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Distribution Center Scale Calculation & Automation Design

1-3. Center Sizing Calculation in Logistics Facility Planning

In modern logistics facility planning, layout design relying on experience and intuition is no longer viable. A distribution center's center sizing calculation is a complex set of additions and subtractions repeating the movement and storage of cases and loose items, which must be solved using mathematical models.

Throughout the calculation process, depending on the objective (which area is being designed), base units shift sequentially: from issue frequency, loose pieces, case conversion, pallet (PL) conversion, volume conversion, to weight conversion. In TCalc 2, individual calculation logics for each site are integrated. By taking the overall average value (Tera setting) as the starting point, it theoretically calculates inventory and inbound volumes to logically determine the optimal sequence of scale—from inbound through shipping space area and berth count, shipping work space, and storage space, down to final building area and site area.

Section 1: Data Processing & Basic Principles for Sizing Calculation

In data processing for center sizing calculation, TCalc 2 focuses particularly on pallet storage efficiency in storage space, actively using "PL conversion (pallet converted value)" as the key indicator for rank configuration.

💡 Two Critical Reasons to Use "Overall Average" in Shipping Data

1. Complete Prevention of Omitted Calculations: If analysis is conducted by selecting only specific shipping days (e.g., peak days at the end of the month), items with no shipping history on that day (such as long-tail items) will be completely left out of the calculation. Using the overall average accurately covers the required storage space for all items.

2. Prevention of Over-Investment (Over-specification): Calculating center scale using peak days results in oversized buildings and equipment, leading to continuous waste in depreciation costs. As a fundamental principle of logistics, peak surplus volume should be addressed through operational strategies—such as leveraging safety stock or advancing outbound schedules. Hardware scale must be aligned with "stable average operations."

Based on this philosophy, TCalc 2 strictly separates flow lines for case shipments and piece shipments. By storing and expanding up to 32 aggregate tables (including converted values) within the internal Access system, it enables multi-faceted and flexible verification simulations.

Section 2: Estimation of Inventory & Inbound Volumes via Theoretical Calculation

Item 1: The Difference Between Average Inventory and "Stable Operating Inventory"

The most common trap in logistics facility planning is relying directly on current inventory data (actual WMS values) for area calculation. Because actual figures contain unnecessary idle inventory and stockouts, it is crucial to theoretically calculate inventory and inbound volumes from accurate shipping data and cross-verify them against current actuals.

  • Maximum Inventory: The absolute upper limit of stock permissible in the center. No inventory beyond this point is physically held.
  • Safety Stock: The lower limit of inventory that must be maintained at all times to prevent stockouts caused by supplier delivery delays or sudden large outbound orders.
  • Reorder Point (Minimum Inventory): The inventory threshold consumed during the lead time between placing an order and goods physically arriving at the center.
  • Stable Operating Inventory (Adopted by TCalc): The ideal inventory level where inbound delivery dates for multiple items are evenly staggered and managed, smoothing out peaks and valleys across the entire center. This value serves as the benchmark for storage space calculations.
    [Fluctuating Inventory] = Shipping Quantity × (Max Inventory Period - Safety Stock Period)
    [Stable Operating Inventory] = (Fluctuating Inventory ÷ 2) + Safety Stock

Item 2: Specific Procedure for Inventory Estimation

Based on required inventory per item (PL conversion) calculated from shipping data, the system automatically determines pallet loading styles. By finely distinguishing single-item full pallets ("Dedicated PL") from mixed pallets accommodating multiple small-lot items ("2 to 8 Mixed PLs"), it calculates an extremely precise required pallet count reflecting actual site conditions, directly translating to storage space area.

Section 3: Inbound Volume Estimation & Staggering Effects

When conducting theoretical calculations for inventory and inbound volumes, how inbound timing is set drastically changes the required footprint. By simulating intentional staggering of inbound dates per item according to fluctuating inventory days (e.g., ordering cycles of 6 days), the peak total inventory volume across the distribution center can be suppressed, ultimately minimizing the required building area.

Furthermore, the optimal unit handling format is automatically determined from inbound volume per item (e.g., full pallet units for ≥0.5 PL, or piece/foldable container units for ≤0.5 cases), accurately estimating total inbound volume unloaded from trucks.

Section 4: Calculation of Required Space Inside the Center

Item 1: Inbound Space Area and Berth Count Calculation

Unlike outbound operations, inbound operations are relatively easy to control on the company side (e.g., specifying and staggering delivery dates/times). Scheduling inbound activity to share idle time slots for shipping space area and berth count significantly reduces dedicated inbound space, directly contributing to cost reduction.

  • Peak Hour Volume: The volume handled during the single most intensive unloading hour of the day is calculated using peak ratios.
  • Truck Types and Loading Method Determination: Detailed delivery methods are configured, such as large trucks, 40ft ocean containers, manual loose-box floor loading (calculating unloading time from volume), or forklift pallet loading (accounting for 150mm pallet-thickness spatial loss).
  • Inbound Berth Count: Calculates the required dock positions (truck berths) to unload trucks during peak hours without causing traffic bottlenecks (Total Docking Time ÷ 60 minutes).
  • Application of Area Multipliers: Area calculation goes beyond physical cargo volume; it accounts for gaps between pallets, forklift turning/aisle clearance, site office spaces, and temporary staging during invoice processing or inspection. An area multiplier of roughly 120% to 130% is applied to actual volume.

Item 2: Outbound Space Area and Berth Count Calculation

Securing adequate shipping space area and berth count is the final line of defense to prevent delivery delays. This vital space accommodates staging and holding for case goods retrieved from storage space as well as picked/assorted loose items consolidated by destination, holding them post-inspection and packing until loaded onto trucks.

  • Peak Volume Ratio Control: To increase equipment utilization and prevent footprint expansion, operational countermeasures—such as early processing or splitting shipment batches—are simulated to cap the peak hourly volume ratio at roughly 25% or less of total daily volume.
  • Selection of Transport Equipment & Containers: Truck loading methods are selected, such as floor loading, pallets, roll box pallets (850×650mm, 1100×800mm, etc.), or dolly carts. Dedicated internal fleets allow returning roll box pallets as-is, whereas joint delivery or commercial parcel services require repackaging into corrugated boxes, necessitating volume adjustment calculations.
  • Outbound Container Fill Rate Calculation: When packing loose items into resin containers (foldable containers, sizes 30–60), 100% utilization without gaps is impossible. Required container counts are determined using a target fill rate of 70%–90%. Staging space for returned empty folded containers (e.g., ~0.0118 m² per piece for Size 40) is also added to the required area.

Item 3: Shipping Work Space Area Calculation

Shipping work space houses the highest concentration of personnel in the center and serves as the operational core directly impacting productivity. Destination sorting areas for cases, picking racks for loose items (flow racks, medium-duty shelving), and packing line areas are calculated with precision.

  • Measures for Zero-Shipment Items: Items with no actual shipping records in shipping data but existing in WMS inventory (e.g., 918 dead-stock items) are forcefully assigned to Rank D areas on loose picking racks to guarantee required storage pick locations.
  • Flow Racks (High-Turnover / Rank A): Configured to hold 3–5 days of inventory for fast-moving items. Surface area and effective shelf volume are calculated while securing front picking aisles and rear replenishment aisles.
  • Medium-Duty Shelving (Low-Turnover / Ranks B–C): Configured for 7–14 days of stock to minimize labor for slow-moving items. Rack surface area and volume are calculated including picking aisles wide enough for workers to pass each other.
  • Inspection & Packing Line Calculations: Multiplying peak piece-handling volume for loose items by unit inspection/packing time (e.g., 3 seconds per item) determines required packing lines and equipment footprint (conveyor lengths, workbench areas).

Item 4: Storage Space Area Calculation

This calculates the reserve area (storage space) required to store bulk inventory remaining after subtracting stock already allocated to active shipping work space (flow racks and medium-duty shelves) from total center inventory.

⚠️ 5m Threshold & Fire Service Act "Virtual Floor" Rule

If the bottom level of items stored on the top pallet rack beam exceeds 5,000mm (5m) in height, Building Standards and Fire Service laws classify it as containing a "virtual floor." This triggers mandatory installation of additional fire sprinklers and strict firewalls, requiring extreme caution when setting rack heights.

  • Fixed Pallet Racks: Configured with beams and dual aisles (handling aisles wide enough for reach forklifts to turn) to manage single-item and mixed pallets. Heights are calculated with a 100mm clearance above pallets for forklift tines.
  • Mobile Pallet Racks: Because racks slide on rails to share aisle space, installation footprints are dramatically reduced compared to fixed racks. Calculations must account for base motorized cart height (+200–250mm) and control panel footprints (+400mm) at rack ends.
  • High-Density Storage Systems: Calculates space allocation for systems maximizing ceiling height, such as push-back racks or Automated Storage and Retrieval Systems (AS/RS) using stacker cranes.

Items 5–6: Integration & Adjustment of Office, Welfare, and Total Logistics Space

To finalize total facility footprint, essential auxiliary areas are added to the net operational footprint calculated above (inbound/shipping space area and berth count, shipping work space, and storage space).

Specifically, this includes office space for center managers and administrative staff, welfare areas such as breakrooms and locker rooms, storage for consumables/packaging materials (unfolded cartons, tape, dunnage, forms), and main arterial aisles (e.g., 4m wide) allowing safe two-way forklift traffic. Additionally, overlapping areas shared between inbound and outbound operations at different time windows are deducted, yielding a precise, non-wasteful gross floor area.

Sections 5–8: Building Area & Site Area Calculations and Key Considerations

Once required internal floor space is finalized, calculations move to physical building hardware and land requirements.

Building Area and Structural Specifications

Simulations are performed for the building area housing the logistics center. Optimal building volume is decided based on land constraints and investment budgets.

  • Basic Building Specifications: Parameters include exterior wall thickness including insulation (200mm loss), column spacing designed not to obstruct rack layouts (10m–12m spans), raised 1st-floor loading docks matched to truck bed heights (1,000mm), and clear ceiling heights supporting nestable frame stacking (7,000mm above floor).
  • Meeting Building Coverage & Floor Area Ratios: Calculates land use regulations under the City Planning Act:
    • Building Coverage Ratio (BCR): Calculated as (Building Footprint + 50% of Large Truck Canopy Area) ÷ Site Area.
    • Floor Area Ratio (FAR): Calculated as Total Floor Area Across All Levels ÷ Site Area.
    • * TCalc's default setting triggers alerts using standard logistics facility benchmarks of "60% BCR / 200% FAR."
  • Building Pattern Optimization: Based on available land size, the system automatically evaluates optimal cost performance across roughly 40 structural model patterns—varying floor counts (single-story to 5-story structures), separate automated warehouse buildings, and all-weather canopy presence.

Site Area, Surrounding Regulations, & Safety Considerations

Final site area requires far more space than simply fitting the building footprint. Expansive external spaces are mandatory for trucks to maneuver safely and smoothly while maintaining harmony with surrounding environments.

In addition to top-down building footprint area, the required site area must include turning lanes allowing large 16m trailers to dock without shunting (vehicle width + ≥1m safety margin), truck staging areas for peak queues, parking/bicycle lots for hundreds of commuting employees, and mandatory greenbelt ratios set by local ordinances (e.g., Factory Location Law requirements).

📌 Essential Operational Considerations (Non-TCalc Factors)

Calculations from software alone are insufficient; the following real-world operational spaces must always be kept in mind when drafting physical layouts:

• Space for corrugated cardboard balers, temporary waste storage, and pallet washing areas to clean off mud and debris.
• Appropriately distributed restrooms and washrooms for floor workers, and clear evacuation routes with complete pedestrian-vehicle separation to prevent forklift accidents.
• Dedicated storage rooms for statutory forms and historical records subject to multi-year retention laws.
• Environmental adjustments for noise/exhaust mitigation for neighbors, security checkpoints (guardhouses), building height restrictions under aviation laws, and traffic access constraints such as left-turn-only exits onto main arteries.