{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "*This notebook contains material from [CBE40455-2020](https://jckantor.github.io/CBE40455-2020);\n", "content is available [on Github](https://github.com/jckantor/CBE40455-2020.git).*\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "< [3.8 Modeling and Simulation of a Grocery Store Checkout Operation](https://jckantor.github.io/CBE40455-2020/03.08-Modeling-and-Simulation-of-a-Grocery-Store-Checkout-Operation.html) | [Contents](toc.html) | [3.10 Objected-Oriented Simulation](https://jckantor.github.io/CBE40455-2020/03.10-Creating-Simulation-Classes.html) >

\"Open

\"Download\"" ] }, { "cell_type": "markdown", "metadata": { "nbpages": { "level": 1, "link": "[3.9 Refinements of a Grocery Store Checkout Operation](https://jckantor.github.io/CBE40455-2020/03.09-Refinements-to-the-Grocery-Store-Checkout-Operation.html#3.9-Refinements-of-a-Grocery-Store-Checkout-Operation)", "section": "3.9 Refinements of a Grocery Store Checkout Operation" } }, "source": [ "# 3.9 Refinements of a Grocery Store Checkout Operation" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "nbpages": { "level": 1, "link": "[3.9 Refinements of a Grocery Store Checkout Operation](https://jckantor.github.io/CBE40455-2020/03.09-Refinements-to-the-Grocery-Store-Checkout-Operation.html#3.9-Refinements-of-a-Grocery-Store-Checkout-Operation)", "section": "3.9 Refinements of a Grocery Store Checkout Operation" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: simpy in /Users/jeff/opt/anaconda3/lib/python3.7/site-packages (4.0.1)\n" ] } ], "source": [ "!pip install simpy" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "nbpages": { "level": 1, "link": "[3.9 Refinements of a Grocery Store Checkout Operation](https://jckantor.github.io/CBE40455-2020/03.09-Refinements-to-the-Grocery-Store-Checkout-Operation.html#3.9-Refinements-of-a-Grocery-Store-Checkout-Operation)", "section": "3.9 Refinements of a Grocery Store Checkout Operation" } }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import random\n", "import simpy\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": { "nbpages": { "level": 3, "link": "[3.9.1 Solution 1. ](https://jckantor.github.io/CBE40455-2020/03.09-Refinements-to-the-Grocery-Store-Checkout-Operation.html#3.9.1-Solution-1.)", "section": "3.9.1 Solution 1. " } }, "source": [ "### 3.9.1 Solution 1. \n", "\n", ">The default values for the model are 4 lanes, 1 new customer each minute, up to 25 items per cart, and each checkout server can process 10 items per minute. Rerun the simulation to determine the minimum number of lanes required for a stationary behavior. For this purpose, you may find it useful to extend the simulation from 60 minutes to a longer horizon.\n", "\n", "* Increasing the solution horizon to 600 minutes helps detect non-stationary behavior.\n", "* The number of checkout lanes is reduced by changing the value of N. \n", " * N = 1 ==> non-stationary behavior evident in the increasing queue lengths\n", " * N = 2 ==> stationary behavior\n", "\n", "The conclusion is that at least 2 checkout lanes are required." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "nbpages": { "level": 3, "link": "[3.9.1 Solution 1. ](https://jckantor.github.io/CBE40455-2020/03.09-Refinements-to-the-Grocery-Store-Checkout-Operation.html#3.9.1-Solution-1.)", "section": "3.9.1 Solution 1. " } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# time units = minutes\n", "\n", "# number of checkout lanes\n", "N = 2\n", "\n", "# customer generator, assign to random checkout lane\n", "def customer_generator(rate=1.0):\n", " customer_id = 1\n", " while True:\n", " yield env.timeout(random.expovariate(rate))\n", " n_cart_items = random.randint(1, 25)\n", " lane_number = random.randint(0, N-1)\n", " yield lanes[lane_number].put([customer_id, n_cart_items, env.now])\n", " customer_id += 1\n", "\n", "# create a server for a specified check out lane\n", "def checkout(lane, t_item = 1/10):\n", " while True:\n", " customer_id, n_cart_items, enter_time = yield lane.get()\n", " yield env.timeout(n_cart_items*t_item)\n", " customer_log.append([customer_id, n_cart_items, enter_time, env.now])\n", " \n", "def lane_logger(t_sample=0.1):\n", " while True:\n", " lane_log.append([env.now] + [len(lane.items) for lane in lanes])\n", " yield env.timeout(t_sample)\n", "\n", "# create simulation\n", "lane_log = []\n", "customer_log = []\n", "env = simpy.Environment()\n", "\n", "# checkout lanes modeled as SimPy Stores\n", "lanes = [simpy.Store(env) for n in range(N)]\n", "\n", "# create processes\n", "env.process(customer_generator())\n", "env.process(lane_logger())\n", "for n in range(N):\n", " env.process(checkout(lanes[n]))\n", "\n", "# run simulation\n", "env.run(until=600)\n", "\n", "# extract lane data\n", "lane_df = pd.DataFrame(lane_log, columns = [\"time\"] + [f\"lane {n}\" for n in range(0, N)])\n", "lane_df = lane_df.set_index(\"time\")\n", "\n", "customer_df = pd.DataFrame(customer_log, columns = [\"customer id\", \"cart items\", \"enter\", \"leave\"])\n", "customer_df[\"elapsed\"] = customer_df[\"leave\"] - customer_df[\"enter\"]\n", "\n", "# plot results\n", "fig, ax = plt.subplots(2, 1, figsize=(12, 5))\n", "ax[0].plot(lane_df)\n", "ax[0].set_xlabel(\"time / min\")\n", "ax[0].set_title(\"length of checkout lanes\")\n", "ax[0].legend(lane_df.columns)\n", "\n", "ax[1].bar(customer_df[\"customer id\"], customer_df[\"elapsed\"])\n", "ax[1].set_xlabel(\"customer id\")\n", "ax[1].set_ylabel(\"minutes\")\n", "ax[1].set_title(\"customer waiting time\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "nbpages": { "level": 3, "link": "[3.9.2 Solution 2. ](https://jckantor.github.io/CBE40455-2020/03.09-Refinements-to-the-Grocery-Store-Checkout-Operation.html#3.9.2-Solution-2.)", "section": "3.9.2 Solution 2. " } }, "source": [ "### 3.9.2 Solution 2. \n", "\n", ">Repeat the first exercise, but this time leave 4 lanes, and determine the maximum rate of customers that can be accommodated with stationary behavior. \n", "\n", "As shown in the following cell, the code was edited to incorporate a parameter `customer_rate` that specifies the rate of customer generation per minute. Setting the simulation horizon to 6000 minutes allowed for a more sensitive determination of stationarity. Some trial and error shows a rate of 2.9 customers per minutes yields a stationary result, a rate of 3.0 is non-stationary." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "nbpages": { "level": 3, "link": "[3.9.2 Solution 2. ](https://jckantor.github.io/CBE40455-2020/03.09-Refinements-to-the-Grocery-Store-Checkout-Operation.html#3.9.2-Solution-2.)", "section": "3.9.2 Solution 2. " } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# time units = minutes\n", "\n", "# number of checkout lanes\n", "N = 4\n", "\n", "# customers / minute\n", "customer_rate = 2.90\n", "\n", "# customer generator, assign to random checkout lane\n", "def customer_generator(rate=1.0):\n", " customer_id = 1\n", " while True:\n", " yield env.timeout(random.expovariate(rate))\n", " n_cart_items = random.randint(1, 25)\n", " lane_number = random.randint(0, N-1)\n", " yield lanes[lane_number].put([customer_id, n_cart_items, env.now])\n", " customer_id += 1\n", "\n", "# create a server for a specified check out lane\n", "def checkout(lane, t_item = 1/10):\n", " while True:\n", " customer_id, n_cart_items, enter_time = yield lane.get()\n", " yield env.timeout(n_cart_items*t_item)\n", " customer_log.append([customer_id, n_cart_items, enter_time, env.now])\n", " \n", "def lane_logger(t_sample=0.1):\n", " while True:\n", " lane_log.append([env.now] + [len(lane.items) for lane in lanes])\n", " yield env.timeout(t_sample)\n", "\n", "# create simulation\n", "lane_log = []\n", "customer_log = []\n", "env = simpy.Environment()\n", "\n", "# checkout lanes modeled as SimPy Stores\n", "lanes = [simpy.Store(env) for n in range(N)]\n", "\n", "# create processes\n", "env.process(customer_generator(customer_rate))\n", "env.process(lane_logger())\n", "for n in range(N):\n", " env.process(checkout(lanes[n]))\n", "\n", "# run simulation\n", "env.run(until=6000)\n", "\n", "# extract lane data\n", "lane_df = pd.DataFrame(lane_log, columns = [\"time\"] + [f\"lane {n}\" for n in range(0, N)])\n", "lane_df = lane_df.set_index(\"time\")\n", "\n", "customer_df = pd.DataFrame(customer_log, columns = [\"customer id\", \"cart items\", \"enter\", \"leave\"])\n", "customer_df[\"elapsed\"] = customer_df[\"leave\"] - customer_df[\"enter\"]\n", "\n", "# plot results\n", "fig, ax = plt.subplots(2, 1, figsize=(12, 5))\n", "ax[0].plot(lane_df)\n", "ax[0].set_xlabel(\"time / min\")\n", "ax[0].set_title(\"length of checkout lanes\")\n", "ax[0].legend(lane_df.columns)\n", "\n", "ax[1].bar(customer_df[\"customer id\"], customer_df[\"elapsed\"])\n", "ax[1].set_xlabel(\"customer id\")\n", "ax[1].set_ylabel(\"minutes\")\n", "ax[1].set_title(\"customer waiting time\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "nbpages": { "level": 3, "link": "[3.9.3 Solution 3. ](https://jckantor.github.io/CBE40455-2020/03.09-Refinements-to-the-Grocery-Store-Checkout-Operation.html#3.9.3-Solution-3.)", "section": "3.9.3 Solution 3. " } }, "source": [ "### 3.9.3 Solution 3. \n", "\n", "> The time required for at the checkout counter is currently proportional to the number of items in the cart. A more realistic model would also include the additional time required for payment. Add a `t_payment` parameter to the checkout model with a default value of 2 minutes. Incorporate that time into the model. \n", "\n", "The necessary modifications are to add a parameter `t_payment`with a value of 2 minutes. The parameter is incorporated into the `checkout` generator to model the additional time required at the checkout counter.\n", "\n", "The net effect is to increase the required number of checkout lanes to 4 or more, and reduce the maximum customer_rate to less than 2.0" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "nbpages": { "level": 3, "link": "[3.9.3 Solution 3. ](https://jckantor.github.io/CBE40455-2020/03.09-Refinements-to-the-Grocery-Store-Checkout-Operation.html#3.9.3-Solution-3.)", "section": "3.9.3 Solution 3. " } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# time units = minutes\n", "\n", "# number of checkout lanes\n", "N = 4\n", "\n", "# customers / minute\n", "customer_rate = 1.00\n", "\n", "# payment period\n", "t_payment = 2.0\n", "\n", "# customer generator, assign to random checkout lane\n", "def customer_generator(rate=1.0):\n", " customer_id = 1\n", " while True:\n", " yield env.timeout(random.expovariate(rate))\n", " n_cart_items = random.randint(1, 25)\n", " lane_number = random.randint(0, N-1)\n", " yield lanes[lane_number].put([customer_id, n_cart_items, env.now])\n", " customer_id += 1\n", "\n", "# create a server for a specified check out lane\n", "def checkout(lane, t_item = 1/10):\n", " while True:\n", " customer_id, n_cart_items, enter_time = yield lane.get()\n", " yield env.timeout(t_payment + n_cart_items*t_item)\n", " customer_log.append([customer_id, n_cart_items, enter_time, env.now])\n", " \n", "def lane_logger(t_sample=0.1):\n", " while True:\n", " lane_log.append([env.now] + [len(lane.items) for lane in lanes])\n", " yield env.timeout(t_sample)\n", "\n", "# create simulation\n", "lane_log = []\n", "customer_log = []\n", "env = simpy.Environment()\n", "\n", "# checkout lanes modeled as SimPy Stores\n", "lanes = [simpy.Store(env) for n in range(N)]\n", "\n", "# create processes\n", "env.process(customer_generator(customer_rate))\n", "env.process(lane_logger())\n", "for n in range(N):\n", " env.process(checkout(lanes[n]))\n", "\n", "# run simulation\n", "env.run(until=600)\n", "\n", "# extract lane data\n", "lane_df = pd.DataFrame(lane_log, columns = [\"time\"] + [f\"lane {n}\" for n in range(0, N)])\n", "lane_df = lane_df.set_index(\"time\")\n", "\n", "customer_df = pd.DataFrame(customer_log, columns = [\"customer id\", \"cart items\", \"enter\", \"leave\"])\n", "customer_df[\"elapsed\"] = customer_df[\"leave\"] - customer_df[\"enter\"]\n", "\n", "# plot results\n", "fig, ax = plt.subplots(2, 1, figsize=(12, 5))\n", "ax[0].plot(lane_df)\n", "ax[0].set_xlabel(\"time / min\")\n", "ax[0].set_title(\"length of checkout lanes\")\n", "ax[0].legend(lane_df.columns)\n", "\n", "ax[1].bar(customer_df[\"customer id\"], customer_df[\"elapsed\"])\n", "ax[1].set_xlabel(\"customer id\")\n", "ax[1].set_ylabel(\"minutes\")\n", "ax[1].set_title(\"customer waiting time\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "nbpages": { "level": 3, "link": "[3.9.4 Solution 4. ](https://jckantor.github.io/CBE40455-2020/03.09-Refinements-to-the-Grocery-Store-Checkout-Operation.html#3.9.4-Solution-4.)", "section": "3.9.4 Solution 4. " } }, "source": [ "### 3.9.4 Solution 4. \n", "\n", ">In the current model, are assumed to randomly select a lane. A more realistic behavior is for customers to select the shortest lane. Modify `customer_generator` to assign to the customer to the shortest lane. For this, you will need to access the length of each lane. For example, `len(lanes[0].items)` will return the length of lane 0.\n", "\n", "As originally written, `customer_generator` randomly assign each new customer to a checkout lane. This is now rewritten to find the lane with the fewest customers. In the case of a tie, the lane with the lowest index is chosen. Here is a comparison of the relevant lines of code. Note that the minimum could be found in a number of ways, this one being particularly 'pythonic'.\n", "\n", " lane = lanes[random.randint(0, N-1)] # <== random lane\n", " lane = min(lanes, key=lambda lane: len(lane.items)) # <== shortest lane\n" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "nbpages": { "level": 3, "link": "[3.9.4 Solution 4. ](https://jckantor.github.io/CBE40455-2020/03.09-Refinements-to-the-Grocery-Store-Checkout-Operation.html#3.9.4-Solution-4.)", "section": "3.9.4 Solution 4. " } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# time units = minutes\n", "\n", "# number of checkout lanes\n", "N = 4\n", "\n", "# customers / minute\n", "customer_rate = 1.00\n", "\n", "# payment period\n", "t_payment = 2.0\n", "\n", "# customer generator, assign to random checkout lane\n", "def customer_generator(rate=1.0):\n", " customer_id = 1\n", " while True:\n", " yield env.timeout(random.expovariate(rate))\n", " n_cart_items = random.randint(1, 25)\n", " #lane = lanes[random.randint(0, N-1)]\n", " lane = min(lanes, key=lambda lane: len(lane.items))\n", " yield lane.put([customer_id, n_cart_items, env.now])\n", " customer_id += 1\n", "\n", "# create a server for a specified check out lane\n", "def checkout(lane, t_item = 1/10):\n", " while True:\n", " customer_id, n_cart_items, enter_time = yield lane.get()\n", " yield env.timeout(t_payment + n_cart_items*t_item)\n", " customer_log.append([customer_id, n_cart_items, enter_time, env.now])\n", " \n", "def lane_logger(t_sample=0.1):\n", " while True:\n", " lane_log.append([env.now] + [len(lane.items) for lane in lanes])\n", " yield env.timeout(t_sample)\n", "\n", "# create simulation\n", "lane_log = []\n", "customer_log = []\n", "env = simpy.Environment()\n", "\n", "# checkout lanes modeled as SimPy Stores\n", "lanes = [simpy.Store(env) for n in range(N)]\n", "\n", "# create processes\n", "env.process(customer_generator(customer_rate))\n", "env.process(lane_logger())\n", "for n in range(N):\n", " env.process(checkout(lanes[n]))\n", "\n", "# run simulation\n", "env.run(until=600)\n", "\n", "# extract lane data\n", "lane_df = pd.DataFrame(lane_log, columns = [\"time\"] + [f\"lane {n}\" for n in range(0, N)])\n", "lane_df = lane_df.set_index(\"time\")\n", "\n", "customer_df = pd.DataFrame(customer_log, columns = [\"customer id\", \"cart items\", \"enter\", \"leave\"])\n", "customer_df[\"elapsed\"] = customer_df[\"leave\"] - customer_df[\"enter\"]\n", "\n", "# plot results\n", "fig, ax = plt.subplots(2, 1, figsize=(12, 5))\n", "ax[0].plot(lane_df)\n", "ax[0].set_xlabel(\"time / min\")\n", "ax[0].set_title(\"length of checkout lanes\")\n", "ax[0].legend(lane_df.columns)\n", "\n", "ax[1].bar(customer_df[\"customer id\"], customer_df[\"elapsed\"])\n", "ax[1].set_xlabel(\"customer id\")\n", "ax[1].set_ylabel(\"minutes\")\n", "ax[1].set_title(\"customer waiting time\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "nbpages": { "level": 3, "link": "[3.9.5 Solution 5. ](https://jckantor.github.io/CBE40455-2020/03.09-Refinements-to-the-Grocery-Store-Checkout-Operation.html#3.9.5-Solution-5.)", "section": "3.9.5 Solution 5. " } }, "source": [ "### 3.9.5 Solution 5. \n", "\n", ">The current plots report the total amount from when a customer enters the lane to the time the customer leaves the checkout. But what customers really care about is the time spent waiting to get to the checkout. Modify the customer data logging to collect the waiting time, construct a plot of the waiting time for each customer, and report the averate waiting time and length of each queue.\n", "\n", "All of these changes improve the data collection and reporting. Several code changes are required:\n", "\n", "* The `checkout` generator is modified to compute `wait_time` at the point a customer has been retrieved from the associated queue, and the data is added to `customer_log`.\n", "* The Pandas dataframe `customer_df` is modified to incorporate a waiting time column.\n", "* An additional plot for waiting time is added, and the original plot title changed to the more accurate total elapsed time.\n", "* Additional code is added to compute the key performance indicaators\n", " " ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "nbpages": { "level": 3, "link": "[3.9.5 Solution 5. ](https://jckantor.github.io/CBE40455-2020/03.09-Refinements-to-the-Grocery-Store-Checkout-Operation.html#3.9.5-Solution-5.)", "section": "3.9.5 Solution 5. " } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average waiting time = 2.94 minutes\n", "\n", "Average lane queue \n", "lane 0 1.158833\n", "lane 1 0.918000\n", "lane 2 0.647333\n", "lane 3 0.482500\n", "dtype: float64\n", "\n", "Overall aaverage lane queue \n", "0.8017\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# time units = minutes\n", "\n", "# number of checkout lanes\n", "N = 4\n", "\n", "# customers / minute\n", "customer_rate = 1.00\n", "\n", "# payment period\n", "t_payment = 2.0\n", "\n", "# customer generator, assign to random checkout lane\n", "def customer_generator(rate=1.0):\n", " customer_id = 1\n", " while True:\n", " yield env.timeout(random.expovariate(rate))\n", " n_cart_items = random.randint(1, 25)\n", " #lane = lanes[random.randint(0, N-1)]\n", " lane = min(lanes, key=lambda lane: len(lane.items))\n", " yield lane.put([customer_id, n_cart_items, env.now])\n", " customer_id += 1\n", "\n", "# create a server for a specified check out lane\n", "def checkout(lane, t_item = 1/10):\n", " while True:\n", " customer_id, n_cart_items, enter_time = yield lane.get()\n", " wait_time = env.now - enter_time\n", " yield env.timeout(t_payment + n_cart_items*t_item)\n", " customer_log.append([customer_id, n_cart_items, enter_time, wait_time, env.now])\n", " \n", "def lane_logger(t_sample=0.1):\n", " while True:\n", " lane_log.append([env.now] + [len(lane.items) for lane in lanes])\n", " yield env.timeout(t_sample)\n", "\n", "# create simulation\n", "lane_log = []\n", "customer_log = []\n", "env = simpy.Environment()\n", "\n", "# checkout lanes modeled as SimPy Stores\n", "lanes = [simpy.Store(env) for n in range(N)]\n", "\n", "# create processes\n", "env.process(customer_generator(customer_rate))\n", "env.process(lane_logger())\n", "for n in range(N):\n", " env.process(checkout(lanes[n]))\n", "\n", "# run simulation\n", "env.run(until=600)\n", "\n", "# extract lane data\n", "lane_df = pd.DataFrame(lane_log, columns = [\"time\"] + [f\"lane {n}\" for n in range(0, N)])\n", "lane_df = lane_df.set_index(\"time\")\n", "\n", "customer_df = pd.DataFrame(customer_log, columns = [\"customer id\", \"cart items\", \"enter\", \"wait\", \"leave\"])\n", "customer_df[\"elapsed\"] = customer_df[\"leave\"] - customer_df[\"enter\"]\n", "\n", "# compute kpi's\n", "print(f\"Average waiting time = {customer_df['wait'].mean():5.2f} minutes\")\n", "print(f\"\\nAverage lane queue \\n{lane_df.mean()}\")\n", "print(f\"\\nOverall aaverage lane queue \\n{lane_df.mean().mean():5.4f}\")\n", "\n", "# plot results\n", "fig, ax = plt.subplots(3, 1, figsize=(12, 7))\n", "ax[0].plot(lane_df)\n", "ax[0].set_xlabel(\"time / min\")\n", "ax[0].set_title(\"length of checkout lanes\")\n", "ax[0].legend(lane_df.columns)\n", "\n", "ax[1].bar(customer_df[\"customer id\"], customer_df[\"wait\"])\n", "ax[1].set_xlabel(\"customer id\")\n", "ax[1].set_ylabel(\"minutes\")\n", "ax[1].set_title(\"customer waiting time\")\n", "\n", "ax[2].bar(customer_df[\"customer id\"], customer_df[\"elapsed\"])\n", "ax[2].set_xlabel(\"customer id\")\n", "ax[2].set_ylabel(\"minutes\")\n", "ax[2].set_title(\"total elapsed time\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "nbpages": { "level": 3, "link": "[3.9.6 Solution 6. ](https://jckantor.github.io/CBE40455-2020/03.09-Refinements-to-the-Grocery-Store-Checkout-Operation.html#3.9.6-Solution-6.)", "section": "3.9.6 Solution 6. " } }, "source": [ "### 3.9.6 Solution 6. \n", "\n", ">Someone has suggested changing two of the lanes to self-checkout. But a side effect of self-checkout is to increase the amount of time required to scan each item in a cart. Suppose the scan time goes from 6 seconds to 12 seconds for typical, untrained customers. Will additional attended lanes be required to offset the effect of slower scanning in the self-checkout lanes? If so, how many additional lanes will be required?\n", "\n", "The prior cell ('Solution 5') provides a base case against which to measure the effects of the proposed changes. The changes are implemented by creating processes for the self-serve and the attended check out lanes.\n", "\n", " # self-serve lanes\n", " env.process(checkout(lanes[0], t_item=1/5))\n", " env.process(checkout(lanes[1], t_item=1/5))\n", "\n", " # attended lanes\n", " for n in range(2, N):\n", " env.process(checkout(lanes[n]))\n", "\n", "With just a total of four lanes, the slower checkout on the self-serve lines increases average waiting time from approximately 3 minutes to 10 minutes, and the average queue length from about 1 to about 3. Adding an additional attended lane recovers the original system performance." ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "nbpages": { "level": 3, "link": "[3.9.6 Solution 6. ](https://jckantor.github.io/CBE40455-2020/03.09-Refinements-to-the-Grocery-Store-Checkout-Operation.html#3.9.6-Solution-6.)", "section": "3.9.6 Solution 6. " } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average waiting time = 2.88 minutes\n", "\n", "Average lane queue \n", "lane 0 0.976000\n", "lane 1 0.807333\n", "lane 2 0.576333\n", "lane 3 0.386167\n", "lane 4 0.180667\n", "dtype: float64\n", "\n", "Overall aaverage lane queue \n", "0.5853\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# time units = minutes\n", "\n", "# number of checkout lanes\n", "N = 5\n", "\n", "# customers / minute\n", "customer_rate = 1.00\n", "\n", "# payment period\n", "t_payment = 2.0\n", "\n", "# customer generator, assign to random checkout lane\n", "def customer_generator(rate=1.0):\n", " customer_id = 1\n", " while True:\n", " yield env.timeout(random.expovariate(rate))\n", " n_cart_items = random.randint(1, 25)\n", " lane = min(lanes, key=lambda lane: len(lane.items))\n", " yield lane.put([customer_id, n_cart_items, env.now])\n", " customer_id += 1\n", "\n", "# create a server for a specified check out lane\n", "def checkout(lane, t_item = 1/10):\n", " while True:\n", " customer_id, n_cart_items, enter_time = yield lane.get()\n", " wait_time = env.now - enter_time\n", " yield env.timeout(t_payment + n_cart_items*t_item)\n", " customer_log.append([customer_id, n_cart_items, enter_time, wait_time, env.now])\n", " \n", "def lane_logger(t_sample=0.1):\n", " while True:\n", " lane_log.append([env.now] + [len(lane.items) for lane in lanes])\n", " yield env.timeout(t_sample)\n", "\n", "# create simulation\n", "lane_log = []\n", "customer_log = []\n", "env = simpy.Environment()\n", "\n", "# checkout lanes modeled as SimPy Stores\n", "lanes = [simpy.Store(env) for n in range(N)]\n", "\n", "# create processes\n", "env.process(customer_generator(customer_rate))\n", "env.process(lane_logger())\n", "\n", "# self-serve lanes\n", "env.process(checkout(lanes[0], t_item=1/5))\n", "env.process(checkout(lanes[1], t_item=1/5))\n", "\n", "# attended lanes\n", "for n in range(2, N):\n", " env.process(checkout(lanes[n]))\n", "\n", "# run simulation\n", "env.run(until=600)\n", "\n", "# extract lane data\n", "lane_df = pd.DataFrame(lane_log, columns = [\"time\"] + [f\"lane {n}\" for n in range(0, N)])\n", "lane_df = lane_df.set_index(\"time\")\n", "\n", "customer_df = pd.DataFrame(customer_log, columns = [\"customer id\", \"cart items\", \"enter\", \"wait\", \"leave\"])\n", "customer_df[\"elapsed\"] = customer_df[\"leave\"] - customer_df[\"enter\"]\n", "\n", "# compute kpi's\n", "print(f\"Average waiting time = {customer_df['wait'].mean():5.2f} minutes\")\n", "print(f\"\\nAverage lane queue \\n{lane_df.mean()}\")\n", "print(f\"\\nOverall aaverage lane queue \\n{lane_df.mean().mean():5.4f}\")\n", "\n", "# plot results\n", "fig, ax = plt.subplots(3, 1, figsize=(12, 7))\n", "ax[0].plot(lane_df)\n", "ax[0].set_xlabel(\"time / min\")\n", "ax[0].set_title(\"length of checkout lanes\")\n", "ax[0].legend(lane_df.columns)\n", "\n", "ax[1].bar(customer_df[\"customer id\"], customer_df[\"wait\"])\n", "ax[1].set_xlabel(\"customer id\")\n", "ax[1].set_ylabel(\"minutes\")\n", "ax[1].set_title(\"customer waiting time\")\n", "\n", "ax[2].bar(customer_df[\"customer id\"], customer_df[\"elapsed\"])\n", "ax[2].set_xlabel(\"customer id\")\n", "ax[2].set_ylabel(\"minutes\")\n", "ax[2].set_title(\"total elapsed time\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "nbpages": { "level": 3, "link": "[3.9.7 Solution 7. ](https://jckantor.github.io/CBE40455-2020/03.09-Refinements-to-the-Grocery-Store-Checkout-Operation.html#3.9.7-Solution-7.)", "section": "3.9.7 Solution 7. " } }, "source": [ "### 3.9.7 Solution 7. \n", "\n", ">Suppose we were to change one or more of the lanes to a express lanes which handle only with a small number of items, say five or fewer. How would you expect this to change average waiting time? This is a form of prioritization ... are there other prioritizations that you might consider?\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "nbpages": { "level": 3, "link": "[3.9.7 Solution 7. ](https://jckantor.github.io/CBE40455-2020/03.09-Refinements-to-the-Grocery-Store-Checkout-Operation.html#3.9.7-Solution-7.)", "section": "3.9.7 Solution 7. " } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average waiting time = 3.53 minutes\n", "\n", "Average lane queue \n", "lane 0 1.207500\n", "lane 1 1.027000\n", "lane 2 0.024333\n", "lane 3 0.684500\n", "lane 4 0.462000\n", "dtype: float64\n", "\n", "Overall aaverage lane queue \n", "0.6811\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# time units = minutes\n", "\n", "# number of checkout lanes\n", "lane_capacity = [25, 25, 5, 25, 25]\n", "N = len(lane_capacity)\n", "\n", "# customers / minute\n", "customer_rate = 1.00\n", "\n", "# payment period\n", "t_payment = 2.0\n", "\n", "# customer generator, assign to random checkout lane\n", "def customer_generator(rate=1.0):\n", " customer_id = 1\n", " while True:\n", " yield env.timeout(random.expovariate(rate))\n", " n_cart_items = random.randint(1, 25)\n", " lanes_with_capacity = [lanes[n] for (n, lane) in enumerate(lanes) if n_cart_items <= lane_capacity[n]]\n", " lane = min(lanes_with_capacity, key=lambda lane: len(lane.items))\n", " yield lane.put([customer_id, n_cart_items, env.now])\n", " customer_id += 1\n", "\n", "# create a server for a specified check out lane\n", "def checkout(lane, t_item = 1/10, item_limit=25):\n", " lane.item_limit = item_limit\n", " while True:\n", " customer_id, n_cart_items, enter_time = yield lane.get()\n", " wait_time = env.now - enter_time\n", " yield env.timeout(t_payment + n_cart_items*t_item)\n", " customer_log.append([customer_id, n_cart_items, enter_time, wait_time, env.now])\n", " \n", "def lane_logger(t_sample=0.1):\n", " while True:\n", " lane_log.append([env.now] + [len(lane.items) for lane in lanes])\n", " yield env.timeout(t_sample)\n", "\n", "# create simulation\n", "lane_log = []\n", "customer_log = []\n", "env = simpy.Environment()\n", "\n", "# checkout lanes modeled as SimPy Stores\n", "lanes = [simpy.Store(env) for n in range(N)]\n", "\n", "# create processes\n", "env.process(customer_generator(customer_rate))\n", "env.process(lane_logger())\n", "\n", "# self-serve lanes\n", "env.process(checkout(lanes[0], t_item=1/5))\n", "env.process(checkout(lanes[1], t_item=1/5))\n", "\n", "# attended lanes\n", "for n in range(2, N):\n", " env.process(checkout(lanes[n]))\n", "\n", "# run simulation\n", "env.run(until=600)\n", "\n", "# extract lane data\n", "lane_df = pd.DataFrame(lane_log, columns = [\"time\"] + [f\"lane {n}\" for n in range(0, N)])\n", "lane_df = lane_df.set_index(\"time\")\n", "\n", "customer_df = pd.DataFrame(customer_log, columns = [\"customer id\", \"cart items\", \"enter\", \"wait\", \"leave\"])\n", "customer_df[\"elapsed\"] = customer_df[\"leave\"] - customer_df[\"enter\"]\n", "\n", "# compute kpi's\n", "print(f\"Average waiting time = {customer_df['wait'].mean():5.2f} minutes\")\n", "print(f\"\\nAverage lane queue \\n{lane_df.mean()}\")\n", "print(f\"\\nOverall aaverage lane queue \\n{lane_df.mean().mean():5.4f}\")\n", "\n", "# plot results\n", "fig, ax = plt.subplots(3, 1, figsize=(12, 7))\n", "ax[0].plot(lane_df)\n", "ax[0].set_xlabel(\"time / min\")\n", "ax[0].set_title(\"length of checkout lanes\")\n", "ax[0].legend(lane_df.columns)\n", "\n", "ax[1].bar(customer_df[\"customer id\"], customer_df[\"wait\"])\n", "ax[1].set_xlabel(\"customer id\")\n", "ax[1].set_ylabel(\"minutes\")\n", "ax[1].set_title(\"customer waiting time\")\n", "\n", "ax[2].bar(customer_df[\"customer id\"], customer_df[\"elapsed\"])\n", "ax[2].set_xlabel(\"customer id\")\n", "ax[2].set_ylabel(\"minutes\")\n", "ax[2].set_title(\"total elapsed time\")\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "nbpages": { "level": 3, "link": "[3.9.7 Solution 7. ](https://jckantor.github.io/CBE40455-2020/03.09-Refinements-to-the-Grocery-Store-Checkout-Operation.html#3.9.7-Solution-7.)", "section": "3.9.7 Solution 7. " } }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "nbpages": { "level": 3, "link": "[3.9.7 Solution 7. ](https://jckantor.github.io/CBE40455-2020/03.09-Refinements-to-the-Grocery-Store-Checkout-Operation.html#3.9.7-Solution-7.)", "section": "3.9.7 Solution 7. " } }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "< [3.8 Modeling and Simulation of a Grocery Store Checkout Operation](https://jckantor.github.io/CBE40455-2020/03.08-Modeling-and-Simulation-of-a-Grocery-Store-Checkout-Operation.html) | [Contents](toc.html) | [3.10 Objected-Oriented Simulation](https://jckantor.github.io/CBE40455-2020/03.10-Creating-Simulation-Classes.html) >

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\"Download\"" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 4 }