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2026 技术观察:冷链物流进入全程可视阶段 温控监测与异常预警成为履约新核心

时间:2026-07-17 17:00:58 编辑:袖梨 来源:一聚教程网

2026 技术观察:冷链物流进入全程可视阶段,温控监测与异常预警成为履约新核心

{"type":"doc","content":[{"type":"heading","attrs":{"id":"7d0d9c61-9065-4bb8-aade-ea0ec534359b","textAlign":"inherit","indent":0,"level":2,"isHoverDragHandle":false},"content":[{"type":"text","text":"概述"}]},{"type":"paragraph","attrs":{"id":"442688a1-f0a6-4c99-baf2-0657d371689e","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"2026 年,冷链物流正在从“运输记录”走向“全程可视化监管”。"}]},{"type":"paragraph","attrs":{"id":"0a4a5c89-beed-433c-93f9-c69d0c41b5d1","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"过去,冷链运输更多依赖人工记录、温度计、司机反馈和到货检查。货物从仓库出发到门店、医院、餐饮企业或消费者手中,中间是否出现过温度异常,往往只能事后追溯。"}]},{"type":"paragraph","attrs":{"id":"6cfa7739-8183-416e-9c01-e46691039d9e","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"但冷链场景对时效和温度非常敏感。"}]},{"type":"paragraph","attrs":{"id":"92590e59-4434-4541-a28a-8661cc75264f","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"生鲜、药品、疫苗、乳制品、预制菜和高价值食品,都需要稳定温控。如果运输过程中温度超标,即使最终按时送达,也可能影响质量和安全。"}]},{"type":"paragraph","attrs":{"id":"7bbbd877-3c29-4e9b-ab19-4e904e05221f","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"因此,冷链物流开始进入新的阶段。"}]},{"type":"paragraph","attrs":{"id":"ffc3f3fe-1945-47b3-95e3-e130db5dce4b","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"系统不只是记录车辆位置,而是持续监测温度、湿度、开门次数、运输时长、路线偏离和设备状态,并在异常发生时及时预警。"}]},{"type":"paragraph","attrs":{"id":"74e9dca3-708e-4deb-a913-c152e7290367","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"这意味着,冷链物流正在从“到货验收”走向“过程控制”。"}]},{"type":"horizontalRule","attrs":{"id":"3c39599f-d3ca-48bf-a169-907270c4a6fc","isHoverDragHandle":false}},{"type":"heading","attrs":{"id":"542074a9-865a-4b0c-a9d8-fd411b2ef283","textAlign":"inherit","indent":0,"level":2,"isHoverDragHandle":false},"content":[{"type":"text","text":"一、为什么冷链需要实时监测?"}]},{"type":"paragraph","attrs":{"id":"6f30ecb3-927e-4031-820e-b6f1b7f885d0","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"冷链的核心不是运输,而是温控。"}]},{"type":"paragraph","attrs":{"id":"a6aa9436-24f3-4b1d-9a4d-bf25c089b25c","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"一辆冷藏车即使准时到达,如果中途温度持续超标,货物质量仍然可能受损。"}]},{"type":"paragraph","attrs":{"id":"c2f38734-11f3-480e-bf04-bb9032dd9857","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"冷链监测系统可以帮助企业回答几个问题:"}]},{"type":"orderedList","attrs":{"id":"5acb8c3c-a16e-44e4-b07b-15024ed62e2c","start":1,"isHoverDragHandle":false},"content":[{"type":"listItem","attrs":{"id":"0e097bd3-486b-480d-b1c3-5d2d120f50a6"},"content":[{"type":"paragraph","attrs":{"id":"e04eb8db-ff26-4a92-8573-8bb53440a476","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"车厢温度是否稳定;"}]}]},{"type":"listItem","attrs":{"id":"aa5300af-60e3-4434-bbad-e99f92356735"},"content":[{"type":"paragraph","attrs":{"id":"9aaad62c-6a6d-416a-8050-7b9a4b191729","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"是否发生过异常开门;"}]}]},{"type":"listItem","attrs":{"id":"9a7ab53d-954a-42d2-b3fa-600ca8c8c470"},"content":[{"type":"paragraph","attrs":{"id":"336798d0-73dc-49a4-913c-fb034352cd4c","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"运输路线是否偏离;"}]}]},{"type":"listItem","attrs":{"id":"e11f597f-b054-45f8-800f-185b7a0e20f2"},"content":[{"type":"paragraph","attrs":{"id":"fd3acf8f-194b-4068-9c6e-9e886715bbf4","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"制冷设备是否正常;"}]}]},{"type":"listItem","attrs":{"id":"a4d4fe3e-47d9-4568-8cea-3fadb5f8c78b"},"content":[{"type":"paragraph","attrs":{"id":"5a8ee2ba-a762-4797-ac66-08e29b1427d5","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"哪批货物存在质量风险;"}]}]},{"type":"listItem","attrs":{"id":"4e277705-a49d-48b1-8b7d-eda7b524f338"},"content":[{"type":"paragraph","attrs":{"id":"37fa8719-4100-44bf-8cf9-c4ca646be70e","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"是否需要拦截或复检。"}]}]}]},{"type":"paragraph","attrs":{"id":"eebf26c0-092b-4b9a-bb44-adc78f7ce51e","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"下面用 Python 写一个简化版冷链物流监测与预警系统。"}]},{"type":"horizontalRule","attrs":{"id":"a1db3174-ce1a-4beb-b85b-69c8bb606bb0","isHoverDragHandle":false}},{"type":"heading","attrs":{"id":"2e4805f9-bef1-4b57-a971-0ad140fea863","textAlign":"inherit","indent":0,"level":2,"isHoverDragHandle":false},"content":[{"type":"text","text":"二、基础数据:定义冷链订单和车辆状态"}]},{"type":"paragraph","attrs":{"id":"0e4708fa-6ac2-4d6f-ac4c-c1cb6b1035bb","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"第一步是定义冷链运输订单和车辆采样数据。"}]},{"type":"codeBlock","attrs":{"id":"962a0ccb-907e-4b5d-99d9-89033f9be6d8","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"import jsonnimport randomnfrom datetime import datetimenfrom collections import defaultdictnnnCOLD_CHAIN_ORDERS = [n{n"order_id": "CC001",n"goods_type": "疫苗",n"vehicle_id": "V001",n"required_min_temp": 2,n"required_max_temp": 8,n"max_duration_hours": 12n},n{n"order_id": "CC002",n"goods_type": "生鲜食品",n"vehicle_id": "V002",n"required_min_temp": -2,n"required_max_temp": 4,n"max_duration_hours": 18n},n{n"order_id": "CC003",n"goods_type": "乳制品",n"vehicle_id": "V003",n"required_min_temp": 0,n"required_max_temp": 6,n"max_duration_hours": 10n}n]nnnclass VehicleSample:ndef __init__(self, vehicle_id):nself.vehicle_id = vehicle_idnself.temperature = round(random.uniform(-5, 12), 2)nself.humidity = round(random.uniform(40, 90), 2)nself.door_open_count = random.randint(0, 6)nself.device_status = "normal" if random.random() > 0.1 else "warning"nself.route_deviation_km = round(random.uniform(0, 8), 2)nself.transport_hours = round(random.uniform(2, 20), 1)nself.sample_time = datetime.now().isoformat()nndef to_dict(self):nreturn {n"vehicle_id": self.vehicle_id,n"temperature": self.temperature,n"humidity": self.humidity,n"door_open_count": self.door_open_count,n"device_status": self.device_status,n"route_deviation_km": self.route_deviation_km,n"transport_hours": self.transport_hours,n"sample_time": self.sample_timen}n"}]},{"type":"paragraph","attrs":{"id":"f58553e6-ba5e-473e-a43f-83b3da3245f9","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"冷链订单需要明确温度区间和最大运输时长。"}]},{"type":"paragraph","attrs":{"id":"59d12e29-7be2-4de9-a7aa-99cd52c9c6b8","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"只有知道业务要求,系统才能判断当前状态是否异常。"}]},{"type":"horizontalRule","attrs":{"id":"0179a59a-0bab-4a7d-bba1-e4adb13c399e","isHoverDragHandle":false}},{"type":"heading","attrs":{"id":"73740c61-033b-4f20-97bc-b9667415227b","textAlign":"inherit","indent":0,"level":2,"isHoverDragHandle":false},"content":[{"type":"text","text":"三、采集车辆冷链数据"}]},{"type":"paragraph","attrs":{"id":"2c79bbb5-2abf-4974-8858-d713f1b5c253","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"第二步是模拟采集车辆温控数据。"}]},{"type":"codeBlock","attrs":{"id":"517c37e9-49fb-428c-8e50-5ff71343a111","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"def collect_vehicle_samples(orders):nsamples = {}nnfor order in orders:nsample = VehicleSample(norder["vehicle_id"]n)nnsamples[order["vehicle_id"]] = sample.to_dict()nnreturn samplesn"}]},{"type":"paragraph","attrs":{"id":"0f328209-3bf1-4105-8ed2-5c1ea4d92247","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"真实系统中,这些数据可以来自车载温湿度传感器、GPS、制冷机组、门磁和物联网网关。"}]},{"type":"paragraph","attrs":{"id":"25f23f48-599f-4be4-acbb-3814e4c5ea84","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"数据采集频率越高,异常发现越及时。"}]},{"type":"horizontalRule","attrs":{"id":"47c81f12-df83-4d8e-8620-3501735350ba","isHoverDragHandle":false}},{"type":"heading","attrs":{"id":"f9f8120a-991b-40d6-b1b0-5e961c13aa75","textAlign":"inherit","indent":0,"level":2,"isHoverDragHandle":false},"content":[{"type":"text","text":"四、温度合规检查"}]},{"type":"paragraph","attrs":{"id":"53d7e83a-0195-4350-9de2-d5b20033b16b","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"第三步是检查当前温度是否符合订单要求。"}]},{"type":"codeBlock","attrs":{"id":"ee3a5be9-8fb4-47a9-ab55-2ec19aad226f","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"def check_temperature(order, sample):ntemperature = sample["temperature"]nnif temperature < order["required_min_temp"]:nreturn {n"status": "too_low",n"risk_score": 3,n"message": "车厢温度低于要求范围。"n}nnif temperature > order["required_max_temp"]:nreturn {n"status": "too_high",n"risk_score": 5,n"message": "车厢温度高于要求范围,存在质量风险。"n}nnreturn {n"status": "normal",n"risk_score": 0,n"message": "温度处于要求范围内。"n}n"}]},{"type":"paragraph","attrs":{"id":"1cc3a4f3-0829-4fa3-9803-d90bbaeac246","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"温度检查是冷链监管中最关键的一步。"}]},{"type":"paragraph","attrs":{"id":"f54b9776-e4ee-4bd1-bafb-4ec51fd9c67d","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"不同货物温控要求不同,不能用同一阈值判断全部订单。"}]},{"type":"horizontalRule","attrs":{"id":"77b140d2-9576-4efe-8a0d-430baa55b36c","isHoverDragHandle":false}},{"type":"heading","attrs":{"id":"92c7d069-cce3-4151-8783-a46323dbe671","textAlign":"inherit","indent":0,"level":2,"isHoverDragHandle":false},"content":[{"type":"text","text":"五、运输过程风险分析"}]},{"type":"paragraph","attrs":{"id":"bd9948f0-96e3-4316-9f96-1eb20fbf201a","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"第四步是检查开门次数、运输时长、设备状态和路线偏离。"}]},{"type":"codeBlock","attrs":{"id":"c0b5040d-09d1-4895-91dc-fc0546068873","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"def analyze_transport_risk(order, sample):nissues = []nrisk_score = 0nnif sample["door_open_count"] > 3:nissues.append("运输过程中开门次数较多,可能影响温度稳定。")nrisk_score = 2nnif sample["transport_hours"] > order["max_duration_hours"]:nissues.append("运输时长超过订单要求。")nrisk_score = 3nnif sample["route_deviation_km"] > 5:nissues.append("车辆路线偏离较大,建议核实运输路径。")nrisk_score = 2nnif sample["device_status"] != "normal":nissues.append("制冷设备状态异常。")nrisk_score = 4nnreturn {n"risk_score": risk_score,n"issues": issuesn}n"}]},{"type":"paragraph","attrs":{"id":"4f896acf-c764-4d95-8d5a-d76f9c248316","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"冷链风险不只来自温度。"}]},{"type":"paragraph","attrs":{"id":"e2c3fcb6-40a9-4966-910b-3288d0e451f8","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"开门、延迟、绕路和设备异常,都会影响最终履约质量。"}]},{"type":"horizontalRule","attrs":{"id":"fbfd0efa-c896-4642-8762-e3ec81d10472","isHoverDragHandle":false}},{"type":"heading","attrs":{"id":"d05eb92b-03ac-4fa3-b352-23e1021c0eb0","textAlign":"inherit","indent":0,"level":2,"isHoverDragHandle":false},"content":[{"type":"text","text":"六、综合风险等级判断"}]},{"type":"paragraph","attrs":{"id":"c59c3dc3-dadd-40fd-8fed-8ab504c8ce0f","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"第五步是把温度风险和运输风险合并,生成订单风险等级。"}]},{"type":"codeBlock","attrs":{"id":"08cd4be8-ec1b-426b-9a59-072c65ac855a","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"def evaluate_cold_chain_order(order, sample):ntemp_result = check_temperature(order, sample)ntransport_result = analyze_transport_risk(order, sample)nntotal_score = (ntemp_result["risk_score"]n transport_result["risk_score"]n)nnissues = []nnif temp_result["status"] != "normal":nissues.append(temp_result["message"])nnissues.extend(transport_result["issues"])nnif total_score >= 8:nrisk_level = "high"nelif total_score >= 4:nrisk_level = "medium"nelif total_score > 0:nrisk_level = "low"nelse:nrisk_level = "normal"nnreturn {n"order_id": order["order_id"],n"goods_type": order["goods_type"],n"vehicle_id": order["vehicle_id"],n"risk_score": total_score,n"risk_level": risk_level,n"temperature_check": temp_result,n"issues": 30503.t.kuaisou.comn"evaluate_time": datetime.now().isoformat()n}n"}]},{"type":"paragraph","attrs":{"id":"fda14d9b-9695-4b59-9bcb-00ad0393aacb","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"综合评分可以让企业优先关注高风险订单。"}]},{"type":"paragraph","attrs":{"id":"99d98089-c611-4cab-bbbf-3f5011f4f16e","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"不是所有异常都需要同等处理,高风险订单应该立即介入。"}]},{"type":"horizontalRule","attrs":{"id":"071d5a7d-04fe-4b7b-a170-366eb481daa8","isHoverDragHandle":false}},{"type":"heading","attrs":{"id":"1a78d52b-372f-491a-88d9-179e02aa2519","textAlign":"inherit","indent":0,"level":2,"isHoverDragHandle":false},"content":[{"type":"text","text":"七、生成处置建议"}]},{"type":"paragraph","attrs":{"id":"60c790ef-1c55-421f-b21b-fdf47c457b7c","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"第六步是根据风险等级生成处置建议。"}]},{"type":"codeBlock","attrs":{"id":"d624b344-8abb-48a2-a30d-26003690567c","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"def generate_cold_chain_suggestion(risk_result):nlevel = risk_result["risk_level"]nnif level == "high":nreturn {n"order_id": risk_result["order_id"],n"action": "intercept_and_inspect",n"message": "订单风险较高,建议到站后拦截复检或提前联系收货方。"n}nnif level == "medium":nreturn {n"order_id": risk_result["order_id"],n"action": "driver_confirm",n"message": "订单存在中等风险,建议联系司机确认设备和路线状态。"n}nnif level == "low":nreturn {n"order_id": risk_result["order_id"],n"action": "continue_monitoring",n"message": "订单存在轻微异常,建议持续监测。"n}nnreturn {n"order_id": risk_result["order_id"],n"action": "normal_delivery",n"message": "冷链状态正常,可继续配送。"n}n"}]},{"type":"paragraph","attrs":{"id":"7e8a1352-1f7c-487d-9c6b-9059c26b45fc","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"建议生成让冷链监测系统进入运营流程。"}]},{"type":"paragraph","attrs":{"id":"d8a6de73-cbb6-4720-85f3-17aa37ac1073","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"发现异常后,系统应该指导调度员、司机和仓库人员采取动作。"}]},{"type":"horizontalRule","attrs":{"id":"157c7cc5-f711-41c5-81f6-b2973606d585","isHoverDragHandle":false}},{"type":"heading","attrs":{"id":"c9aa73cf-e729-4062-b915-80ef59fadc48","textAlign":"inherit","indent":0,"level":2,"isHoverDragHandle":false},"content":[{"type":"text","text":"八、运行完整冷链监测流程"}]},{"type":"paragraph","attrs":{"id":"d5c0c7a7-e081-4dfa-9d69-f8a7be3957aa","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"最后把采集、检查、评分和建议生成串起来。"}]},{"type":"codeBlock","attrs":{"id":"8b163a6e-02d3-451f-92b9-213ad45692d9","language":"javascript","theme":"atom-one-dark","runtimes":0,"isHoverDragHandle":false,"key":"","languageByAi":"javascript"},"content":[{"type":"text","text":"def run_cold_chain_monitor():nsamples = collect_vehicle_samples(nCOLD_CHAIN_ORDERSn)nnrisk_results = []nsuggestions = []nnfor order in COLD_CHAIN_ORDERS:nsample = samples[order["vehicle_id"]]nnrisk_result = evaluate_cold_chain_order(norder,nsamplen)nnsuggestion = generate_cold_chain_suggestion(nrisk_resultn)nnrisk_results.append(risk_result)nsuggestions.append(suggestion)nnreport = {n"report_name": "冷链物流全程温控监测报告",n"vehicle_samples": samples,n"risk_results": risk_results,n"suggestions": suggestions,n"generate_time": datetime.now().isoformat()n}nnreturn reportnnnif __name__ == "__main__":nreport = run_cold_chain_monitor()nnprint(json.dumps(nreport,nensure_ascii=False,nindent=2n))n"}]},{"type":"horizontalRule","attrs":{"id":"5f2ab3ce-3596-4140-95cd-0f632f941f2c","isHoverDragHandle":false}},{"type":"heading","attrs":{"id":"b7c19828-b625-47cd-b04a-530b71145851","textAlign":"inherit","indent":0,"level":2,"isHoverDragHandle":false},"content":[{"type":"text","text":"九、趋势判断"}]},{"type":"paragraph","attrs":{"id":"23c84997-8088-42d2-be4b-0f2f612ff045","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"从这套流程可以看到,冷链物流的重点正在从结果验收转向过程监管。"}]},{"type":"paragraph","attrs":{"id":"1c544616-4c40-4fe4-8e66-60a15ced9fc0","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"未来,冷链企业不会只看货物是否准时到达,还会关注运输全过程是否持续合规。"}]},{"type":"paragraph","attrs":{"id":"a3f5774a-a928-492f-b9c3-1a25b92200f9","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"温度、湿度、开门、路线、时长和设备状态,都会成为冷链履约的重要指标。"}]},{"type":"paragraph","attrs":{"id":"e1cc1c14-3699-49c6-a053-259fb6798f49","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"谁能把冷链过程数据管理好,谁就更容易提升食品、医药和高价值货物运输的可靠性。"}]}]}","createTime":1783236193,"ext":{"closeTextLink":0,"comment_ban":0,"description":"","focusRead":0},"favNum":0,"html":"","isOriginal":0,"likeNum":1,

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