如何在 Unity 中制作鹿的 AI

在游戏开发中，添加人工智能意味着编写无需任何外部输入即可控制游戏实体的代码。

游戏中的动物人工智能是人工智能的一个分支，旨在将动物行为转化为游戏的数字环境，以创造逼真的体验。

在本教程中，我将展示如何在 Unity 中制作一个简单的动物（鹿）AI，它有两种状态：闲置和逃跑。

第1步：准备场景和鹿模型

我们需要一个水平仪和一个鹿模型。

对于该关卡，我将使用一个带有一些草和树的简单地形：

对于鹿模型，我简单地组合了一些立方体（但您可以使用这个鹿模型）：

现在让我们进入编码部分。

第 2 步：设置播放器控制器

我们首先设置一个玩家控制器，这样我们就可以四处走动并测试 AI：

• 创建 一个新脚本，将其命名为 SC_CharacterController 并将以下代码粘贴到其中：

SC_CharacterController.cs

using UnityEngine;

[RequireComponent(typeof(CharacterController))]

public class SC_CharacterController : MonoBehaviour
{
    public float speed = 7.5f;
    public float jumpSpeed = 8.0f;
    public float gravity = 20.0f;
    public Camera playerCamera;
    public float lookSpeed = 2.0f;
    public float lookXLimit = 45.0f;

    CharacterController characterController;
    Vector3 moveDirection = Vector3.zero;
    Vector2 rotation = Vector2.zero;

    [HideInInspector]
    public bool canMove = true;

    void Start()
    {
        characterController = GetComponent<CharacterController>();
        rotation.y = transform.eulerAngles.y;
    }

    void Update()
    {
        if (characterController.isGrounded)
        {
            // We are grounded, so recalculate move direction based on axes
            Vector3 forward = transform.TransformDirection(Vector3.forward);
            Vector3 right = transform.TransformDirection(Vector3.right);
            float curSpeedX = speed * Input.GetAxis("Vertical");
            float curSpeedY = speed * Input.GetAxis("Horizontal");
            moveDirection = (forward * curSpeedX) + (right * curSpeedY);

            if (Input.GetButton("Jump"))
            {
                moveDirection.y = jumpSpeed;
            }
        }

        // Apply gravity. Gravity is multiplied by deltaTime twice (once here, and once below
        // when the moveDirection is multiplied by deltaTime). This is because gravity should be applied
        // as an acceleration (ms^-2)
        moveDirection.y -= gravity * Time.deltaTime;

        // Move the controller
        characterController.Move(moveDirection * Time.deltaTime);

        // Player and Camera rotation
        if (canMove)
        {
            rotation.y += Input.GetAxis("Mouse X") * lookSpeed;
            rotation.x += -Input.GetAxis("Mouse Y") * lookSpeed;
            rotation.x = Mathf.Clamp(rotation.x, -lookXLimit, lookXLimit);
            playerCamera.transform.localRotation = Quaternion.Euler(rotation.x, 0, 0);
            transform.eulerAngles = new Vector2(0, rotation.y);
        }
    }
}

• 创建一个新的 GameObject 并将其命名为 "Player" 并将其标签更改为 "Player"
• 创建一个新的 Capsule（GameObject -> 3D Object -> Capsule），然后将其作为 "Player" 对象的子对象，将其位置更改为 (0, 1, 0)，并删除其 CapsuleCollider 组件。
• 将主摄像机移动到 "Player" 对象内并将其位置更改为 (0, 1.64, 0)
• 将 SC_CharacterController 脚本附加到 "Player" 对象（您会注意到它还会添加另一个名为“字符控制器”的组件。将其中心值设置为 (0, 1, 0)）
• 将主摄像机分配给 SC_CharacterController 处的 "Player Camera" 变量，然后保存场景

玩家控制器现已准备就绪。

第三步：对小鹿AI进行编程

现在让我们进入对鹿 AI 进行编程的部分：

• 创建一个新脚本并将其命名为SC_DeerAI（该脚本将控制AI运动）：

打开 SC_DeerAI 并继续以下步骤：

在脚本开始时，我们确保包含所有必需的类（特别是 UnityEngine.AI）：

using UnityEngine;
using UnityEngine.AI;
using System.Collections.Generic;

public class SC_DeerAI : MonoBehaviour
{

现在让我们添加所有变量：

    public enum AIState { Idle, Walking, Eating, Running }
    public AIState currentState = AIState.Idle;
    public int awarenessArea = 15; //How far the deer should detect the enemy
    public float walkingSpeed = 3.5f;
    public float runningSpeed = 7f;
    public Animator animator;

    //Trigger collider that represents the awareness area
    SphereCollider c; 
    //NavMesh Agent
    NavMeshAgent agent;

    bool switchAction = false;
    float actionTimer = 0; //Timer duration till the next action
    Transform enemy;
    float range = 20; //How far the Deer have to run to resume the usual activities
    float multiplier = 1;
    bool reverseFlee = false; //In case the AI is stuck, send it to one of the original Idle points

    //Detect NavMesh edges to detect whether the AI is stuck
    Vector3 closestEdge;
    float distanceToEdge;
    float distance; //Squared distance to the enemy
    //How long the AI has been near the edge of NavMesh, if too long, send it to one of the random previousIdlePoints
    float timeStuck = 0;
    //Store previous idle points for reference
    List<Vector3> previousIdlePoints = new List<Vector3>(); 

然后我们在 void Start() 中初始化所有内容：

    // Start is called before the first frame update
    void Start()
    {
        agent = GetComponent<NavMeshAgent>();
        agent.stoppingDistance = 0;
        agent.autoBraking = true;

        c = gameObject.AddComponent<SphereCollider>();
        c.isTrigger = true;
        c.radius = awarenessArea;

        //Initialize the AI state
        currentState = AIState.Idle;
        actionTimer = Random.Range(0.1f, 2.0f);
        SwitchAnimationState(currentState);
    }

（如您所见，我们添加了一个标记为“触发器”的球体碰撞器。当敌人进入时，该碰撞器将充当感知区域）。

实际的 AI 逻辑是在 void Update() 中通过一些辅助函数完成的：

    // Update is called once per frame
    void Update()
    {
        //Wait for the next course of action
        if (actionTimer > 0)
        {
            actionTimer -= Time.deltaTime;
        }
        else
        {
            switchAction = true;
        }

        if (currentState == AIState.Idle)
        {
            if(switchAction)
            {
                if (enemy)
                {
                    //Run away
                    agent.SetDestination(RandomNavSphere(transform.position, Random.Range(1, 2.4f)));
                    currentState = AIState.Running;
                    SwitchAnimationState(currentState);
                }
                else
                {
                    //No enemies nearby, start eating
                    actionTimer = Random.Range(14, 22);

                    currentState = AIState.Eating;
                    SwitchAnimationState(currentState);

                    //Keep last 5 Idle positions for future reference
                    previousIdlePoints.Add(transform.position);
                    if (previousIdlePoints.Count > 5)
                    {
                        previousIdlePoints.RemoveAt(0);
                    }
                }
            }
        }
        else if (currentState == AIState.Walking)
        {
            //Set NavMesh Agent Speed
            agent.speed = walkingSpeed;

            // Check if we've reached the destination
            if (DoneReachingDestination())
            {
                currentState = AIState.Idle;
            }
        }
        else if (currentState == AIState.Eating)
        {
            if (switchAction)
            {
                //Wait for current animation to finish playing
                if(!animator || animator.GetCurrentAnimatorStateInfo(0).normalizedTime - Mathf.Floor(animator.GetCurrentAnimatorStateInfo(0).normalizedTime) > 0.99f)
                {
                    //Walk to another random destination
                    agent.destination = RandomNavSphere(transform.position, Random.Range(3, 7));
                    currentState = AIState.Walking;
                    SwitchAnimationState(currentState);
                }
            }
        }
        else if (currentState == AIState.Running)
        {
            //Set NavMesh Agent Speed
            agent.speed = runningSpeed;

            //Run away
            if (enemy)
            {
                if (reverseFlee)
                {
                    if (DoneReachingDestination() && timeStuck < 0)
                    {
                        reverseFlee = false;
                    }
                    else
                    {
                        timeStuck -= Time.deltaTime;
                    }
                }
                else
                {
                    Vector3 runTo = transform.position + ((transform.position - enemy.position) * multiplier);
                    distance = (transform.position - enemy.position).sqrMagnitude;

                    //Find the closest NavMesh edge
                    NavMeshHit hit;
                    if (NavMesh.FindClosestEdge(transform.position, out hit, NavMesh.AllAreas))
                    {
                        closestEdge = hit.position;
                        distanceToEdge = hit.distance;
                        //Debug.DrawLine(transform.position, closestEdge, Color.red);
                    }

                    if (distanceToEdge < 1f)
                    {
                        if(timeStuck > 1.5f)
                        {
                            if(previousIdlePoints.Count > 0)
                            {
                                runTo = previousIdlePoints[Random.Range(0, previousIdlePoints.Count - 1)];
                                reverseFlee = true;
                            } 
                        }
                        else
                        {
                            timeStuck += Time.deltaTime;
                        }
                    }

                    if (distance < range * range)
                    {
                        agent.SetDestination(runTo);
                    }
                    else
                    {
                        enemy = null;
                    }
                }
                
                //Temporarily switch to Idle if the Agent stopped
                if(agent.velocity.sqrMagnitude < 0.1f * 0.1f)
                {
                    SwitchAnimationState(AIState.Idle);
                }
                else
                {
                    SwitchAnimationState(AIState.Running);
                }
            }
            else
            {
                //Check if we've reached the destination then stop running
                if (DoneReachingDestination())
                {
                    actionTimer = Random.Range(1.4f, 3.4f);
                    currentState = AIState.Eating;
                    SwitchAnimationState(AIState.Idle);
                }
            }
        }

        switchAction = false;
    }

    bool DoneReachingDestination()
    {
        if (!agent.pathPending)
        {
            if (agent.remainingDistance <= agent.stoppingDistance)
            {
                if (!agent.hasPath || agent.velocity.sqrMagnitude == 0f)
                {
                    //Done reaching the Destination
                    return true;
                }
            }
        }

        return false;
    }

    void SwitchAnimationState(AIState state)
    {
        //Animation control
        if (animator)
        {
            animator.SetBool("isEating", state == AIState.Eating);
            animator.SetBool("isRunning", state == AIState.Running);
            animator.SetBool("isWalking", state == AIState.Walking);
        }
    }

    Vector3 RandomNavSphere(Vector3 origin, float distance)
    {
        Vector3 randomDirection = Random.insideUnitSphere * distance;

        randomDirection += origin;

        NavMeshHit navHit;

        NavMesh.SamplePosition(randomDirection, out navHit, distance, NavMesh.AllAreas);

        return navHit.position;
    }

（每个状态都会初始化下一个状态的值和 NavMesh 代理目标。例如，空闲状态有 2 个可能的结果，如果存在敌人，则初始化运行状态；如果没有敌人穿过感知区域，则初始化进食状态。

行走状态用于在进食状态之间移动到新目的地。

跑步状态计算相对于敌人位置的方向，直接从敌人位置跑步。

如果卡在角落里，AI 会缩回到之前保存的空闲位置之一。当AI距离敌人足够远时，敌人就会消失）。

最后，我们添加一个 OnTriggerEnter 事件，它将监视球体碰撞器（又名感知区域），并在敌人太接近时初始化运行状态：

    void OnTriggerEnter(Collider other)
    {
        //Make sure the Player instance has a tag "Player"
        if (!other.CompareTag("Player"))
            return;

        enemy = other.transform;

        actionTimer = Random.Range(0.24f, 0.8f);
        currentState = AIState.Idle;
        SwitchAnimationState(currentState);
    }

一旦玩家进入触发器，敌人变量就会被赋值并初始化Idle状态，之后初始化Running状态。

以下是最终的 SC_DeerAI.cs 脚本：

//You are free to use this script in Free or Commercial projects
//sharpcoderblog.com @2019

using UnityEngine;
using UnityEngine.AI;
using System.Collections.Generic;

public class SC_DeerAI : MonoBehaviour
{
    public enum AIState { Idle, Walking, Eating, Running }
    public AIState currentState = AIState.Idle;
    public int awarenessArea = 15; //How far the deer should detect the enemy
    public float walkingSpeed = 3.5f;
    public float runningSpeed = 7f;
    public Animator animator;

    //Trigger collider that represents the awareness area
    SphereCollider c; 
    //NavMesh Agent
    NavMeshAgent agent;

    bool switchAction = false;
    float actionTimer = 0; //Timer duration till the next action
    Transform enemy;
    float range = 20; //How far the Deer have to run to resume the usual activities
    float multiplier = 1;
    bool reverseFlee = false; //In case the AI is stuck, send it to one of the original Idle points

    //Detect NavMesh edges to detect whether the AI is stuck
    Vector3 closestEdge;
    float distanceToEdge;
    float distance; //Squared distance to the enemy
    //How long the AI has been near the edge of NavMesh, if too long, send it to one of the random previousIdlePoints
    float timeStuck = 0;
    //Store previous idle points for reference
    List<Vector3> previousIdlePoints = new List<Vector3>(); 

    // Start is called before the first frame update
    void Start()
    {
        agent = GetComponent<NavMeshAgent>();
        agent.stoppingDistance = 0;
        agent.autoBraking = true;

        c = gameObject.AddComponent<SphereCollider>();
        c.isTrigger = true;
        c.radius = awarenessArea;

        //Initialize the AI state
        currentState = AIState.Idle;
        actionTimer = Random.Range(0.1f, 2.0f);
        SwitchAnimationState(currentState);
    }

    // Update is called once per frame
    void Update()
    {
        //Wait for the next course of action
        if (actionTimer > 0)
        {
            actionTimer -= Time.deltaTime;
        }
        else
        {
            switchAction = true;
        }

        if (currentState == AIState.Idle)
        {
            if(switchAction)
            {
                if (enemy)
                {
                    //Run away
                    agent.SetDestination(RandomNavSphere(transform.position, Random.Range(1, 2.4f)));
                    currentState = AIState.Running;
                    SwitchAnimationState(currentState);
                }
                else
                {
                    //No enemies nearby, start eating
                    actionTimer = Random.Range(14, 22);

                    currentState = AIState.Eating;
                    SwitchAnimationState(currentState);

                    //Keep last 5 Idle positions for future reference
                    previousIdlePoints.Add(transform.position);
                    if (previousIdlePoints.Count > 5)
                    {
                        previousIdlePoints.RemoveAt(0);
                    }
                }
            }
        }
        else if (currentState == AIState.Walking)
        {
            //Set NavMesh Agent Speed
            agent.speed = walkingSpeed;

            // Check if we've reached the destination
            if (DoneReachingDestination())
            {
                currentState = AIState.Idle;
            }
        }
        else if (currentState == AIState.Eating)
        {
            if (switchAction)
            {
                //Wait for current animation to finish playing
                if(!animator || animator.GetCurrentAnimatorStateInfo(0).normalizedTime - Mathf.Floor(animator.GetCurrentAnimatorStateInfo(0).normalizedTime) > 0.99f)
                {
                    //Walk to another random destination
                    agent.destination = RandomNavSphere(transform.position, Random.Range(3, 7));
                    currentState = AIState.Walking;
                    SwitchAnimationState(currentState);
                }
            }
        }
        else if (currentState == AIState.Running)
        {
            //Set NavMesh Agent Speed
            agent.speed = runningSpeed;

            //Run away
            if (enemy)
            {
                if (reverseFlee)
                {
                    if (DoneReachingDestination() && timeStuck < 0)
                    {
                        reverseFlee = false;
                    }
                    else
                    {
                        timeStuck -= Time.deltaTime;
                    }
                }
                else
                {
                    Vector3 runTo = transform.position + ((transform.position - enemy.position) * multiplier);
                    distance = (transform.position - enemy.position).sqrMagnitude;

                    //Find the closest NavMesh edge
                    NavMeshHit hit;
                    if (NavMesh.FindClosestEdge(transform.position, out hit, NavMesh.AllAreas))
                    {
                        closestEdge = hit.position;
                        distanceToEdge = hit.distance;
                        //Debug.DrawLine(transform.position, closestEdge, Color.red);
                    }

                    if (distanceToEdge < 1f)
                    {
                        if(timeStuck > 1.5f)
                        {
                            if(previousIdlePoints.Count > 0)
                            {
                                runTo = previousIdlePoints[Random.Range(0, previousIdlePoints.Count - 1)];
                                reverseFlee = true;
                            } 
                        }
                        else
                        {
                            timeStuck += Time.deltaTime;
                        }
                    }

                    if (distance < range * range)
                    {
                        agent.SetDestination(runTo);
                    }
                    else
                    {
                        enemy = null;
                    }
                }
                
                //Temporarily switch to Idle if the Agent stopped
                if(agent.velocity.sqrMagnitude < 0.1f * 0.1f)
                {
                    SwitchAnimationState(AIState.Idle);
                }
                else
                {
                    SwitchAnimationState(AIState.Running);
                }
            }
            else
            {
                //Check if we've reached the destination then stop running
                if (DoneReachingDestination())
                {
                    actionTimer = Random.Range(1.4f, 3.4f);
                    currentState = AIState.Eating;
                    SwitchAnimationState(AIState.Idle);
                }
            }
        }

        switchAction = false;
    }

    bool DoneReachingDestination()
    {
        if (!agent.pathPending)
        {
            if (agent.remainingDistance <= agent.stoppingDistance)
            {
                if (!agent.hasPath || agent.velocity.sqrMagnitude == 0f)
                {
                    //Done reaching the Destination
                    return true;
                }
            }
        }

        return false;
    }

    void SwitchAnimationState(AIState state)
    {
        //Animation control
        if (animator)
        {
            animator.SetBool("isEating", state == AIState.Eating);
            animator.SetBool("isRunning", state == AIState.Running);
            animator.SetBool("isWalking", state == AIState.Walking);
        }
    }

    Vector3 RandomNavSphere(Vector3 origin, float distance)
    {
        Vector3 randomDirection = Random.insideUnitSphere * distance;

        randomDirection += origin;

        NavMeshHit navHit;

        NavMesh.SamplePosition(randomDirection, out navHit, distance, NavMesh.AllAreas);

        return navHit.position;
    }

    void OnTriggerEnter(Collider other)
    {
        //Make sure the Player instance has a tag "Player"
        if (!other.CompareTag("Player"))
            return;

        enemy = other.transform;

        actionTimer = Random.Range(0.24f, 0.8f);
        currentState = AIState.Idle;
        SwitchAnimationState(currentState);
    }
}

• 将 Deer 模型 放置在场景中，并为其附加 NavMesh Agent、SC_DeerAI 脚本和 Animator 组件：

SC_DeerAI 只有一个需要赋值的变量，即"Animator"。

动画组件需要一个具有 4 个动画的控制器：空闲动画、行走动画、进食动画和跑步动画，以及 3 个布尔参数：isEating、isRunning 和 isWalking：

您可以通过单击此处了解如何设置简单的动画控制器

分配完所有内容后，还剩下最后一件事要做，那就是烘焙 NavMesh。

• 选择所有静态场景对象（例如地形、树木等）并将它们标记为 "Navigation Static"：

• 转到导航窗口（窗口 -> AI -> 导航）并单击 "Bake" 选项卡，然后单击 "Bake" 按钮。NavMesh 烘焙后，它应该看起来像这样：

NavMesh 烘焙完成后，我们可以测试 AI：

一切都按预期进行。当敌人靠近时，鹿会逃跑，一旦敌人足够远，鹿就会恢复正常活动。