本文是 XYGame-AI设计3-行为树-第1版本 的 AI 丰富版本,同时也是 XYGame-AI设计2-FSM 的行为树重构版本。

根据下方策划文档,得出以下行为树结构:

总结

相比版本1,本版本只是让 AI 规则更加复杂。每帧更新仍然从 root 节点开始遍历,通过不同的决策找出需要执行的叶子节点并执行 Action 行为逻辑。但现在设计的树形结构各节点之间存在依赖关系,因此虽然看起来可以简单粗暴地每次从 root 开始遍历,更好的设计是保存当前节点,下次更新直接从当前节点继续执行——这个过程类似函数调用时的地址保存与恢复。

这样做虽然能省去每次从 root 遍历的性能开销,但带来了以下几个难点:

  1. 行为节点的恢复与保存:何时开始执行行为,何时执行行为的条件等问题。
  2. 行为的条件评定:严格来看,虽然从 root 开始遍历,但得出的行为始终是在严格条件下执行的。实际的性能开销来自部分条件的重合评定,而非 root 遍历本身。
  3. 节点将携带执行状态,例如 Running、Complete、Looping 等。

策划文档

Action 与 Condition 实现代码

/*
                * Author:  caoshanshan
                * Email:   me@dreamyouxi.com
                  Behavior Tree  's Actions
                 * 行为树游戏逻辑部分
                 */
                using UnityEngine;
                using System.Collections;
                
                namespace BehaviorTree.Action
                {
                    //--------------------------------------------------游戏逻辑实际的  Action
                    public class SearchNearestTarget : ActionBase
                    {//寻找最近的玩家作为目标
                        public override bool Visit(Entity target)
                        {
                            Enemy host = target as Enemy;
                
                            if (host == null) return false;
                
                            float minDis = float.MaxValue;
                            Entity t = null;
                            foreach (Entity h in HeroMgr.ins.GetHeros())
                            {//找出一个最近的玩家 作为锁定目标
                                if (h.IsMaxTarget())
                                {
                                    continue;
                                }
                                float dis = h.ClaculateDistance(host.x, host.y);
                                if (dis < minDis)
                                {
                                    t = h;
                                    minDis = dis;
                                }
                            }
                
                            if (t != null)
                            {
                                host.target = t;
                                host.is_hit_tower = false;
                                return true;
                            }
                
                            return false;
                        }
                    }
                
                    public class MoveToTarget : ActionBase
                    {
                        public override bool Visit(Entity target)
                        {
                            Enemy host = target as Enemy;
                            if (host == null) return false;
                            host.dir = (int)Utils.GetAngle(host.pos, host.target.pos);//委托给Run状态去做
                            return true;
                        }
                    }
                    public class AttackTarget : ActionBase
                    {
                        public override bool Visit(Entity target)
                        {
                            Enemy host = target as Enemy;
                            if (host == null) return false;
                            if (host.target.IsHero && host.IsHeroRandomAtk(0.03f))
                            {
                                // 随机化攻击  减弱攻击强度
                                target.atk = true;
                                return true;
                            }
                            return false;
                        }
                    }
                
                    public class SearchNearestTower : ActionBase
                    {//仇恨指向最近的塔
                        public override bool Visit(Entity target)
                        {
                            Enemy host = target as Enemy;
                
                            if (host == null) return false;
                
                            float minDis = float.MaxValue;
                            Entity t = null;
                            foreach (Entity h in BuildingMgr.ins.GetBuildings())
                            {//找出一个最近的玩家 作为锁定目标
                                if (h.IsMaxTarget())
                                {
                                    continue;
                                }
                                float dis = h.ClaculateDistance(host.x, host.y);
                                if (dis < minDis)
                                {
                                    t = h;
                                    minDis = dis;
                                }
                            }
                
                            if (t != null)
                            {
                                host.target = t;
                                host.is_hit_tower = false;
                                // Debug.LogError("目标指向最近的塔");
                                return true;
                            }
                
                            return false;
                        }
                    }
                    public class SearchNearestHero : ActionBase
                    {//寻找最近的玩家作为目标
                        public override bool Visit(Entity target)
                        {
                            Enemy host = target as Enemy;
                
                            if (host == null) return false;
                
                            float minDis = float.MaxValue;
                            Entity t = null;
                            foreach (Entity h in HeroMgr.ins.GetHeros())
                            {//找出一个最近的玩家 作为锁定目标
                                if (h.IsMaxTarget())
                                {
                                    continue;
                                }
                                float dis = h.ClaculateDistance(host.x, host.y);
                                if (dis < minDis)
                                {
                                    t = h;
                                    minDis = dis;
                                }
                            }
                
                            if (t != null)
                            {
                                host.target = t;
                                host.is_hit_tower = false;
                                //  Debug.LogError("目标指向最近的玩家");
                                return true;
                            }
                
                            return false;
                        }
                    }
                
                    public class SetTarget : ActionBase
                    {
                        public override bool Visit(Entity target)
                        {
                            Enemy host = target as Enemy;
                            var obj = host.GetTagPairOnce("BT_HitHero");
                            if (obj == null)
                            {
                                host.target = null;
                                return false;
                            }
                            host.target = obj.value as Entity;
                            //   Debug.LogError("重新设置目标BT_HitHero");
                            return true;
                        }
                    }
                    public class NotHitTower : ConditionBase
                    {//重置没有攻击塔
                        public override bool Visit(Entity target)
                        {
                            Enemy host = target as Enemy;
                            if (host == null) return false;
                            host.is_hit_tower = false;
                            return true;
                        }
                    }
                    public class MoveRandom : ActionBase
                    {
                        int dir = 0;
                        public override bool Visit(Entity target)
                        {
                            Enemy host = target as Enemy;
                            if (host == null) return false;
                            if (host.target == null) return false;
                            if (host.target.isDie) return false;
                
                
                            if (Utils.random_frameMS.Next(0, 300) == 5)
                            { // 地图范围内的随机目标点
                                Terrain terrain = AppMgr.GetCurrentApp<BattleApp>().GetCurrentWorldMap().GetTerrain();
                                Vector2 to = new Vector2(Utils.random_frameMS.Next((int)(terrain.limit_x_left * 1000), (int)(terrain.limit_x_right * 1000)) / 1000f, Utils.random_frameMS.Next((int)(terrain.limit_z_down * 1000), (int)(terrain.limit_z_up * 1000)) / 1000f);
                                this.dir = (int)Utils.GetAngle(host.pos, to);
                            }
                            host.dir = this.dir;
                            return true;
                        }
                    }
                
                    public class MoveRandomInAtkRange : ActionBase
                    {
                        int dir = 0;
                        public override bool Visit(Entity target)
                        {
                            Enemy host = target as Enemy;
                            if (host == null) return false;
                            if (host.target == null) return false;
                            if (host.target.isDie) return false;
                
                            if (Utils.random_frameMS.Next(1, 200) == 2 || Mathf.Abs(host.atk_range - host.target.ClaculateDistance(host)) < 0.2f)
                            {//一定概率 随机方向
                                dir = (int)Utils.GetAngle(host.pos, host.target.pos);
                                //  Debug.LogError("随机攻击范围内运动 " + dir);
                            }
                            host.dir = this.dir;
                            return true;
                        }
                    }
                }
                
                /*
                * Author:  caoshanshan
                * Email:   me@dreamyouxi.com
                  Behavior Tree  's Conditions
                 * 行为树游戏逻辑部分
                 */
                using UnityEngine;
                using System.Collections;
                
                namespace BehaviorTree.Condition
                {
                    //--------------------------------------------------游戏逻辑实际的 Condition
                    public class TargetHasNotInAtkRange : ConditionBase
                    {//目标不在否在攻击范围内
                        public override bool Visit(Entity target)
                        {
                            Enemy host = target as Enemy;
                            if (host == null) return false;
                            if (host.target == null) return false;
                            if (host.atk_range > host.target.ClaculateDistance(host))
                            {//范围内
                                return false;
                            }
                            return true;
                        }
                    }
                    public class IsCDMax : ConditionBase
                    {//CD是否结束
                        public override bool Visit(Entity target)
                        {
                            Enemy host = target as Enemy;
                            if (host == null) return false;
                            if (host.target == null) return false;
                            if (host.cd.IsMax())
                            {
                                host.cd.Reset();
                                return true;
                            }
                            return false;
                        }
                    }
                    public class NotTargetOrDie : ConditionBase
                    {//没有目标或者死亡
                        public override bool Visit(Entity target)
                        {
                            Enemy host = target as Enemy;
                            if (host == null) return true;
                            if (host.target == null) return true;
                            if (host.target.isDie) return true;
                            return false;
                        }
                    }
                
                    public class HasTower : ConditionBase
                    {//存在塔
                        public override bool Visit(Entity target)
                        {
                            if (BuildingMgr.ins.GetBuildings().Count > 0)
                            {
                             //   Debug.LogError("存在塔");
                                return true;
                            }
                            return false;
                        }
                    }
                
                    public class HasHitTower : ConditionBase
                    {//攻击了塔
                        public override bool Visit(Entity target)
                        {
                            Enemy host = target as Enemy;
                            if (host == null) return true;
                            return host.is_hit_tower;
                        }
                    }
                    public class HasNotHitTower : ConditionBase
                    {//没有攻击塔
                        public override bool Visit(Entity target)
                        {
                            Enemy host = target as Enemy;
                            if (host == null) return true;
                            return !host.is_hit_tower;
                        }
                    }
                
                    public class HasHitByHero : ConditionBase
                    {//被玩家攻击
                        bool ret = false;
                        Entity hit_target = null;//被攻击的目标
                        public override bool Visit(Entity target)
                        {
                            _host = target;
                            if (ret)
                            {
                            //    Debug.LogError("被玩家攻击");
                                ret = false;
                                return true;
                            }
                            return false;
                        }
                        public override void OnEvent(int type, object userData)
                        {
                            if (this.IsInValid()) return;
                            if (type == Events.ID_BATTLE_ENTITY_BEFORE_TAKEATTACKED)
                            {
                                AttackInfo info = userData as AttackInfo;
                                Enemy host = _host as Enemy;
                                if (host == null) return;
                                if (info.target as Enemy != host) return;
                                //自己被命中
                                if (info.ownner.IsMaxTarget() == false)
                                {
                                   // host.target = info.ownner;
                                    ret = true;
                                    host.SetTag("BT_HitHero", info.ownner); // 信息 写入黑板
                                }
                            }
                        }
                        public override void OnEnter()
                        {
                            EventDispatcher.ins.AddEventListener(this, Events.ID_BATTLE_ENTITY_BEFORE_TAKEATTACKED);
                        }
                        public override void OnExit()
                        {
                            EventDispatcher.ins.RemoveEventListener(this, Events.ID_BATTLE_ENTITY_BEFORE_TAKEATTACKED);
                        }
                    }
                
                    public class TargetIsHero : ConditionBase
                    {//目标是玩家
                        public override bool Visit(Entity target)
                        {
                            Enemy host = target as Enemy;
                            if (host == null) return false;
                            if (host.target == null) return false;
                            if (host.target.isDie) return false;
                
                            return host.target.IsHero;
                        }
                    }
                    public class TargetIsTower : ConditionBase
                    {//目标是塔
                        public override bool Visit(Entity target)
                        {
                            Enemy host = target as Enemy;
                            if (host == null) return false;
                            if (host.target == null) return false;
                            if (host.target.isDie) return false;
                            if (host.target.IsTower)
                            {
                                //  Debug.LogError("目标是塔");
                                return true;
                            }
                            return false;
                        }
                    }
                    public class HasHeroInTargetRange : ConditionBase
                    {//目标不在否在攻击范围内
                        public override bool Visit(Entity target)
                        {
                            Enemy host = target as Enemy;
                            if (host == null) return false;
                            if (host.target == null) return false;
                            foreach (Entity h in HeroMgr.ins.GetHeros())
                            {
                                if (host.target_distance > host.ClaculateDistance(h.x, 0, h.z))
                                {//范围内
                                    return true;
                                }
                            }
                            return false;
                        }
                    }
                    public class HasNotTarget : ConditionBase
                    {//没有目标
                        public override bool Visit(Entity target)
                        {
                            Enemy host = target as Enemy;
                            if (host == null) return true;
                            if (host.target == null) return true;
                            return false;
                        }
                    }
                
                
                
                
                }