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按工序看机器人化 / Logistics & Warehousing

E-commerce Fulfillment Center: Inbound to Outbound

Even with sorters and automated storage in place, truck unloading, depalletizing, putaway, picking, sorter induction, truck loading, and returns still rely on people. The big advantage: AMRs, robot arms, and humanoids can be added at today's manual workstations while existing racks and conveyors stay as they are.

7道工序、21项作业可由机器人替代。

Illustration of an e-commerce fulfillment center from truck unloading and depalletizing to putaway, picking, packing, sorting and outbound loading, with robots

工序流程

点击工序可跳转到对应作业。

  1. 1Unloading4项
  2. 2Depalletizing2项
  3. 3Inspection
  4. 4Putaway3项
  5. 5Picking5项
  6. 6Packing
  7. 7Sorting3项
  8. 8Loading3项
  9. 9Returns1项
可由机器人承担专用设备承担由人承担

工序来源:STOCKCREW「EC物流の基礎知識」(6 工程) / LNEWS 佐川グローバルロジスティクス EC Logi Tokyo(2019-05) / マイナビ 佐川グローバルロジスティクス EC Logi Tokyo 取材(2024-10)

各工序的替代作业

按工序列出人工作业中已有机器人承担实例的项目,可从右侧链接查看候选机型与导入实绩。

  1. Inbound: truck & container unloading

    Unload floor-loaded cases one by one from the back of the trailer onto a conveyor; palletized freight comes off by forklift.

    可机器人化
  2. Depalletizing & case induction

    Lift cases one by one off inbound pallets onto the receiving conveyor or automated storage, sorting mixed pallets by SKU as they come down.

    可机器人化
    • 日本已导入机械臂Lifting cases off pallets onto a conveyor (mixed loads, no pre-registration)

      ASKUL Logi PARK Yokohama (Jul 2021): one Mujin depalletizing robot replacing manual induction of about 6,000 cases a day. Kyowa Shiko 2nd logistics center (Ehime, Mar 2023): two depalletizers handle 1,000+ cases/hour, lifting shipping capacity by up to 70%.

      来源:ビジネス+IT (2021-07-14) / LOGISTICS TODAY (2023-03-16)

    • 日本已导入机械臂自主移动搬运机器人Linking depalletizing, palletizing, and AGV replenishment by SKU to warehouse control

      Nippon Unyu Ota Inter office (Gunma, announced Mar 2026): MujinOS coordinates depalletizing/palletizing robots and AGV replenishment by SKU across 97 products in a parts-supply warehouse (adjacent case: automotive parts).

      来源:LOGISTICS TODAY (2026-03-04)

  3. Receiving inspection & registration

    Check outer packaging and quantities and register receipts in the WMS; content checks and dimension/weight capture vary by product.

    由人承担

    Count reconciliation and damage judgment stay with people and WMS terminals; automatic dimensioning is measuring equipment, and no public robot case was confirmed.

  4. Putaway & storage

    Put products into storage racks or bins; in goods-to-person systems the shelves or totes come to the worker.

    可机器人化
  5. Picking

    Collect items per order from racks or bins, either by walking or with goods-to-person systems; case picks come out of automated storage for packing.

    可机器人化
    • 日本已导入自主移动搬运机器人Pick-assist AMRs that follow workers, removing walking and searching to raise outbound productivity

      Nippon Express NX Komaki DC (Oct 2025), Rapyuta PA-AMR: outbound productivity about 2.5× in three months (42.9 → 110.8 lines/hour). Nippon Express Shinagawa (Daikin parts, Aug 2020): 10 AMRs. STOCKCREW Sugito Dock (Saitama, Jun 2022): 6 Syrius FlexComet + 4 FlexSwift on subscription.

      来源:LNEWS (2025-10-01) / LNEWS (2020-08-26) / ECのミカタ (2022-06)

    • 日本已导入自主移动搬运机器人Robots climb 3-D racks to retrieve bins and bring them to picking stations (high-density goods-to-person)

      Yodobashi Camera × Exotec Skypod (announced Dec 2022, multiple warehouses); Exotec also partnered with Fast Retailing in 2019 and had 1,000+ robots running in Japan as of Dec 2022.

      来源:MONOist (2022-12-08)

    • 日本已导入机械臂机械手Piece picking of consumer goods (suction-plus-finger gripper, no item pre-registration)

      PALTAC RDC Saitama (Sugito, operating from late 2019): Japan's first RightHand Robotics RightPick installation with multiple units; unit count and results not published.

      来源:LOGISTICS TODAY (2019-03-19) / RightHand Robotics 事例

    • 日本已导入机械臂Case picking the required quantity from pallets out of automated storage (auto-measured dimensions and weight, no master data)

      PALTAC RDC Saitama (Jul 2024): eight Okura Yusoki AI case-picking robots; recognize mixed cases at 99.9%+, eliminating measurement and registration work and human error.

      来源:LOGISTICS TODAY (2024-07-08)

    • 海外有实绩人形Transferring totes delivered by AMRs onto conveyors (humanoid)

      GXO Logistics fulfillment center for SPANX (US, Jun 2024): Agility Robotics Digit under a multi-year RaaS agreement, moving totes from cobots and AMRs onto conveyors; unit count undisclosed.

      来源:DC Velocity (2024-06-28)

  6. Packing & labeling

    Box the items with dunnage and the packing slip, seal, and apply the shipping label; in e-commerce the high-mix, small-lot packing is often the bottleneck.

    专用设备

    Handled by automatic packing machines: Carton Wrap at Sagawa Global Logistics EC Logi Tokyo measures the item, cuts the carton, seals it, and applies the label at 800 cases/hour (since Apr 2020). No confirmed robot case for the box-filling itself.

  7. Sorting & induction

    Sort parcels by destination and route; people remain for sorter induction, orienting labels for scanning, and moving the large or irregular items that sorters cannot take.

    可机器人化
    • 日本已导入自主移动搬运机器人Destination sorting with small sorting robots, in a compact layout that can be reconfigured

      Sagawa Global Logistics Higashimatsuyama SRC (Saitama, Aug 2021): 35 Plus Automation t-Sort units for 400 destinations; shipping throughput +32%, staff −27%, returns throughput +343%, training time −70%.

      来源:ECのミカタ (2021-08-05)

    • 日本已导入自主移动搬运机器人Moving large and irregular parcels that the sorter cannot take to their destinations by AMR instead of carts

      Sagawa Express X Frontier hub (Koto, Tokyo, Dec 2022): 12 Plus Automation JUC-S800R (1F, up to 800 kg) and 12 LexxPluss Hybrid-AMR (3F); the sorter handles 90% of parcels, and the rest is now automated.

      来源:LNEWS (2022-12-12)

    • PoC阶段人形Grasping parcels, turning the label face-up, and inducting them one by one onto the conveyor or sorter (humanoid induction)

      Robotera × China Post Shenzhen Longgang hub (on site from Nov 2025, PoC completed May 2026): 100 parcels/hour at first, 1,200/hour by late May 2026, about 90% of a human sorter; partnership with SF Express signed Jan 2026. Figure AI showed Figure 02 moving parcels between conveyors and orienting labels (Feb 2025, customer undisclosed).

      来源:36Kr (2026-06-03) / Automated Warehouse (2025-02-28)

  8. Outbound: palletizing & truck loading

    Stack outbound cases onto pallets or roll cages and load them into trucks; people still decide mixed-load positions and work inside the trailer.

    可机器人化
    • 日本已导入机械臂Palletizing outbound cases onto pallets, roll cages, and cart racks (stacking positions computed from size and weight)

      PALTAC RDC Saitama (from Nov 2019): multiple Mujin AI case-palletizing robots. AS ONE Smart DC (Prologis Park Chiba 1, Jul 2020): two Mujin case palletizers, one tote palletizer, one depalletizer; about 70% automated.

      来源:LNEWS (2019-06-14) / LOGISTICS TODAY (2020-07-30)

    • 日本已导入自主移动搬运机器人Loading pallets into trucks with autonomous forklifts that cope with truck parking offsets

      Kao Toyohashi plant next-generation warehouse (live Jul 2024, full operation Oct 2024): Toyota Industries autonomous forklifts detect the truck with 3D LiDAR; first real-shipment use in Japan per Toyota Industries. Adjacent case (manufacturer warehouse).

      来源:MONOist (2024-09-03)

    • PoC阶段机械臂自主移动搬运机器人Truck-loading (vanning) robot that stacks cases inside the trailer

      Sagawa Express × Dexterity × Sumitomo Corporation (Dec 2023): AI loading robot developed and trialed for Sagawa's loading sites, a first in Japan. Kawasaki × Dexterity Mech (May 2025): two 8-axis arms (30 kg each) on a mobile base, in trials at an international logistics company.

      来源:ベストカー フルロード (2023-12-20) / LOGISTICS TODAY (2025-05-08)

  9. Returns processing

    Unpack returned items, judge their condition for resale, disposal, or clearance, repack, and return them to stock; packaging and condition vary, so the work is hard to standardize.

    可机器人化
    • 海外有实绩机械臂Grasping, identifying, and sorting returned fashion items (dual-arm robot that handles unseen items)

      CEVA Logistics × Sereact at Zalando fulfillment centers (Greven, Germany and Świebodzin, Poland, announced Oct 2026): dual-arm robots grasp, identify, and sort returns without per-item training, on a RaaS model; unit count and results undisclosed.

      来源:Robotics 24/7 (2026-10-08)

一览

工序可由机器人承担的作业阶段机器人类型应用指南
1. Inbound: truck & container unloadingUnloading mixed cases from trailers and shipping containers onto a conveyor海外有实绩机械臂自主移动搬运机器人Truck Loading & Unloading
1. Inbound: truck & container unloadingUnloading import containers and floor-loaded trailers (physical-AI unloader)海外有实绩机械臂Truck Loading & Unloading
1. Inbound: truck & container unloadingUnloading robot that docks to an existing telescoping conveyor (cases up to 22 kg, 1,000 cases/hour)已有产品机械臂Truck Loading & Unloading
1. Inbound: truck & container unloadingUnloading palletized trucks with autonomous forklifts日本已导入自主移动搬运机器人Warehouse Transport
2. Depalletizing & case inductionLifting cases off pallets onto a conveyor (mixed loads, no pre-registration)日本已导入机械臂Packing & Palletizing
2. Depalletizing & case inductionLinking depalletizing, palletizing, and AGV replenishment by SKU to warehouse control日本已导入机械臂自主移动搬运机器人Packing & Palletizing
4. Putaway & storageBringing mobile shelves to workstations so staff no longer walk for putaway and picking (shelf-carrying AMRs)日本已导入自主移动搬运机器人Warehouse Transport
4. Putaway & storageRobotizing putaway, storage, and picking at a mail-order site handling large items (up to 100×100×200 cm)日本已导入自主移动搬运机器人Warehouse Transport
4. Putaway & storageStowing items into the top rows of storage pods and picking from them (arm with tactile sensing)海外有实绩机械臂Picking
5. PickingPick-assist AMRs that follow workers, removing walking and searching to raise outbound productivity日本已导入自主移动搬运机器人Picking
5. PickingRobots climb 3-D racks to retrieve bins and bring them to picking stations (high-density goods-to-person)日本已导入自主移动搬运机器人Picking
5. PickingPiece picking of consumer goods (suction-plus-finger gripper, no item pre-registration)日本已导入机械臂机械手Picking
5. PickingCase picking the required quantity from pallets out of automated storage (auto-measured dimensions and weight, no master data)日本已导入机械臂Picking
5. PickingTransferring totes delivered by AMRs onto conveyors (humanoid)海外有实绩人形Warehouse Transport
7. Sorting & inductionDestination sorting with small sorting robots, in a compact layout that can be reconfigured日本已导入自主移动搬运机器人Sorting & Induction
7. Sorting & inductionMoving large and irregular parcels that the sorter cannot take to their destinations by AMR instead of carts日本已导入自主移动搬运机器人Warehouse Transport
7. Sorting & inductionGrasping parcels, turning the label face-up, and inducting them one by one onto the conveyor or sorter (humanoid induction)PoC阶段人形Sorting & Induction
8. Outbound: palletizing & truck loadingPalletizing outbound cases onto pallets, roll cages, and cart racks (stacking positions computed from size and weight)日本已导入机械臂Packing & Palletizing
8. Outbound: palletizing & truck loadingLoading pallets into trucks with autonomous forklifts that cope with truck parking offsets日本已导入自主移动搬运机器人Warehouse Transport
8. Outbound: palletizing & truck loadingTruck-loading (vanning) robot that stacks cases inside the trailerPoC阶段机械臂自主移动搬运机器人Truck Loading & Unloading
9. Returns processingGrasping, identifying, and sorting returned fashion items (dual-arm robot that handles unseen items)海外有实绩机械臂Sorting & Induction

导入前的确认点

  • Load profile: floor-loaded versus palletized freight decides the unloading and loading robot; check case weight limits (about 22 kg for Stretch and TruckBot) and trailer depth.
  • Dock conditions: telescoping conveyor availability, wing-body versus van trucks, and truck parking offsets; autonomous forklifts correct for position, but check the existing dock first.
  • Master data needs: some depalletizing and case-picking systems work master-less by recognizing size and placement; for piece picking, check SKU count and the share of items the robot can handle (about 75% for Vulcan).
  • WMS/WES integration and phasing: shelf AMR fleets have grown from 56 to 216 units, and some sites started on subscription (RaaS); plan peak-season scaling and the WMS changes up front.
  • Items the sorter cannot take: automated sorters handle about 90% of parcels; plan AMR transport or humanoid induction for the large, irregular, and soft remainder, and measure the throughput gap versus people.
  • Start humanoids and physical-AI systems as a PoC: induction and truck loading are still in trials, and one site took months to reach about 90% of human speed; set the evaluation period and KPIs (parcels/hour, interventions) first.

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