrier decisions impact one another. Location costs may be lower in terms of acquisition cost, taxes, insurance, etc. but transportation rates may be higher Vittorio Maniezzo - University of Bologna - Transportation Logistics 32/39 16 Logistics Managerial Issues When devising a logistics strategy, managers aim at a compromise between three main objectives: capital reduction, cost reduction and service level improvement. Capital reduction. Minimize the level of investment in the logistics system (owned equipment and inventories). This can be accomplished in a number of ways, for example, by choosing public warehouses instead of privately owned ones, or by using common carriers instead of privately owned vehicles. Capital reduction usually comes at the expense of higher operating costs. Cost reduction. Minimize the total cost associated with transportation and storage. For example, one can operate privately owned warehouses and vehicles (provided that sales volume is large enough). Service level improvement. The level of logistics service greatly influences customer satisfaction which in turn has a major impact on revenues. Improving the logistics service level may increase revenues, especially in markets with low-price products where competition is not based on product features. Vittorio Maniezzo - University of Bologna - Transportation Logistics 33/39 Logistics Decisions Strategic decisions have long-lasting effects (usually over many years). They include logistics systems design and the acquisition of costly resources (facility location, capacity sizing, plant and warehouse layout, fleet sizing). Because data are often incomplete and imprecise, strategic decisions generally use forecasts based on aggregated data. Tactical decisions are made on a medium-term basis (e.g. monthly or quarterly) and include production and distribution planning, as well as resource allocation (storage allocation, order picking strategies, transportation mode selection, consolidation strategy). Tactical decisions often use forecasts based on disaggregated data. Operational decisions are made on a daily basis or in real-time and have a narrow scope. They include warehouse order picking and vehicle dispatching. Operational decisions are customarily based on very detailed data. Vittorio Maniezzo - University of Bologna - Transportation Logistics 34/39 17 Strategic decisions 1. Determining the appropriate number of warehouses. 2. Determining the location of each warehouse. 3. Determining the size of each warehouse. 4. Allocating space for products in each warehouse. 5. Determining which products customers will receive from each warehouse Vittorio Maniezzo - University of Bologna - Transportation Logistics 35/39 Decision support Quantitative analysis is essential for intelligent logistics decision-making. Operations research offers a variety of planning tools. There are three basic situations in which quantitative analysis may be helpful. • If a logistics system already exists, one may wish to compare the current system design or current operating policy to an industry standard (benchmarking). • One may wish to evaluate specified alternatives. In particular, one may wish to answer a number of what-if questions regarding specified alternatives to the existing system (simulation). • One may wish to generate a configuration or a policy which is optimal (or at least good) with respect to a given performance measure (optimization). Vittorio Maniezzo - University of Bologna - Transportation Logistics 36/39 18 Benchmarking Benchmarking consists of comparing the performance of a logistics, system to a 'best-practice' standard, i.e. the performance of an industry leader in logistics operations. The most popular logistics benchmarking is based on the Supply Chain Operations References (SCOR) model. The SCOR model makes use of several performance parameters that range from highly aggregated indicators (named key performance indicators, KPls) to indicators describing a specific operational issue Vittorio Maniezzo - University of Bologna - Transportation Logistics 37/39 Simulation Simulation enables the evaluation of the behavior of a particular configuration or policy by considering the dynamics of the system. For instance, a simulation model can be used to estimate the average order retrieval time in a given warehouse when a specific storage policy is used. Whenever a different alternative is to be evaluated, a new simulation is run. Simulation models can easily incorporate a large amount of details, such as individual customer ordering patterns. However, detailed simulations are time consuming and can be heavy when a large number of alternatives are considered. Vittorio Maniezzo - University of Bologna - Transportation Logistics 38/39 19 Optimization The decision-making process can usually be cast as a mathematical optimization problem. 'Easy' (polynomial) optimization problems can be consistently solved within a reasonable amount of time even if instance size is large. This is the case, for example, in linear programming (LP) problems and, in particular, of linear network flows (NF) problems. NP-hard optimization problems can be solved consistently within a reasonable amount of time only if instance size is sufficiently small. Most integer programming (IP), mixed-integer programming (MIP), and nonlinear programming (NLP) problems are difficult to optimize. Unfortunately, several classes of logistics decisions (production planning, location decisions, vehicle routing and scheduling, etc.) can only be modeled as IP or MIP problems. This has motivated th e development of fast heuristic algorithms that search for good but not necessarily the best solutions. Vittorio Maniezzo - University of Bologna - Transportation Logistics 39/39 20